[Minor] Refactor is_dynamo_compiling for older torch versions

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}32$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.6160μs	19.7482μs	50.6375 KOps/s	48.7404 KOps/s	$\color{#35bf28}+3.89\%$
test_plain_set_stack_nested	79.9890μs	19.8562μs	50.3620 KOps/s	47.7754 KOps/s	$\textbf{\color{#35bf28}+5.41\%}$
test_plain_set_nested_inplace	59.3910μs	21.6849μs	46.1151 KOps/s	44.6706 KOps/s	$\color{#35bf28}+3.23\%$
test_plain_set_stack_nested_inplace	81.9430μs	21.4769μs	46.5617 KOps/s	44.6234 KOps/s	$\color{#35bf28}+4.34\%$
test_items	28.0920μs	4.1713μs	239.7355 KOps/s	245.3229 KOps/s	$\color{#d91a1a}-2.28\%$
test_items_nested	0.5884ms	0.3293ms	3.0371 KOps/s	3.0432 KOps/s	$\color{#d91a1a}-0.20\%$
test_items_nested_locked	0.5595ms	0.3295ms	3.0353 KOps/s	3.0518 KOps/s	$\color{#d91a1a}-0.54\%$
test_items_nested_leaf	0.1669ms	85.2070μs	11.7361 KOps/s	11.9302 KOps/s	$\color{#d91a1a}-1.63\%$
test_items_stack_nested	0.4367ms	0.3331ms	3.0023 KOps/s	3.0229 KOps/s	$\color{#d91a1a}-0.68\%$
test_items_stack_nested_leaf	0.1440ms	83.7257μs	11.9438 KOps/s	11.9156 KOps/s	$\color{#35bf28}+0.24\%$
test_items_stack_nested_locked	0.6072ms	0.3307ms	3.0235 KOps/s	3.0476 KOps/s	$\color{#d91a1a}-0.79\%$
test_keys	23.4240μs	3.5820μs	279.1732 KOps/s	281.5793 KOps/s	$\color{#d91a1a}-0.85\%$
test_keys_nested	0.1570ms	95.9911μs	10.4176 KOps/s	10.3411 KOps/s	$\color{#35bf28}+0.74\%$
test_keys_nested_locked	1.7541ms	0.1033ms	9.6848 KOps/s	9.8433 KOps/s	$\color{#d91a1a}-1.61\%$
test_keys_nested_leaf	0.1319ms	79.6212μs	12.5595 KOps/s	12.3974 KOps/s	$\color{#35bf28}+1.31\%$
test_keys_stack_nested	0.1665ms	96.4507μs	10.3680 KOps/s	10.4116 KOps/s	$\color{#d91a1a}-0.42\%$
test_keys_stack_nested_leaf	0.1560ms	79.6336μs	12.5575 KOps/s	12.5079 KOps/s	$\color{#35bf28}+0.40\%$
test_keys_stack_nested_locked	0.1995ms	0.1006ms	9.9413 KOps/s	9.9847 KOps/s	$\color{#d91a1a}-0.44\%$
test_values	10.0666μs	1.0665μs	937.6236 KOps/s	930.8752 KOps/s	$\color{#35bf28}+0.72\%$
test_values_nested	0.1032ms	49.0933μs	20.3694 KOps/s	21.0510 KOps/s	$\color{#d91a1a}-3.24\%$
test_values_nested_locked	0.1053ms	48.3739μs	20.6723 KOps/s	20.2186 KOps/s	$\color{#35bf28}+2.24\%$
test_values_nested_leaf	0.1027ms	42.7788μs	23.3760 KOps/s	23.4633 KOps/s	$\color{#d91a1a}-0.37\%$
test_values_stack_nested	93.5520μs	48.6406μs	20.5589 KOps/s	19.9018 KOps/s	$\color{#35bf28}+3.30\%$
test_values_stack_nested_leaf	0.1033ms	42.0637μs	23.7735 KOps/s	23.7269 KOps/s	$\color{#35bf28}+0.20\%$
test_values_stack_nested_locked	0.1059ms	48.6682μs	20.5473 KOps/s	20.9920 KOps/s	$\color{#d91a1a}-2.12\%$
test_membership	6.8227μs	0.6953μs	1.4382 MOps/s	1.1760 MOps/s	$\textbf{\color{#35bf28}+22.30\%}$
test_membership_nested	57.0670μs	2.5624μs	390.2649 KOps/s	387.6283 KOps/s	$\color{#35bf28}+0.68\%$
test_membership_nested_leaf	17.1320μs	2.6004μs	384.5574 KOps/s	381.7824 KOps/s	$\color{#35bf28}+0.73\%$
test_membership_stacked_nested	46.1760μs	2.5614μs	390.4139 KOps/s	394.1541 KOps/s	$\color{#d91a1a}-0.95\%$
test_membership_stacked_nested_leaf	24.6860μs	2.5610μs	390.4688 KOps/s	388.7209 KOps/s	$\color{#35bf28}+0.45\%$
test_membership_nested_last	44.1820μs	3.7612μs	265.8747 KOps/s	266.6414 KOps/s	$\color{#d91a1a}-0.29\%$
test_membership_nested_leaf_last	29.8560μs	3.7437μs	267.1174 KOps/s	267.2166 KOps/s	$\color{#d91a1a}-0.04\%$
test_membership_stacked_nested_last	57.3260μs	7.7178μs	129.5711 KOps/s	189.2594 KOps/s	$\textbf{\color{#d91a1a}-31.54\%}$
test_membership_stacked_nested_leaf_last	31.5490μs	7.8017μs	128.1774 KOps/s	187.9519 KOps/s	$\textbf{\color{#d91a1a}-31.80\%}$
test_nested_getleaf	52.7780μs	10.7730μs	92.8246 KOps/s	92.7957 KOps/s	$\color{#35bf28}+0.03\%$
test_nested_get	48.8010μs	10.0898μs	99.1096 KOps/s	97.9743 KOps/s	$\color{#35bf28}+1.16\%$
test_stacked_getleaf	33.1120μs	10.7260μs	93.2313 KOps/s	94.2531 KOps/s	$\color{#d91a1a}-1.08\%$
test_stacked_get	59.5210μs	10.1917μs	98.1191 KOps/s	98.8359 KOps/s	$\color{#d91a1a}-0.73\%$
test_nested_getitemleaf	35.1260μs	11.0653μs	90.3725 KOps/s	90.7773 KOps/s	$\color{#d91a1a}-0.45\%$
test_nested_getitem	55.6040μs	10.2512μs	97.5497 KOps/s	97.7960 KOps/s	$\color{#d91a1a}-0.25\%$
test_stacked_getitemleaf	58.7090μs	11.0604μs	90.4125 KOps/s	91.8992 KOps/s	$\color{#d91a1a}-1.62\%$
test_stacked_getitem	36.6590μs	10.1591μs	98.4342 KOps/s	98.0965 KOps/s	$\color{#35bf28}+0.34\%$
test_lock_nested	84.3474ms	0.5605ms	1.7842 KOps/s	2.0924 KOps/s	$\textbf{\color{#d91a1a}-14.73\%}$
test_lock_stack_nested	0.8018ms	0.4330ms	2.3094 KOps/s	2.2620 KOps/s	$\color{#35bf28}+2.10\%$
test_unlock_nested	92.6162ms	0.4919ms	2.0331 KOps/s	2.5200 KOps/s	$\textbf{\color{#d91a1a}-19.32\%}$
test_unlock_stack_nested	0.5360ms	0.3530ms	2.8330 KOps/s	2.7589 KOps/s	$\color{#35bf28}+2.69\%$
test_flatten_speed	0.2158ms	0.1035ms	9.6577 KOps/s	9.5899 KOps/s	$\color{#35bf28}+0.71\%$
test_unflatten_speed	0.9575ms	0.4595ms	2.1765 KOps/s	2.1959 KOps/s	$\color{#d91a1a}-0.88\%$
test_common_ops	1.7717ms	1.0616ms	941.9634 Ops/s	889.9881 Ops/s	$\textbf{\color{#35bf28}+5.84\%}$
test_creation	19.2160μs	2.0780μs	481.2275 KOps/s	494.1742 KOps/s	$\color{#d91a1a}-2.62\%$
test_creation_empty	41.4480μs	17.6180μs	56.7602 KOps/s	53.4166 KOps/s	$\textbf{\color{#35bf28}+6.26\%}$
test_creation_nested_1	49.6820μs	20.4867μs	48.8121 KOps/s	46.0095 KOps/s	$\textbf{\color{#35bf28}+6.09\%}$
test_creation_nested_2	0.1038ms	24.8753μs	40.2005 KOps/s	38.1403 KOps/s	$\textbf{\color{#35bf28}+5.40\%}$
test_clone	61.1940μs	16.4864μs	60.6559 KOps/s	59.3598 KOps/s	$\color{#35bf28}+2.18\%$
test_getitem[int]	1.2877ms	16.1142μs	62.0572 KOps/s	62.4060 KOps/s	$\color{#d91a1a}-0.56\%$
test_getitem[slice_int]	0.1315ms	29.2896μs	34.1418 KOps/s	34.0860 KOps/s	$\color{#35bf28}+0.16\%$
test_getitem[range]	0.4260ms	56.7385μs	17.6247 KOps/s	17.2958 KOps/s	$\color{#35bf28}+1.90\%$
test_getitem[tuple]	0.1615ms	24.3308μs	41.1001 KOps/s	40.8824 KOps/s	$\color{#35bf28}+0.53\%$
test_getitem[list]	0.1962ms	50.7886μs	19.6895 KOps/s	18.8750 KOps/s	$\color{#35bf28}+4.32\%$
test_setitem_dim[int]	76.5720μs	40.4747μs	24.7068 KOps/s	23.4155 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_setitem_dim[slice_int]	0.1354ms	69.5277μs	14.3828 KOps/s	13.7628 KOps/s	$\color{#35bf28}+4.50\%$
test_setitem_dim[range]	0.1601ms	92.7722μs	10.7791 KOps/s	10.4523 KOps/s	$\color{#35bf28}+3.13\%$
test_setitem_dim[tuple]	0.1037ms	57.4528μs	17.4056 KOps/s	16.9919 KOps/s	$\color{#35bf28}+2.43\%$
test_setitem	0.1374ms	28.6791μs	34.8685 KOps/s	32.6768 KOps/s	$\textbf{\color{#35bf28}+6.71\%}$
test_set	0.1421ms	27.7901μs	35.9840 KOps/s	33.4772 KOps/s	$\textbf{\color{#35bf28}+7.49\%}$
test_set_shared	1.1912ms	0.2077ms	4.8147 KOps/s	4.7010 KOps/s	$\color{#35bf28}+2.42\%$
test_update	0.1925ms	33.9619μs	29.4447 KOps/s	27.0021 KOps/s	$\textbf{\color{#35bf28}+9.05\%}$
test_update_nested	0.1602ms	44.4179μs	22.5134 KOps/s	21.0671 KOps/s	$\textbf{\color{#35bf28}+6.87\%}$
test_update__nested	0.1554ms	32.9518μs	30.3473 KOps/s	28.4562 KOps/s	$\textbf{\color{#35bf28}+6.65\%}$
test_set_nested	0.1421ms	30.6158μs	32.6629 KOps/s	30.7262 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_set_nested_new	0.1604ms	34.5577μs	28.9371 KOps/s	27.0344 KOps/s	$\textbf{\color{#35bf28}+7.04\%}$
test_select	0.1466ms	52.1139μs	19.1888 KOps/s	18.5801 KOps/s	$\color{#35bf28}+3.28\%$
test_select_nested	0.1177ms	58.9244μs	16.9709 KOps/s	17.2266 KOps/s	$\color{#d91a1a}-1.48\%$
test_exclude_nested	0.1495ms	74.3566μs	13.4487 KOps/s	13.7485 KOps/s	$\color{#d91a1a}-2.18\%$
test_empty[True]	0.4567ms	0.3081ms	3.2460 KOps/s	3.2850 KOps/s	$\color{#d91a1a}-1.19\%$
test_empty[False]	6.9588μs	1.1196μs	893.1597 KOps/s	875.9643 KOps/s	$\color{#35bf28}+1.96\%$
test_unbind_speed	0.6441ms	0.2909ms	3.4377 KOps/s	3.3929 KOps/s	$\color{#35bf28}+1.32\%$
test_unbind_speed_stack0	0.6391ms	0.2818ms	3.5488 KOps/s	3.4894 KOps/s	$\color{#35bf28}+1.70\%$
test_unbind_speed_stack1	97.2726ms	0.7749ms	1.2904 KOps/s	1.4113 KOps/s	$\textbf{\color{#d91a1a}-8.56\%}$
test_split	92.5389ms	2.1081ms	474.3705 Ops/s	471.7048 Ops/s	$\color{#35bf28}+0.57\%$
test_chunk	3.1805ms	1.9457ms	513.9660 Ops/s	465.9159 Ops/s	$\textbf{\color{#35bf28}+10.31\%}$
test_creation[device0]	0.2268ms	0.1150ms	8.6945 KOps/s	8.3123 KOps/s	$\color{#35bf28}+4.60\%$
test_creation_from_tensor	0.2604ms	0.1151ms	8.6897 KOps/s	8.4566 KOps/s	$\color{#35bf28}+2.76\%$
test_add_one[memmap_tensor0]	0.1993ms	7.0172μs	142.5073 KOps/s	134.9961 KOps/s	$\textbf{\color{#35bf28}+5.56\%}$
test_contiguous[memmap_tensor0]	27.5720μs	1.9657μs	508.7366 KOps/s	520.5052 KOps/s	$\color{#d91a1a}-2.26\%$
test_stack[memmap_tensor0]	49.3410μs	5.3989μs	185.2223 KOps/s	176.1673 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_memmaptd_index	1.0741ms	0.3901ms	2.5635 KOps/s	2.5683 KOps/s	$\color{#d91a1a}-0.19\%$
test_memmaptd_index_astensor	0.9354ms	0.4709ms	2.1237 KOps/s	2.1354 KOps/s	$\color{#d91a1a}-0.55\%$
test_memmaptd_index_op	1.8138ms	1.0037ms	996.2743 Ops/s	973.1946 Ops/s	$\color{#35bf28}+2.37\%$
test_serialize_model	0.1226s	0.1138s	8.7871 Ops/s	8.6556 Ops/s	$\color{#35bf28}+1.52\%$
test_serialize_model_pickle	0.4732s	0.3985s	2.5097 Ops/s	2.5117 Ops/s	$\color{#d91a1a}-0.08\%$
test_serialize_weights	0.1237s	0.1139s	8.7810 Ops/s	8.5989 Ops/s	$\color{#35bf28}+2.12\%$
test_serialize_weights_returnearly	0.1869s	0.1621s	6.1679 Ops/s	6.4022 Ops/s	$\color{#d91a1a}-3.66\%$
test_serialize_weights_pickle	1.0885s	0.7444s	1.3435 Ops/s	2.5084 Ops/s	$\textbf{\color{#d91a1a}-46.44\%}$
test_serialize_weights_filesystem	0.1473s	0.1405s	7.1158 Ops/s	6.9298 Ops/s	$\color{#35bf28}+2.68\%$
test_serialize_model_filesystem	0.1451s	0.1398s	7.1526 Ops/s	6.0092 Ops/s	$\textbf{\color{#35bf28}+19.03\%}$
test_reshape_pytree	85.6190μs	37.8718μs	26.4049 KOps/s	25.7362 KOps/s	$\color{#35bf28}+2.60\%$
test_reshape_td	98.3630μs	43.9911μs	22.7319 KOps/s	22.3848 KOps/s	$\color{#35bf28}+1.55\%$
test_view_pytree	0.1245ms	38.4217μs	26.0269 KOps/s	26.2002 KOps/s	$\color{#d91a1a}-0.66\%$
test_view_td	0.1074ms	49.6384μs	20.1457 KOps/s	19.9064 KOps/s	$\color{#35bf28}+1.20\%$
test_unbind_pytree	0.1151ms	34.9423μs	28.6186 KOps/s	28.1647 KOps/s	$\color{#35bf28}+1.61\%$
test_unbind_td	0.2923ms	42.9722μs	23.2709 KOps/s	22.6437 KOps/s	$\color{#35bf28}+2.77\%$
test_split_pytree	83.8760μs	37.6799μs	26.5393 KOps/s	26.5722 KOps/s	$\color{#d91a1a}-0.12\%$
test_split_td	0.4432ms	55.1250μs	18.1406 KOps/s	17.4549 KOps/s	$\color{#35bf28}+3.93\%$
test_add_pytree	90.7590μs	44.5197μs	22.4620 KOps/s	22.5277 KOps/s	$\color{#d91a1a}-0.29\%$
test_add_td	0.2284ms	85.8752μs	11.6448 KOps/s	11.8737 KOps/s	$\color{#d91a1a}-1.93\%$
test_compile_add_one_nested[tensordict-compile]	0.1257ms	56.6921μs	17.6391 KOps/s	17.7544 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_add_one_nested[tensordict-eager]	0.3399ms	0.1854ms	5.3927 KOps/s	5.4037 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_add_one_nested[pytree-compile]	0.1317ms	56.6826μs	17.6421 KOps/s	17.8929 KOps/s	$\color{#d91a1a}-1.40\%$
test_compile_add_one_nested[pytree-eager]	0.2861ms	0.1397ms	7.1600 KOps/s	7.0830 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_copy_nested[tensordict-compile]	61.2340μs	21.2160μs	47.1342 KOps/s	47.5739 KOps/s	$\color{#d91a1a}-0.92\%$
test_compile_copy_nested[tensordict-eager]	0.1806ms	68.2448μs	14.6531 KOps/s	15.3446 KOps/s	$\color{#d91a1a}-4.51\%$
test_compile_copy_nested[pytree-compile]	0.1570ms	75.0825μs	13.3187 KOps/s	13.5801 KOps/s	$\color{#d91a1a}-1.93\%$
test_compile_copy_nested[pytree-eager]	0.1348ms	67.8194μs	14.7450 KOps/s	14.6057 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_add_one_flat[tensordict-compile]	0.3079ms	0.1722ms	5.8073 KOps/s	5.7774 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_add_one_flat[tensordict-eager]	0.3177ms	0.1897ms	5.2709 KOps/s	5.3177 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_add_one_flat[tensorclass-compile]	0.1106ms	42.8869μs	23.3171 KOps/s	24.4666 KOps/s	$\color{#d91a1a}-4.70\%$
test_compile_add_one_flat[tensorclass-eager]	0.2375ms	68.2506μs	14.6519 KOps/s	13.9383 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_compile_add_one_flat[pytree-compile]	0.2826ms	0.1741ms	5.7435 KOps/s	5.7904 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_one_flat[pytree-eager]	0.6329ms	0.2836ms	3.5264 KOps/s	3.4234 KOps/s	$\color{#35bf28}+3.01\%$
test_compile_add_self_flat[tensordict-eager]	0.3418ms	0.2008ms	4.9810 KOps/s	4.9916 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_self_flat[tensordict-compile]	0.3558ms	0.1742ms	5.7421 KOps/s	5.7044 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_add_self_flat[tensorclass-eager]	0.1254ms	60.8140μs	16.4436 KOps/s	15.9498 KOps/s	$\color{#35bf28}+3.10\%$
test_compile_add_self_flat[tensorclass-compile]	97.7820μs	41.8546μs	23.8922 KOps/s	23.4791 KOps/s	$\color{#35bf28}+1.76\%$
test_compile_add_self_flat[pytree-eager]	0.3978ms	0.2292ms	4.3628 KOps/s	4.2541 KOps/s	$\color{#35bf28}+2.56\%$
test_compile_add_self_flat[pytree-compile]	0.3770ms	0.1742ms	5.7414 KOps/s	5.7433 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_copy_flat[tensordict-compile]	0.2814ms	0.1026ms	9.7436 KOps/s	9.8949 KOps/s	$\color{#d91a1a}-1.53\%$
test_compile_copy_flat[tensordict-eager]	0.1238ms	59.3882μs	16.8384 KOps/s	17.3972 KOps/s	$\color{#d91a1a}-3.21\%$
test_compile_copy_flat[pytree-compile]	0.1366ms	76.1852μs	13.1259 KOps/s	13.3092 KOps/s	$\color{#d91a1a}-1.38\%$
test_compile_copy_flat[pytree-eager]	0.1427ms	68.5840μs	14.5807 KOps/s	14.8653 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_assign_and_add[tensordict-compile]	0.2713ms	0.1920ms	5.2082 KOps/s	5.1272 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_assign_and_add[tensordict-eager]	2.8136ms	1.6764ms	596.5160 Ops/s	598.0294 Ops/s	$\color{#d91a1a}-0.25\%$
test_compile_assign_and_add[pytree-compile]	0.3703ms	0.1928ms	5.1862 KOps/s	5.1488 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_assign_and_add[pytree-eager]	1.3206ms	1.0787ms	927.0548 Ops/s	876.4051 Ops/s	$\textbf{\color{#35bf28}+5.78\%}$
test_compile_assign_and_add_stack[compile]	0.5122ms	0.4197ms	2.3827 KOps/s	2.3621 KOps/s	$\color{#35bf28}+0.87\%$
test_compile_assign_and_add_stack[eager]	3.9364ms	3.6559ms	273.5286 Ops/s	257.0175 Ops/s	$\textbf{\color{#35bf28}+6.42\%}$
test_compile_indexing[tensor-tensordict-compile]	96.3300μs	34.6449μs	28.8643 KOps/s	29.0388 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_indexing[tensor-tensordict-eager]	0.7203ms	46.0178μs	21.7307 KOps/s	21.2441 KOps/s	$\color{#35bf28}+2.29\%$
test_compile_indexing[tensor-tensorclass-compile]	74.3280μs	28.7141μs	34.8261 KOps/s	34.7307 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_indexing[tensor-tensorclass-eager]	82.5640μs	27.3659μs	36.5418 KOps/s	35.7886 KOps/s	$\color{#35bf28}+2.10\%$
test_compile_indexing[tensor-pytree-compile]	80.6410μs	28.7168μs	34.8229 KOps/s	34.3185 KOps/s	$\color{#35bf28}+1.47\%$
test_compile_indexing[tensor-pytree-eager]	73.3260μs	27.2981μs	36.6326 KOps/s	35.4352 KOps/s	$\color{#35bf28}+3.38\%$
test_compile_indexing[slice-tensordict-compile]	0.1367ms	72.7728μs	13.7414 KOps/s	13.5515 KOps/s	$\color{#35bf28}+1.40\%$
test_compile_indexing[slice-tensordict-eager]	0.5326ms	26.3956μs	37.8851 KOps/s	35.7127 KOps/s	$\textbf{\color{#35bf28}+6.08\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1498ms	66.5166μs	15.0338 KOps/s	14.8123 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[slice-tensorclass-eager]	73.8680μs	22.8772μs	43.7117 KOps/s	43.7096 KOps/s	$+0.00\%$
test_compile_indexing[slice-pytree-compile]	0.1472ms	66.4547μs	15.0479 KOps/s	14.7827 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_indexing[slice-pytree-eager]	66.3140μs	22.8312μs	43.7998 KOps/s	43.6431 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_indexing[int-tensordict-compile]	0.1759ms	72.3624μs	13.8193 KOps/s	13.8136 KOps/s	$\color{#35bf28}+0.04\%$
test_compile_indexing[int-tensordict-eager]	0.9729ms	26.3668μs	37.9266 KOps/s	36.5549 KOps/s	$\color{#35bf28}+3.75\%$
test_compile_indexing[int-tensorclass-compile]	0.1290ms	65.8332μs	15.1899 KOps/s	14.7307 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_indexing[int-tensorclass-eager]	65.2420μs	22.7201μs	44.0138 KOps/s	44.3869 KOps/s	$\color{#d91a1a}-0.84\%$
test_compile_indexing[int-pytree-compile]	0.1449ms	65.8311μs	15.1904 KOps/s	14.6673 KOps/s	$\color{#35bf28}+3.57\%$
test_compile_indexing[int-pytree-eager]	58.9200μs	22.5642μs	44.3181 KOps/s	44.2082 KOps/s	$\color{#35bf28}+0.25\%$
test_mod_add[eager]	91.2690μs	23.9681μs	41.7222 KOps/s	40.5845 KOps/s	$\color{#35bf28}+2.80\%$
test_mod_add[compile]	95.5680μs	38.4926μs	25.9790 KOps/s	25.3099 KOps/s	$\color{#35bf28}+2.64\%$
test_mod_add[compile-overhead]	86.5810μs	39.4629μs	25.3403 KOps/s	25.8750 KOps/s	$\color{#d91a1a}-2.07\%$
test_mod_wrap[eager]	0.4200ms	0.2065ms	4.8438 KOps/s	4.8433 KOps/s	$+0.01\%$
test_mod_wrap[compile]	0.4630ms	0.2283ms	4.3805 KOps/s	4.2791 KOps/s	$\color{#35bf28}+2.37\%$
test_mod_wrap[compile-overhead]	0.4310ms	0.2272ms	4.4007 KOps/s	4.3363 KOps/s	$\color{#35bf28}+1.48\%$
test_mod_wrap_and_backward[eager]	13.5234ms	11.3194ms	88.3440 Ops/s	86.6768 Ops/s	$\color{#35bf28}+1.92\%$
test_mod_wrap_and_backward[compile]	18.3699ms	11.3735ms	87.9240 Ops/s	81.9887 Ops/s	$\textbf{\color{#35bf28}+7.24\%}$
test_mod_wrap_and_backward[compile-overhead]	12.9051ms	11.6189ms	86.0669 Ops/s	78.7318 Ops/s	$\textbf{\color{#35bf28}+9.32\%}$
test_seq_add[eager]	0.1994ms	87.6922μs	11.4035 KOps/s	11.2252 KOps/s	$\color{#35bf28}+1.59\%$
test_seq_add[compile]	0.1340ms	62.3279μs	16.0442 KOps/s	15.5756 KOps/s	$\color{#35bf28}+3.01\%$
test_seq_add[compile-overhead]	0.1223ms	60.6914μs	16.4768 KOps/s	16.0220 KOps/s	$\color{#35bf28}+2.84\%$
test_seq_wrap[eager]	0.7394ms	0.3811ms	2.6237 KOps/s	2.6420 KOps/s	$\color{#d91a1a}-0.69\%$
test_seq_wrap[compile]	0.4045ms	0.2605ms	3.8385 KOps/s	3.7226 KOps/s	$\color{#35bf28}+3.11\%$
test_seq_wrap[compile-overhead]	0.3859ms	0.2620ms	3.8166 KOps/s	3.7343 KOps/s	$\color{#35bf28}+2.20\%$
test_func_call_runtime[False-eager]	0.7144ms	0.5166ms	1.9357 KOps/s	1.9488 KOps/s	$\color{#d91a1a}-0.67\%$
test_func_call_runtime[False-compile]	0.6222ms	0.4892ms	2.0443 KOps/s	2.0319 KOps/s	$\color{#35bf28}+0.61\%$
test_func_call_runtime[False-compile-overhead]	0.9819ms	0.4885ms	2.0472 KOps/s	2.0123 KOps/s	$\color{#35bf28}+1.73\%$
test_func_call_runtime[True-eager]	0.8687ms	0.7268ms	1.3760 KOps/s	1.3612 KOps/s	$\color{#35bf28}+1.08\%$
test_func_call_runtime[True-compile]	0.6517ms	0.5081ms	1.9681 KOps/s	1.9740 KOps/s	$\color{#d91a1a}-0.30\%$
test_func_call_runtime[True-compile-overhead]	0.6257ms	0.5042ms	1.9834 KOps/s	1.9655 KOps/s	$\color{#35bf28}+0.91\%$
test_func_call_cm_runtime[False-eager]	0.9788ms	0.5149ms	1.9422 KOps/s	1.9501 KOps/s	$\color{#d91a1a}-0.40\%$
test_func_call_cm_runtime[False-compile]	0.7754ms	0.4923ms	2.0311 KOps/s	2.0250 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8255ms	0.4899ms	2.0413 KOps/s	2.0309 KOps/s	$\color{#35bf28}+0.51\%$
test_func_call_cm_runtime[True-eager]	1.4115ms	0.8510ms	1.1750 KOps/s	1.1585 KOps/s	$\color{#35bf28}+1.43\%$
test_func_call_cm_runtime[True-compile]	1.2110ms	0.7348ms	1.3610 KOps/s	1.3656 KOps/s	$\color{#d91a1a}-0.34\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8881ms	0.7351ms	1.3603 KOps/s	1.3603 KOps/s	$-0.00\%$
test_vmap_func_call_cm_runtime[eager]	2.5132ms	1.8153ms	550.8692 Ops/s	537.8812 Ops/s	$\color{#35bf28}+2.41\%$
test_vmap_func_call_cm_runtime[compile]	2.4455ms	1.8630ms	536.7787 Ops/s	523.2766 Ops/s	$\color{#35bf28}+2.58\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.5852ms	1.8658ms	535.9588 Ops/s	524.2920 Ops/s	$\color{#35bf28}+2.23\%$
test_distributed	0.2680ms	0.1256ms	7.9622 KOps/s	7.8551 KOps/s	$\color{#35bf28}+1.36\%$
test_tdmodule	42.3490μs	16.3598μs	61.1256 KOps/s	56.1962 KOps/s	$\textbf{\color{#35bf28}+8.77\%}$
test_tdmodule_dispatch	58.9890μs	34.1283μs	29.3012 KOps/s	27.2697 KOps/s	$\textbf{\color{#35bf28}+7.45\%}$
test_tdseq	37.2300μs	19.2893μs	51.8422 KOps/s	47.1549 KOps/s	$\textbf{\color{#35bf28}+9.94\%}$
test_tdseq_dispatch	62.8570μs	38.4266μs	26.0236 KOps/s	23.6605 KOps/s	$\textbf{\color{#35bf28}+9.99\%}$
test_instantiation_functorch	1.7228ms	1.5620ms	640.1936 Ops/s	640.3391 Ops/s	$\color{#d91a1a}-0.02\%$
test_instantiation_td	1.8786ms	1.1485ms	870.7309 Ops/s	858.4039 Ops/s	$\color{#35bf28}+1.44\%$
test_exec_functorch	0.2526ms	0.1811ms	5.5217 KOps/s	5.3173 KOps/s	$\color{#35bf28}+3.84\%$
test_exec_functional_call	0.3298ms	0.1711ms	5.8441 KOps/s	5.7952 KOps/s	$\color{#35bf28}+0.84\%$
test_exec_td	0.3121ms	0.1607ms	6.2224 KOps/s	5.8066 KOps/s	$\textbf{\color{#35bf28}+7.16\%}$
test_exec_td_decorator	1.3913ms	0.2162ms	4.6254 KOps/s	4.5143 KOps/s	$\color{#35bf28}+2.46\%$
test_vmap_mlp_speed[True-True]	0.9966ms	0.6269ms	1.5951 KOps/s	1.5620 KOps/s	$\color{#35bf28}+2.12\%$
test_vmap_mlp_speed[True-False]	0.9967ms	0.6259ms	1.5976 KOps/s	1.5750 KOps/s	$\color{#35bf28}+1.44\%$
test_vmap_mlp_speed[False-True]	0.7470ms	0.4859ms	2.0579 KOps/s	2.0095 KOps/s	$\color{#35bf28}+2.41\%$
test_vmap_mlp_speed[False-False]	0.7620ms	0.4861ms	2.0573 KOps/s	2.0261 KOps/s	$\color{#35bf28}+1.54\%$
test_vmap_mlp_speed_decorator[True-True]	1.4522ms	0.6029ms	1.6588 KOps/s	1.6077 KOps/s	$\color{#35bf28}+3.18\%$
test_vmap_mlp_speed_decorator[True-False]	0.9287ms	0.6045ms	1.6542 KOps/s	1.6216 KOps/s	$\color{#35bf28}+2.01\%$
test_vmap_mlp_speed_decorator[False-True]	0.7259ms	0.4958ms	2.0168 KOps/s	1.9702 KOps/s	$\color{#35bf28}+2.36\%$
test_vmap_mlp_speed_decorator[False-False]	0.7738ms	0.4962ms	2.0152 KOps/s	1.9085 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_to_module_speed[True]	2.0709ms	1.2813ms	780.4787 Ops/s	781.8946 Ops/s	$\color{#d91a1a}-0.18\%$
test_to_module_speed[False]	1.7846ms	1.2413ms	805.6262 Ops/s	809.5953 Ops/s	$\color{#d91a1a}-0.49\%$
test_tc_init	90.1970μs	40.9940μs	24.3938 KOps/s	23.2404 KOps/s	$\color{#35bf28}+4.96\%$
test_tc_init_nested	0.1615ms	82.3116μs	12.1490 KOps/s	11.8072 KOps/s	$\color{#35bf28}+2.89\%$
test_tc_first_layer_tensor	17.0720μs	1.5520μs	644.3383 KOps/s	664.0841 KOps/s	$\color{#d91a1a}-2.97\%$
test_tc_first_layer_nontensor	28.0220μs	4.7784μs	209.2759 KOps/s	216.5307 KOps/s	$\color{#d91a1a}-3.35\%$
test_tc_second_layer_tensor	30.4170μs	2.8899μs	346.0375 KOps/s	360.7911 KOps/s	$\color{#d91a1a}-4.09\%$
test_tc_second_layer_nontensor	35.1350μs	6.1068μs	163.7520 KOps/s	167.2705 KOps/s	$\color{#d91a1a}-2.10\%$
test_unbind	7.7071ms	7.2453ms	138.0203 Ops/s	77.1217 Ops/s	$\textbf{\color{#35bf28}+78.96\%}$
test_full_like	19.8340ms	11.7669ms	84.9840 Ops/s	143.6220 Ops/s	$\textbf{\color{#d91a1a}-40.83\%}$
test_zeros_like	15.4499ms	7.2307ms	138.2995 Ops/s	376.9328 Ops/s	$\textbf{\color{#d91a1a}-63.31\%}$
test_ones_like	16.0450ms	7.5102ms	133.1529 Ops/s	307.7219 Ops/s	$\textbf{\color{#d91a1a}-56.73\%}$
test_clone	15.9288ms	8.8910ms	112.4731 Ops/s	198.1230 Ops/s	$\textbf{\color{#d91a1a}-43.23\%}$
test_squeeze	59.5410μs	11.8390μs	84.4668 KOps/s	81.6620 KOps/s	$\color{#35bf28}+3.43\%$
test_unsqueeze	0.1957ms	90.0215μs	11.1085 KOps/s	11.0503 KOps/s	$\color{#35bf28}+0.53\%$
test_split	0.4724ms	0.1871ms	5.3457 KOps/s	5.1737 KOps/s	$\color{#35bf28}+3.32\%$
test_permute	0.3813ms	0.2199ms	4.5480 KOps/s	4.5628 KOps/s	$\color{#d91a1a}-0.33\%$
test_stack	32.3506ms	24.1939ms	41.3327 Ops/s	40.5624 Ops/s	$\color{#35bf28}+1.90\%$
test_cat	29.5299ms	23.5464ms	42.4693 Ops/s	40.1336 Ops/s	$\textbf{\color{#35bf28}+5.82\%}$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}37$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.6072ms	13.2161μs	75.6654 KOps/s	68.4079 KOps/s	$\textbf{\color{#35bf28}+10.61\%}$
test_plain_set_stack_nested	36.3110μs	13.1081μs	76.2884 KOps/s	68.6673 KOps/s	$\textbf{\color{#35bf28}+11.10\%}$
test_plain_set_nested_inplace	48.9810μs	14.0501μs	71.1737 KOps/s	64.4046 KOps/s	$\textbf{\color{#35bf28}+10.51\%}$
test_plain_set_stack_nested_inplace	57.0110μs	13.9800μs	71.5309 KOps/s	63.4362 KOps/s	$\textbf{\color{#35bf28}+12.76\%}$
test_items	30.8000μs	2.8456μs	351.4138 KOps/s	351.1814 KOps/s	$\color{#35bf28}+0.07\%$
test_items_nested	0.3436ms	0.3122ms	3.2034 KOps/s	3.1545 KOps/s	$\color{#35bf28}+1.55\%$
test_items_nested_locked	0.4091ms	0.3170ms	3.1546 KOps/s	3.1593 KOps/s	$\color{#d91a1a}-0.15\%$
test_items_nested_leaf	98.5730μs	63.2314μs	15.8149 KOps/s	15.9364 KOps/s	$\color{#d91a1a}-0.76\%$
test_items_stack_nested	0.3677ms	0.3157ms	3.1680 KOps/s	3.1806 KOps/s	$\color{#d91a1a}-0.40\%$
test_items_stack_nested_leaf	88.3820μs	63.0284μs	15.8659 KOps/s	15.6403 KOps/s	$\color{#35bf28}+1.44\%$
test_items_stack_nested_locked	0.3653ms	0.3164ms	3.1610 KOps/s	3.1541 KOps/s	$\color{#35bf28}+0.22\%$
test_keys	37.6310μs	3.3670μs	297.0023 KOps/s	296.0093 KOps/s	$\color{#35bf28}+0.34\%$
test_keys_nested	89.3120μs	55.0754μs	18.1569 KOps/s	18.0804 KOps/s	$\color{#35bf28}+0.42\%$
test_keys_nested_locked	0.8166ms	59.3678μs	16.8441 KOps/s	16.7150 KOps/s	$\color{#35bf28}+0.77\%$
test_keys_nested_leaf	86.7020μs	46.2114μs	21.6397 KOps/s	22.4212 KOps/s	$\color{#d91a1a}-3.49\%$
test_keys_stack_nested	90.5420μs	54.3489μs	18.3996 KOps/s	18.2306 KOps/s	$\color{#35bf28}+0.93\%$
test_keys_stack_nested_leaf	82.5120μs	46.8954μs	21.3240 KOps/s	20.9813 KOps/s	$\color{#35bf28}+1.63\%$
test_keys_stack_nested_locked	89.3520μs	58.5948μs	17.0664 KOps/s	16.8183 KOps/s	$\color{#35bf28}+1.48\%$
test_values	4.3400μs	0.8011μs	1.2483 MOps/s	1.2485 MOps/s	$-0.01\%$
test_values_nested	0.1501ms	27.2043μs	36.7589 KOps/s	36.8266 KOps/s	$\color{#d91a1a}-0.18\%$
test_values_nested_locked	0.1041ms	29.4658μs	33.9376 KOps/s	34.5887 KOps/s	$\color{#d91a1a}-1.88\%$
test_values_nested_leaf	50.4510μs	24.1675μs	41.3779 KOps/s	41.6778 KOps/s	$\color{#d91a1a}-0.72\%$
test_values_stack_nested	61.5410μs	28.1002μs	35.5869 KOps/s	35.4205 KOps/s	$\color{#35bf28}+0.47\%$
test_values_stack_nested_leaf	0.2166ms	24.5866μs	40.6725 KOps/s	40.0861 KOps/s	$\color{#35bf28}+1.46\%$
test_values_stack_nested_locked	0.2255ms	29.9074μs	33.4365 KOps/s	33.2617 KOps/s	$\color{#35bf28}+0.53\%$
test_membership	2.2371μs	0.4762μs	2.1001 MOps/s	2.1348 MOps/s	$\color{#d91a1a}-1.63\%$
test_membership_nested	13.9805μs	1.7555μs	569.6494 KOps/s	577.7176 KOps/s	$\color{#d91a1a}-1.40\%$
test_membership_nested_leaf	29.3573μs	1.6998μs	588.2995 KOps/s	576.9035 KOps/s	$\color{#35bf28}+1.98\%$
test_membership_stacked_nested	37.2610μs	1.7761μs	563.0375 KOps/s	564.6706 KOps/s	$\color{#d91a1a}-0.29\%$
test_membership_stacked_nested_leaf	22.2100μs	1.7725μs	564.1730 KOps/s	561.9916 KOps/s	$\color{#35bf28}+0.39\%$
test_membership_nested_last	27.8600μs	2.6132μs	382.6661 KOps/s	383.3116 KOps/s	$\color{#d91a1a}-0.17\%$
test_membership_nested_leaf_last	28.5210μs	2.5969μs	385.0685 KOps/s	380.5323 KOps/s	$\color{#35bf28}+1.19\%$
test_membership_stacked_nested_last	29.6310μs	7.5128μs	133.1057 KOps/s	387.0979 KOps/s	$\textbf{\color{#d91a1a}-65.61\%}$
test_membership_stacked_nested_leaf_last	35.0410μs	7.5660μs	132.1707 KOps/s	378.4749 KOps/s	$\textbf{\color{#d91a1a}-65.08\%}$
test_nested_getleaf	36.9910μs	6.2072μs	161.1029 KOps/s	163.7071 KOps/s	$\color{#d91a1a}-1.59\%$
test_nested_get	35.3110μs	5.7967μs	172.5120 KOps/s	173.5751 KOps/s	$\color{#d91a1a}-0.61\%$
test_stacked_getleaf	35.3110μs	6.0878μs	164.2627 KOps/s	166.0093 KOps/s	$\color{#d91a1a}-1.05\%$
test_stacked_get	34.1910μs	5.7376μs	174.2886 KOps/s	176.2237 KOps/s	$\color{#d91a1a}-1.10\%$
test_nested_getitemleaf	26.2100μs	6.2523μs	159.9403 KOps/s	164.0315 KOps/s	$\color{#d91a1a}-2.49\%$
test_nested_getitem	0.1934ms	5.8194μs	171.8397 KOps/s	173.2113 KOps/s	$\color{#d91a1a}-0.79\%$
test_stacked_getitemleaf	41.0210μs	6.1596μs	162.3490 KOps/s	165.5694 KOps/s	$\color{#d91a1a}-1.95\%$
test_stacked_getitem	28.6600μs	5.6899μs	175.7509 KOps/s	177.4107 KOps/s	$\color{#d91a1a}-0.94\%$
test_lock_nested	1.2135ms	0.4095ms	2.4420 KOps/s	2.4337 KOps/s	$\color{#35bf28}+0.34\%$
test_lock_stack_nested	0.4986ms	0.3659ms	2.7332 KOps/s	2.6624 KOps/s	$\color{#35bf28}+2.66\%$
test_unlock_nested	0.7512ms	0.3520ms	2.8409 KOps/s	2.8420 KOps/s	$\color{#d91a1a}-0.04\%$
test_unlock_stack_nested	0.4737ms	0.3056ms	3.2718 KOps/s	3.1605 KOps/s	$\color{#35bf28}+3.52\%$
test_flatten_speed	0.1646ms	79.2347μs	12.6207 KOps/s	12.7295 KOps/s	$\color{#d91a1a}-0.85\%$
test_unflatten_speed	0.3100ms	0.2812ms	3.5563 KOps/s	3.6054 KOps/s	$\color{#d91a1a}-1.36\%$
test_common_ops	1.5070ms	1.1974ms	835.1521 Ops/s	809.4717 Ops/s	$\color{#35bf28}+3.17\%$
test_creation	21.5010μs	1.4785μs	676.3631 KOps/s	685.2129 KOps/s	$\color{#d91a1a}-1.29\%$
test_creation_empty	0.7672ms	13.4055μs	74.5963 KOps/s	59.2329 KOps/s	$\textbf{\color{#35bf28}+25.94\%}$
test_creation_nested_1	0.1032ms	15.2753μs	65.4653 KOps/s	53.6020 KOps/s	$\textbf{\color{#35bf28}+22.13\%}$
test_creation_nested_2	47.9810μs	17.8282μs	56.0909 KOps/s	47.5734 KOps/s	$\textbf{\color{#35bf28}+17.90\%}$
test_clone	0.1815ms	28.3602μs	35.2607 KOps/s	35.3438 KOps/s	$\color{#d91a1a}-0.23\%$
test_getitem[int]	1.0398ms	15.8084μs	63.2575 KOps/s	65.2209 KOps/s	$\color{#d91a1a}-3.01\%$
test_getitem[slice_int]	0.1434ms	26.3197μs	37.9944 KOps/s	37.7490 KOps/s	$\color{#35bf28}+0.65\%$
test_getitem[range]	0.2949ms	0.1092ms	9.1615 KOps/s	9.6199 KOps/s	$\color{#d91a1a}-4.76\%$
test_getitem[tuple]	0.1040s	29.6286μs	33.7512 KOps/s	44.7243 KOps/s	$\textbf{\color{#d91a1a}-24.54\%}$
test_getitem[list]	0.2585ms	95.8082μs	10.4375 KOps/s	10.4691 KOps/s	$\color{#d91a1a}-0.30\%$
test_setitem_dim[int]	0.1810ms	47.2325μs	21.1719 KOps/s	19.7480 KOps/s	$\textbf{\color{#35bf28}+7.21\%}$
test_setitem_dim[slice_int]	97.7720μs	70.7853μs	14.1272 KOps/s	13.5847 KOps/s	$\color{#35bf28}+3.99\%$
test_setitem_dim[range]	0.3146ms	0.1310ms	7.6313 KOps/s	7.5451 KOps/s	$\color{#35bf28}+1.14\%$
test_setitem_dim[tuple]	0.2037ms	64.2059μs	15.5749 KOps/s	14.8295 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_setitem	0.1866ms	38.8292μs	25.7538 KOps/s	24.4427 KOps/s	$\textbf{\color{#35bf28}+5.36\%}$
test_set	0.2377ms	37.2510μs	26.8449 KOps/s	25.2673 KOps/s	$\textbf{\color{#35bf28}+6.24\%}$
test_set_shared	0.3464ms	49.2556μs	20.3023 KOps/s	20.1157 KOps/s	$\color{#35bf28}+0.93\%$
test_update	0.2438ms	44.5160μs	22.4638 KOps/s	20.2961 KOps/s	$\textbf{\color{#35bf28}+10.68\%}$
test_update_nested	0.2004ms	50.9683μs	19.6200 KOps/s	17.7534 KOps/s	$\textbf{\color{#35bf28}+10.51\%}$
test_update__nested	0.2069ms	56.1181μs	17.8196 KOps/s	17.4142 KOps/s	$\color{#35bf28}+2.33\%$
test_set_nested	0.2056ms	39.1830μs	25.5213 KOps/s	23.5206 KOps/s	$\textbf{\color{#35bf28}+8.51\%}$
test_set_nested_new	0.1931ms	42.2977μs	23.6420 KOps/s	22.0390 KOps/s	$\textbf{\color{#35bf28}+7.27\%}$
test_select	0.2083ms	55.7178μs	17.9476 KOps/s	16.8731 KOps/s	$\textbf{\color{#35bf28}+6.37\%}$
test_select_nested	0.4767ms	43.1273μs	23.1872 KOps/s	24.0721 KOps/s	$\color{#d91a1a}-3.68\%$
test_exclude_nested	0.1003ms	59.3833μs	16.8397 KOps/s	16.8220 KOps/s	$\color{#35bf28}+0.11\%$
test_empty[True]	0.3661ms	0.2417ms	4.1377 KOps/s	4.1509 KOps/s	$\color{#d91a1a}-0.32\%$
test_empty[False]	3.1651μs	0.7112μs	1.4061 MOps/s	1.3938 MOps/s	$\color{#35bf28}+0.88\%$
test_to	0.1901ms	23.0867μs	43.3150 KOps/s	39.6802 KOps/s	$\textbf{\color{#35bf28}+9.16\%}$
test_to_nonblocking	0.2079ms	23.3955μs	42.7433 KOps/s	42.1385 KOps/s	$\color{#35bf28}+1.44\%$
test_unbind_speed	0.3485ms	0.2749ms	3.6374 KOps/s	3.6468 KOps/s	$\color{#d91a1a}-0.26\%$
test_unbind_speed_stack0	0.4506ms	0.2606ms	3.8377 KOps/s	3.6186 KOps/s	$\textbf{\color{#35bf28}+6.05\%}$
test_unbind_speed_stack1	0.7874ms	0.6208ms	1.6108 KOps/s	1.4332 KOps/s	$\textbf{\color{#35bf28}+12.39\%}$
test_split	0.1021s	2.1639ms	462.1203 Ops/s	471.5261 Ops/s	$\color{#d91a1a}-1.99\%$
test_chunk	0.1075s	2.1933ms	455.9396 Ops/s	470.3793 Ops/s	$\color{#d91a1a}-3.07\%$
test_creation[device0]	0.3992ms	0.1308ms	7.6452 KOps/s	7.9809 KOps/s	$\color{#d91a1a}-4.21\%$
test_creation_from_tensor	0.4770ms	0.1315ms	7.6069 KOps/s	7.8747 KOps/s	$\color{#d91a1a}-3.40\%$
test_add_one[memmap_tensor0]	0.1374ms	8.3269μs	120.0927 KOps/s	113.3581 KOps/s	$\textbf{\color{#35bf28}+5.94\%}$
test_contiguous[memmap_tensor0]	39.1810μs	2.1557μs	463.8936 KOps/s	468.4915 KOps/s	$\color{#d91a1a}-0.98\%$
test_stack[memmap_tensor0]	45.6710μs	6.3729μs	156.9150 KOps/s	154.0970 KOps/s	$\color{#35bf28}+1.83\%$
test_memmaptd_index	1.1364ms	0.4107ms	2.4347 KOps/s	2.4406 KOps/s	$\color{#d91a1a}-0.24\%$
test_memmaptd_index_astensor	0.9053ms	0.4670ms	2.1414 KOps/s	2.1515 KOps/s	$\color{#d91a1a}-0.47\%$
test_memmaptd_index_op	1.3444ms	0.9528ms	1.0495 KOps/s	981.2824 Ops/s	$\textbf{\color{#35bf28}+6.95\%}$
test_serialize_model	0.1308s	0.1300s	7.6894 Ops/s	7.6927 Ops/s	$\color{#d91a1a}-0.04\%$
test_serialize_model_pickle	1.3475s	1.2138s	0.8239 Ops/s	0.8240 Ops/s	$\color{#d91a1a}-0.02\%$
test_serialize_weights	0.2312s	0.1439s	6.9494 Ops/s	6.9192 Ops/s	$\color{#35bf28}+0.44\%$
test_serialize_weights_returnearly	0.2546s	57.6230ms	17.3542 Ops/s	17.9120 Ops/s	$\color{#d91a1a}-3.11\%$
test_serialize_weights_pickle	1.3471s	1.2126s	0.8247 Ops/s	0.8212 Ops/s	$\color{#35bf28}+0.43\%$
test_reshape_pytree	0.1562ms	34.3108μs	29.1453 KOps/s	29.1172 KOps/s	$\color{#35bf28}+0.10\%$
test_reshape_td	0.1319ms	42.0384μs	23.7878 KOps/s	24.8850 KOps/s	$\color{#d91a1a}-4.41\%$
test_view_pytree	0.1980ms	35.5815μs	28.1045 KOps/s	29.0900 KOps/s	$\color{#d91a1a}-3.39\%$
test_view_td	0.1724ms	48.1889μs	20.7517 KOps/s	21.9301 KOps/s	$\textbf{\color{#d91a1a}-5.37\%}$
test_unbind_pytree	0.1427ms	33.7756μs	29.6072 KOps/s	29.0634 KOps/s	$\color{#35bf28}+1.87\%$
test_unbind_td	0.4187ms	41.1576μs	24.2969 KOps/s	23.8007 KOps/s	$\color{#35bf28}+2.08\%$
test_split_pytree	0.1926ms	45.3704μs	22.0408 KOps/s	21.8031 KOps/s	$\color{#35bf28}+1.09\%$
test_split_td	0.5088ms	55.1047μs	18.1473 KOps/s	17.9058 KOps/s	$\color{#35bf28}+1.35\%$
test_add_pytree	0.2037ms	55.1414μs	18.1352 KOps/s	17.8760 KOps/s	$\color{#35bf28}+1.45\%$
test_add_td	0.2955ms	84.4261μs	11.8447 KOps/s	10.8269 KOps/s	$\textbf{\color{#35bf28}+9.40\%}$
test_compile_add_one_nested[tensordict-compile]	0.4396ms	0.2218ms	4.5079 KOps/s	4.6172 KOps/s	$\color{#d91a1a}-2.37\%$
test_compile_add_one_nested[tensordict-eager]	0.2995ms	0.1538ms	6.5032 KOps/s	6.3073 KOps/s	$\color{#35bf28}+3.11\%$
test_compile_add_one_nested[pytree-compile]	0.3045ms	0.1489ms	6.7170 KOps/s	6.9179 KOps/s	$\color{#d91a1a}-2.90\%$
test_compile_add_one_nested[pytree-eager]	0.3380ms	0.1757ms	5.6911 KOps/s	5.7252 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_copy_nested[tensordict-compile]	0.1562ms	20.9004μs	47.8461 KOps/s	47.9179 KOps/s	$\color{#d91a1a}-0.15\%$
test_compile_copy_nested[tensordict-eager]	0.1873ms	41.1138μs	24.3228 KOps/s	23.6706 KOps/s	$\color{#35bf28}+2.76\%$
test_compile_copy_nested[pytree-compile]	0.2531ms	62.8251μs	15.9172 KOps/s	15.5134 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_copy_nested[pytree-eager]	0.1385ms	48.8312μs	20.4787 KOps/s	20.1897 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_add_one_flat[tensordict-compile]	0.5546ms	0.3215ms	3.1100 KOps/s	3.1444 KOps/s	$\color{#d91a1a}-1.10\%$
test_compile_add_one_flat[tensordict-eager]	0.3999ms	0.2091ms	4.7835 KOps/s	4.7401 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_add_one_flat[tensorclass-compile]	0.3108ms	0.1330ms	7.5176 KOps/s	7.6961 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_add_one_flat[tensorclass-eager]	0.2618ms	65.6150μs	15.2404 KOps/s	16.2252 KOps/s	$\textbf{\color{#d91a1a}-6.07\%}$
test_compile_add_one_flat[pytree-compile]	0.4623ms	0.3150ms	3.1743 KOps/s	3.1711 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_add_one_flat[pytree-eager]	0.8190ms	0.5840ms	1.7124 KOps/s	1.6784 KOps/s	$\color{#35bf28}+2.02\%$
test_compile_add_self_flat[tensordict-eager]	0.3807ms	0.2433ms	4.1095 KOps/s	4.0594 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_add_self_flat[tensordict-compile]	0.4532ms	0.3187ms	3.1378 KOps/s	3.1490 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_add_self_flat[tensorclass-eager]	0.2554ms	73.3717μs	13.6292 KOps/s	14.2183 KOps/s	$\color{#d91a1a}-4.14\%$
test_compile_add_self_flat[tensorclass-compile]	0.2771ms	0.1299ms	7.6964 KOps/s	7.6179 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_self_flat[pytree-eager]	0.6903ms	0.4938ms	2.0251 KOps/s	1.9634 KOps/s	$\color{#35bf28}+3.15\%$
test_compile_add_self_flat[pytree-compile]	0.5162ms	0.3179ms	3.1458 KOps/s	3.1733 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_copy_flat[tensordict-compile]	0.1476ms	18.4734μs	54.1320 KOps/s	56.1176 KOps/s	$\color{#d91a1a}-3.54\%$
test_compile_copy_flat[tensordict-eager]	59.5910μs	26.6896μs	37.4678 KOps/s	35.9956 KOps/s	$\color{#35bf28}+4.09\%$
test_compile_copy_flat[pytree-compile]	0.1171ms	69.7274μs	14.3416 KOps/s	14.2188 KOps/s	$\color{#35bf28}+0.86\%$
test_compile_copy_flat[pytree-eager]	0.1037ms	50.2943μs	19.8830 KOps/s	19.4701 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_assign_and_add[tensordict-compile]	2.2605ms	0.8030ms	1.2453 KOps/s	1.1593 KOps/s	$\textbf{\color{#35bf28}+7.42\%}$
test_compile_assign_and_add[tensordict-eager]	3.4532ms	3.1265ms	319.8420 Ops/s	325.4605 Ops/s	$\color{#d91a1a}-1.73\%$
test_compile_assign_and_add[pytree-compile]	2.2717ms	0.7973ms	1.2543 KOps/s	1.1609 KOps/s	$\textbf{\color{#35bf28}+8.04\%}$
test_compile_assign_and_add[pytree-eager]	3.2541ms	2.9996ms	333.3763 Ops/s	328.9188 Ops/s	$\color{#35bf28}+1.36\%$
test_compile_indexing[tensor-tensordict-compile]	0.2555ms	0.1107ms	9.0314 KOps/s	8.9721 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_indexing[tensor-tensordict-eager]	0.2144ms	57.5054μs	17.3897 KOps/s	17.2276 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2982ms	0.1034ms	9.6688 KOps/s	9.4184 KOps/s	$\color{#35bf28}+2.66\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2192ms	40.4743μs	24.7070 KOps/s	24.4812 KOps/s	$\color{#35bf28}+0.92\%$
test_compile_indexing[tensor-pytree-compile]	0.2481ms	0.1036ms	9.6504 KOps/s	9.6425 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_indexing[tensor-pytree-eager]	0.2189ms	40.0921μs	24.9426 KOps/s	24.4352 KOps/s	$\color{#35bf28}+2.08\%$
test_compile_indexing[slice-tensordict-compile]	0.3201ms	0.1383ms	7.2286 KOps/s	7.2133 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[slice-tensordict-eager]	0.1698ms	24.2041μs	41.3153 KOps/s	42.9237 KOps/s	$\color{#d91a1a}-3.75\%$
test_compile_indexing[slice-tensorclass-compile]	0.3134ms	0.1307ms	7.6501 KOps/s	7.5846 KOps/s	$\color{#35bf28}+0.86\%$
test_compile_indexing[slice-tensorclass-eager]	87.9920μs	20.5059μs	48.7666 KOps/s	49.9577 KOps/s	$\color{#d91a1a}-2.38\%$
test_compile_indexing[slice-pytree-compile]	0.3106ms	0.1316ms	7.5981 KOps/s	7.5752 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_indexing[slice-pytree-eager]	86.1420μs	20.1007μs	49.7494 KOps/s	49.7524 KOps/s	$-0.01\%$
test_compile_indexing[int-tensordict-compile]	0.3186ms	0.1389ms	7.2009 KOps/s	7.2024 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_indexing[int-tensordict-eager]	0.5187ms	23.6475μs	42.2878 KOps/s	41.6674 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_indexing[int-tensorclass-compile]	0.2771ms	0.1307ms	7.6484 KOps/s	7.5927 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_indexing[int-tensorclass-eager]	58.8120μs	20.2493μs	49.3845 KOps/s	49.4665 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_indexing[int-pytree-compile]	0.3261ms	0.1316ms	7.5976 KOps/s	7.6052 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_indexing[int-pytree-eager]	0.1186ms	20.2153μs	49.4676 KOps/s	49.6696 KOps/s	$\color{#d91a1a}-0.41\%$
test_mod_add[eager]	0.1807ms	29.3173μs	34.1095 KOps/s	32.0413 KOps/s	$\textbf{\color{#35bf28}+6.45\%}$
test_mod_add[compile]	0.2180ms	68.8697μs	14.5202 KOps/s	14.4732 KOps/s	$\color{#35bf28}+0.32\%$
test_mod_add[compile-overhead]	0.2699ms	0.1383ms	7.2324 KOps/s	6.5198 KOps/s	$\textbf{\color{#35bf28}+10.93\%}$
test_mod_wrap[eager]	0.3833ms	0.2356ms	4.2447 KOps/s	4.1194 KOps/s	$\color{#35bf28}+3.04\%$
test_mod_wrap[compile]	1.0296ms	0.2823ms	3.5426 KOps/s	3.3238 KOps/s	$\textbf{\color{#35bf28}+6.58\%}$
test_mod_wrap[compile-overhead]	8.1063ms	4.2068ms	237.7118 Ops/s	244.6791 Ops/s	$\color{#d91a1a}-2.85\%$
test_mod_wrap_and_backward[eager]	1.5722ms	1.3120ms	762.1896 Ops/s	744.3428 Ops/s	$\color{#35bf28}+2.40\%$
test_mod_wrap_and_backward[compile]	2.1810ms	1.2770ms	783.1059 Ops/s	765.8159 Ops/s	$\color{#35bf28}+2.26\%$
test_mod_wrap_and_backward[compile-overhead]	1.2788ms	0.8802ms	1.1361 KOps/s	1.1098 KOps/s	$\color{#35bf28}+2.37\%$
test_seq_add[eager]	0.2416ms	91.3018μs	10.9527 KOps/s	9.9369 KOps/s	$\textbf{\color{#35bf28}+10.22\%}$
test_seq_add[compile]	0.4040ms	79.9971μs	12.5005 KOps/s	11.8280 KOps/s	$\textbf{\color{#35bf28}+5.69\%}$
test_seq_add[compile-overhead]	0.2749ms	0.1199ms	8.3388 KOps/s	8.6390 KOps/s	$\color{#d91a1a}-3.47\%$
test_seq_wrap[eager]	0.5170ms	0.3655ms	2.7359 KOps/s	2.6190 KOps/s	$\color{#35bf28}+4.46\%$
test_seq_wrap[compile]	1.0083ms	0.3012ms	3.3199 KOps/s	3.2452 KOps/s	$\color{#35bf28}+2.30\%$
test_seq_wrap[compile-overhead]	0.3647ms	0.2189ms	4.5677 KOps/s	4.5603 KOps/s	$\color{#35bf28}+0.16\%$
test_func_call_runtime[False-eager]	0.9451ms	0.7427ms	1.3465 KOps/s	1.3697 KOps/s	$\color{#d91a1a}-1.69\%$
test_func_call_runtime[False-compile]	1.3288ms	0.7580ms	1.3193 KOps/s	1.2463 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_func_call_runtime[False-compile-overhead]	0.4955ms	0.3558ms	2.8109 KOps/s	2.8181 KOps/s	$\color{#d91a1a}-0.26\%$
test_func_call_runtime[True-eager]	1.0565ms	0.8852ms	1.1297 KOps/s	1.1086 KOps/s	$\color{#35bf28}+1.90\%$
test_func_call_runtime[True-compile]	0.9734ms	0.7920ms	1.2627 KOps/s	1.2107 KOps/s	$\color{#35bf28}+4.29\%$
test_func_call_runtime[True-compile-overhead]	0.5244ms	0.3872ms	2.5826 KOps/s	2.5468 KOps/s	$\color{#35bf28}+1.41\%$
test_func_call_cm_runtime[False-eager]	0.9688ms	0.7657ms	1.3060 KOps/s	1.2850 KOps/s	$\color{#35bf28}+1.64\%$
test_func_call_cm_runtime[False-compile]	0.9881ms	0.7542ms	1.3259 KOps/s	1.2812 KOps/s	$\color{#35bf28}+3.49\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5081ms	0.3572ms	2.7998 KOps/s	2.8125 KOps/s	$\color{#d91a1a}-0.45\%$
test_func_call_cm_runtime[True-eager]	1.1248ms	0.9761ms	1.0245 KOps/s	1.0110 KOps/s	$\color{#35bf28}+1.33\%$
test_func_call_cm_runtime[True-compile]	1.0043ms	0.8072ms	1.2389 KOps/s	1.2043 KOps/s	$\color{#35bf28}+2.87\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5732ms	0.4120ms	2.4269 KOps/s	2.4468 KOps/s	$\color{#d91a1a}-0.81\%$
test_vmap_func_call_cm_runtime[eager]	2.5733ms	2.0459ms	488.7854 Ops/s	486.7284 Ops/s	$\color{#35bf28}+0.42\%$
test_vmap_func_call_cm_runtime[compile]	0.9802ms	0.8367ms	1.1952 KOps/s	1.1762 KOps/s	$\color{#35bf28}+1.61\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5668ms	0.4193ms	2.3850 KOps/s	2.3794 KOps/s	$\color{#35bf28}+0.24\%$
test_distributed	6.8439ms	0.2082ms	4.8022 KOps/s	8.6138 KOps/s	$\textbf{\color{#d91a1a}-44.25\%}$
test_tdmodule	98.2920μs	13.3824μs	74.7252 KOps/s	65.0965 KOps/s	$\textbf{\color{#35bf28}+14.79\%}$
test_tdmodule_dispatch	58.0410μs	27.1635μs	36.8141 KOps/s	32.9296 KOps/s	$\textbf{\color{#35bf28}+11.80\%}$
test_tdseq	33.9000μs	14.3748μs	69.5663 KOps/s	61.5740 KOps/s	$\textbf{\color{#35bf28}+12.98\%}$
test_tdseq_dispatch	56.8820μs	29.3316μs	34.0929 KOps/s	30.1122 KOps/s	$\textbf{\color{#35bf28}+13.22\%}$
test_instantiation_functorch	2.0726ms	1.8256ms	547.7760 Ops/s	542.5614 Ops/s	$\color{#35bf28}+0.96\%$
test_instantiation_td	1.8354ms	1.1876ms	842.0190 Ops/s	835.1816 Ops/s	$\color{#35bf28}+0.82\%$
test_exec_functorch	0.3481ms	0.2010ms	4.9755 KOps/s	4.8692 KOps/s	$\color{#35bf28}+2.18\%$
test_exec_functional_call	0.3560ms	0.2038ms	4.9076 KOps/s	4.8241 KOps/s	$\color{#35bf28}+1.73\%$
test_exec_td	0.3612ms	0.2091ms	4.7833 KOps/s	4.4610 KOps/s	$\textbf{\color{#35bf28}+7.22\%}$
test_exec_td_decorator	0.9880ms	0.2536ms	3.9428 KOps/s	3.9109 KOps/s	$\color{#35bf28}+0.82\%$
test_vmap_mlp_speed[True-True]	0.8487ms	0.6729ms	1.4861 KOps/s	1.4530 KOps/s	$\color{#35bf28}+2.28\%$
test_vmap_mlp_speed[True-False]	0.8190ms	0.6713ms	1.4896 KOps/s	1.4733 KOps/s	$\color{#35bf28}+1.11\%$
test_vmap_mlp_speed[False-True]	0.7350ms	0.5691ms	1.7571 KOps/s	1.7236 KOps/s	$\color{#35bf28}+1.94\%$
test_vmap_mlp_speed[False-False]	0.7300ms	0.5674ms	1.7624 KOps/s	1.7586 KOps/s	$\color{#35bf28}+0.21\%$
test_vmap_mlp_speed_decorator[True-True]	0.8821ms	0.6636ms	1.5070 KOps/s	1.4940 KOps/s	$\color{#35bf28}+0.87\%$
test_vmap_mlp_speed_decorator[True-False]	0.9802ms	0.6624ms	1.5097 KOps/s	1.4884 KOps/s	$\color{#35bf28}+1.43\%$
test_vmap_mlp_speed_decorator[False-True]	0.7441ms	0.5828ms	1.7159 KOps/s	1.6590 KOps/s	$\color{#35bf28}+3.43\%$
test_vmap_mlp_speed_decorator[False-False]	0.7503ms	0.5834ms	1.7142 KOps/s	1.6989 KOps/s	$\color{#35bf28}+0.90\%$
test_vmap_transformer_speed[True-True]	8.4159ms	8.1833ms	122.1999 Ops/s	121.3871 Ops/s	$\color{#35bf28}+0.67\%$
test_vmap_transformer_speed[True-False]	8.3822ms	8.1328ms	122.9584 Ops/s	121.2329 Ops/s	$\color{#35bf28}+1.42\%$
test_vmap_transformer_speed[False-True]	8.1345ms	7.9411ms	125.9269 Ops/s	124.6007 Ops/s	$\color{#35bf28}+1.06\%$
test_vmap_transformer_speed[False-False]	8.2982ms	7.9897ms	125.1614 Ops/s	124.6303 Ops/s	$\color{#35bf28}+0.43\%$
test_vmap_transformer_speed_decorator[True-True]	19.5087ms	19.1247ms	52.2884 Ops/s	52.2040 Ops/s	$\color{#35bf28}+0.16\%$
test_vmap_transformer_speed_decorator[True-False]	19.6295ms	19.1266ms	52.2833 Ops/s	52.0480 Ops/s	$\color{#35bf28}+0.45\%$
test_vmap_transformer_speed_decorator[False-True]	19.3717ms	19.0438ms	52.5106 Ops/s	52.4516 Ops/s	$\color{#35bf28}+0.11\%$
test_vmap_transformer_speed_decorator[False-False]	19.3190ms	19.0241ms	52.5648 Ops/s	52.2497 Ops/s	$\color{#35bf28}+0.60\%$
test_to_module_speed[True]	1.4461ms	0.9185ms	1.0887 KOps/s	1.0872 KOps/s	$\color{#35bf28}+0.15\%$
test_to_module_speed[False]	1.2669ms	0.8926ms	1.1203 KOps/s	1.1113 KOps/s	$\color{#35bf28}+0.81\%$
test_tc_init	0.1330ms	31.5668μs	31.6788 KOps/s	29.1547 KOps/s	$\textbf{\color{#35bf28}+8.66\%}$
test_tc_init_nested	0.1881ms	61.7561μs	16.1927 KOps/s	14.1405 KOps/s	$\textbf{\color{#35bf28}+14.51\%}$
test_tc_first_layer_tensor	5.2344μs	0.6729μs	1.4861 MOps/s	1.4830 MOps/s	$\color{#35bf28}+0.20\%$
test_tc_first_layer_nontensor	21.5610μs	2.2455μs	445.3296 KOps/s	447.2126 KOps/s	$\color{#d91a1a}-0.42\%$
test_tc_second_layer_tensor	26.6910μs	1.4528μs	688.3388 KOps/s	737.4686 KOps/s	$\textbf{\color{#d91a1a}-6.66\%}$
test_tc_second_layer_nontensor	22.4600μs	2.9507μs	338.9069 KOps/s	340.8949 KOps/s	$\color{#d91a1a}-0.58\%$
test_unbind	0.2052s	12.5227ms	79.8550 Ops/s	86.4881 Ops/s	$\textbf{\color{#d91a1a}-7.67\%}$
test_full_like	0.7908ms	0.5745ms	1.7405 KOps/s	1.7370 KOps/s	$\color{#35bf28}+0.20\%$
test_zeros_like	0.3604ms	0.1985ms	5.0376 KOps/s	5.0408 KOps/s	$\color{#d91a1a}-0.06\%$
test_ones_like	0.3819ms	0.1984ms	5.0409 KOps/s	5.0476 KOps/s	$\color{#d91a1a}-0.13\%$
test_clone	0.5882ms	0.4145ms	2.4124 KOps/s	2.4089 KOps/s	$\color{#35bf28}+0.15\%$
test_squeeze	0.1502ms	9.7587μs	102.4728 KOps/s	99.0829 KOps/s	$\color{#35bf28}+3.42\%$
test_unsqueeze	0.2311ms	70.7898μs	14.1263 KOps/s	13.9160 KOps/s	$\color{#35bf28}+1.51\%$
test_split	0.4246ms	0.1536ms	6.5084 KOps/s	6.3680 KOps/s	$\color{#35bf28}+2.21\%$
test_permute	0.2793ms	0.1699ms	5.8845 KOps/s	5.7314 KOps/s	$\color{#35bf28}+2.67\%$
test_stack	1.3980ms	0.8644ms	1.1568 KOps/s	1.1228 KOps/s	$\color{#35bf28}+3.03\%$
test_cat	1.3862ms	1.2324ms	811.3971 Ops/s	811.7858 Ops/s	$\color{#d91a1a}-0.05\%$