[BugFix] Fix key errors catch in del_ and related

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}43$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	43.2910μs	20.4215μs	48.9681 KOps/s	46.3783 KOps/s	$\textbf{\color{#35bf28}+5.58\%}$
test_plain_set_stack_nested	61.9770μs	20.2975μs	49.2672 KOps/s	45.9695 KOps/s	$\textbf{\color{#35bf28}+7.17\%}$
test_plain_set_nested_inplace	0.1116ms	22.2549μs	44.9340 KOps/s	41.7829 KOps/s	$\textbf{\color{#35bf28}+7.54\%}$
test_plain_set_stack_nested_inplace	64.8920μs	22.0791μs	45.2918 KOps/s	41.8313 KOps/s	$\textbf{\color{#35bf28}+8.27\%}$
test_items	43.2610μs	2.8378μs	352.3846 KOps/s	344.3875 KOps/s	$\color{#35bf28}+2.32\%$
test_items_nested	0.6298ms	0.3356ms	2.9799 KOps/s	2.9614 KOps/s	$\color{#35bf28}+0.62\%$
test_items_nested_locked	2.0927ms	0.3363ms	2.9732 KOps/s	2.9612 KOps/s	$\color{#35bf28}+0.41\%$
test_items_nested_leaf	0.1612ms	82.7943μs	12.0781 KOps/s	11.4996 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_items_stack_nested	0.4803ms	0.3375ms	2.9628 KOps/s	2.9596 KOps/s	$\color{#35bf28}+0.11\%$
test_items_stack_nested_leaf	0.1437ms	83.2166μs	12.0168 KOps/s	11.6539 KOps/s	$\color{#35bf28}+3.11\%$
test_items_stack_nested_locked	0.4536ms	0.3370ms	2.9671 KOps/s	2.9336 KOps/s	$\color{#35bf28}+1.14\%$
test_keys	17.0620μs	3.8989μs	256.4840 KOps/s	258.1308 KOps/s	$\color{#d91a1a}-0.64\%$
test_keys_nested	0.2556ms	0.1459ms	6.8517 KOps/s	6.9433 KOps/s	$\color{#d91a1a}-1.32\%$
test_keys_nested_locked	0.6967ms	0.1503ms	6.6517 KOps/s	6.6566 KOps/s	$\color{#d91a1a}-0.07\%$
test_keys_nested_leaf	0.2071ms	0.1238ms	8.0752 KOps/s	8.1896 KOps/s	$\color{#d91a1a}-1.40\%$
test_keys_stack_nested	0.2407ms	0.1443ms	6.9314 KOps/s	7.0326 KOps/s	$\color{#d91a1a}-1.44\%$
test_keys_stack_nested_leaf	0.2104ms	0.1236ms	8.0928 KOps/s	8.2110 KOps/s	$\color{#d91a1a}-1.44\%$
test_keys_stack_nested_locked	0.2620ms	0.1482ms	6.7478 KOps/s	6.7271 KOps/s	$\color{#35bf28}+0.31\%$
test_values	9.7383μs	1.1839μs	844.6981 KOps/s	830.7463 KOps/s	$\color{#35bf28}+1.68\%$
test_values_nested	0.1041ms	50.0423μs	19.9831 KOps/s	19.9054 KOps/s	$\color{#35bf28}+0.39\%$
test_values_nested_locked	0.1482ms	49.9878μs	20.0049 KOps/s	19.7941 KOps/s	$\color{#35bf28}+1.06\%$
test_values_nested_leaf	0.2593ms	46.1246μs	21.6804 KOps/s	21.9702 KOps/s	$\color{#d91a1a}-1.32\%$
test_values_stack_nested	96.1500μs	50.4550μs	19.8196 KOps/s	18.7006 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_values_stack_nested_leaf	84.5690μs	44.6460μs	22.3984 KOps/s	22.2292 KOps/s	$\color{#35bf28}+0.76\%$
test_values_stack_nested_locked	89.9490μs	49.8425μs	20.0632 KOps/s	19.3394 KOps/s	$\color{#35bf28}+3.74\%$
test_membership	28.5130μs	0.8967μs	1.1152 MOps/s	1.3291 MOps/s	$\textbf{\color{#d91a1a}-16.09\%}$
test_membership_nested	38.2410μs	2.6439μs	378.2362 KOps/s	385.3611 KOps/s	$\color{#d91a1a}-1.85\%$
test_membership_nested_leaf	37.2590μs	2.6255μs	380.8746 KOps/s	386.0094 KOps/s	$\color{#d91a1a}-1.33\%$
test_membership_stacked_nested	40.5660μs	2.5981μs	384.8998 KOps/s	391.5853 KOps/s	$\color{#d91a1a}-1.71\%$
test_membership_stacked_nested_leaf	25.6790μs	2.6128μs	382.7316 KOps/s	371.7759 KOps/s	$\color{#35bf28}+2.95\%$
test_membership_nested_last	45.0540μs	3.8794μs	257.7713 KOps/s	257.5443 KOps/s	$\color{#35bf28}+0.09\%$
test_membership_nested_leaf_last	44.2330μs	3.8777μs	257.8839 KOps/s	255.3631 KOps/s	$\color{#35bf28}+0.99\%$
test_membership_stacked_nested_last	38.8930μs	4.4773μs	223.3489 KOps/s	78.4338 KOps/s	$\textbf{\color{#35bf28}+184.76\%}$
test_membership_stacked_nested_leaf_last	22.4320μs	4.5059μs	221.9330 KOps/s	78.7940 KOps/s	$\textbf{\color{#35bf28}+181.66\%}$
test_nested_getleaf	0.1392ms	10.3650μs	96.4789 KOps/s	97.0786 KOps/s	$\color{#d91a1a}-0.62\%$
test_nested_get	50.7850μs	9.7878μs	102.1675 KOps/s	101.6232 KOps/s	$\color{#35bf28}+0.54\%$
test_stacked_getleaf	48.5810μs	10.2787μs	97.2884 KOps/s	98.0587 KOps/s	$\color{#d91a1a}-0.79\%$
test_stacked_get	52.6390μs	9.6771μs	103.3370 KOps/s	103.2847 KOps/s	$\color{#35bf28}+0.05\%$
test_nested_getitemleaf	54.3620μs	10.9584μs	91.2541 KOps/s	92.3470 KOps/s	$\color{#d91a1a}-1.18\%$
test_nested_getitem	52.4080μs	10.0341μs	99.6606 KOps/s	99.2984 KOps/s	$\color{#35bf28}+0.36\%$
test_stacked_getitemleaf	55.7240μs	10.7845μs	92.7257 KOps/s	93.4255 KOps/s	$\color{#d91a1a}-0.75\%$
test_stacked_getitem	46.4070μs	10.0661μs	99.3430 KOps/s	100.4335 KOps/s	$\color{#d91a1a}-1.09\%$
test_lock_nested	0.9917ms	0.4900ms	2.0407 KOps/s	1.9830 KOps/s	$\color{#35bf28}+2.91\%$
test_lock_stack_nested	0.6098ms	0.4647ms	2.1517 KOps/s	2.2550 KOps/s	$\color{#d91a1a}-4.58\%$
test_unlock_nested	0.8412ms	0.4179ms	2.3930 KOps/s	2.3919 KOps/s	$\color{#35bf28}+0.05\%$
test_unlock_stack_nested	0.6401ms	0.3829ms	2.6115 KOps/s	2.7709 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_flatten_speed	0.6970ms	0.1034ms	9.6689 KOps/s	9.3803 KOps/s	$\color{#35bf28}+3.08\%$
test_unflatten_speed	1.0993ms	0.4459ms	2.2427 KOps/s	2.2610 KOps/s	$\color{#d91a1a}-0.81\%$
test_common_ops	3.7236ms	1.0428ms	958.9345 Ops/s	929.9035 Ops/s	$\color{#35bf28}+3.12\%$
test_creation	71.1340μs	1.9933μs	501.6922 KOps/s	497.2550 KOps/s	$\color{#35bf28}+0.89\%$
test_creation_empty	49.8530μs	15.8451μs	63.1111 KOps/s	58.5004 KOps/s	$\textbf{\color{#35bf28}+7.88\%}$
test_creation_nested_1	61.8160μs	19.3219μs	51.7547 KOps/s	50.1420 KOps/s	$\color{#35bf28}+3.22\%$
test_creation_nested_2	73.0170μs	23.0488μs	43.3863 KOps/s	40.7223 KOps/s	$\textbf{\color{#35bf28}+6.54\%}$
test_clone	0.1712ms	15.9417μs	62.7287 KOps/s	59.9635 KOps/s	$\color{#35bf28}+4.61\%$
test_getitem[int]	0.9935ms	15.9784μs	62.5846 KOps/s	59.5759 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_getitem[slice_int]	0.1544ms	30.0103μs	33.3219 KOps/s	31.8245 KOps/s	$\color{#35bf28}+4.71\%$
test_getitem[range]	0.2112ms	54.7741μs	18.2568 KOps/s	17.2567 KOps/s	$\textbf{\color{#35bf28}+5.80\%}$
test_getitem[tuple]	0.1289ms	24.2881μs	41.1724 KOps/s	39.9400 KOps/s	$\color{#35bf28}+3.09\%$
test_getitem[list]	0.2396ms	49.6361μs	20.1466 KOps/s	18.6984 KOps/s	$\textbf{\color{#35bf28}+7.75\%}$
test_setitem_dim[int]	0.1028ms	34.9952μs	28.5754 KOps/s	23.5377 KOps/s	$\textbf{\color{#35bf28}+21.40\%}$
test_setitem_dim[slice_int]	90.5790μs	64.1871μs	15.5795 KOps/s	13.6528 KOps/s	$\textbf{\color{#35bf28}+14.11\%}$
test_setitem_dim[range]	0.1308ms	85.5115μs	11.6943 KOps/s	10.7904 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_setitem_dim[tuple]	0.1223ms	52.4406μs	19.0692 KOps/s	16.7280 KOps/s	$\textbf{\color{#35bf28}+14.00\%}$
test_setitem	0.1592ms	26.8798μs	37.2027 KOps/s	34.8045 KOps/s	$\textbf{\color{#35bf28}+6.89\%}$
test_set	0.1698ms	26.0386μs	38.4045 KOps/s	35.7405 KOps/s	$\textbf{\color{#35bf28}+7.45\%}$
test_set_shared	4.0539ms	0.2130ms	4.6943 KOps/s	4.6502 KOps/s	$\color{#35bf28}+0.95\%$
test_update	0.2046ms	32.0697μs	31.1820 KOps/s	28.6524 KOps/s	$\textbf{\color{#35bf28}+8.83\%}$
test_update_nested	0.2459ms	41.3497μs	24.1839 KOps/s	22.4153 KOps/s	$\textbf{\color{#35bf28}+7.89\%}$
test_update__nested	0.2184ms	32.5418μs	30.7297 KOps/s	29.7227 KOps/s	$\color{#35bf28}+3.39\%$
test_set_nested	0.2133ms	28.5357μs	35.0439 KOps/s	32.7841 KOps/s	$\textbf{\color{#35bf28}+6.89\%}$
test_set_nested_new	0.2140ms	33.6771μs	29.6938 KOps/s	28.7686 KOps/s	$\color{#35bf28}+3.22\%$
test_select	0.2104ms	51.1324μs	19.5571 KOps/s	19.5089 KOps/s	$\color{#35bf28}+0.25\%$
test_select_nested	0.1299ms	59.0665μs	16.9301 KOps/s	16.8982 KOps/s	$\color{#35bf28}+0.19\%$
test_exclude_nested	0.1464ms	77.4816μs	12.9063 KOps/s	12.9510 KOps/s	$\color{#d91a1a}-0.35\%$
test_empty[True]	0.5984ms	0.3208ms	3.1169 KOps/s	3.1145 KOps/s	$\color{#35bf28}+0.07\%$
test_empty[False]	11.3438μs	1.1795μs	847.8019 KOps/s	873.8751 KOps/s	$\color{#d91a1a}-2.98\%$
test_unbind_speed	0.3865ms	0.3011ms	3.3217 KOps/s	3.2296 KOps/s	$\color{#35bf28}+2.85\%$
test_unbind_speed_stack0	0.3877ms	0.3029ms	3.3014 KOps/s	3.4343 KOps/s	$\color{#d91a1a}-3.87\%$
test_unbind_speed_stack1	88.6472ms	0.8002ms	1.2497 KOps/s	1.4194 KOps/s	$\textbf{\color{#d91a1a}-11.95\%}$
test_split	94.8164ms	2.1162ms	472.5507 Ops/s	470.2207 Ops/s	$\color{#35bf28}+0.50\%$
test_chunk	85.0241ms	2.0940ms	477.5567 Ops/s	465.6367 Ops/s	$\color{#35bf28}+2.56\%$
test_creation[device0]	0.2517ms	0.1187ms	8.4267 KOps/s	8.6044 KOps/s	$\color{#d91a1a}-2.06\%$
test_creation_from_tensor	3.8643ms	0.1195ms	8.3672 KOps/s	8.3155 KOps/s	$\color{#35bf28}+0.62\%$
test_add_one[memmap_tensor0]	0.1906ms	7.5253μs	132.8856 KOps/s	133.8634 KOps/s	$\color{#d91a1a}-0.73\%$
test_contiguous[memmap_tensor0]	22.3020μs	2.0350μs	491.3953 KOps/s	496.0874 KOps/s	$\color{#d91a1a}-0.95\%$
test_stack[memmap_tensor0]	57.7480μs	5.5395μs	180.5231 KOps/s	173.6984 KOps/s	$\color{#35bf28}+3.93\%$
test_memmaptd_index	1.0664ms	0.3998ms	2.5011 KOps/s	2.5175 KOps/s	$\color{#d91a1a}-0.65\%$
test_memmaptd_index_astensor	0.7767ms	0.4763ms	2.0994 KOps/s	2.0929 KOps/s	$\color{#35bf28}+0.31\%$
test_memmaptd_index_op	1.3487ms	0.9586ms	1.0432 KOps/s	988.2844 Ops/s	$\textbf{\color{#35bf28}+5.56\%}$
test_serialize_model	0.1258s	0.1172s	8.5342 Ops/s	7.3445 Ops/s	$\textbf{\color{#35bf28}+16.20\%}$
test_serialize_model_pickle	0.4473s	0.3941s	2.5377 Ops/s	2.5558 Ops/s	$\color{#d91a1a}-0.71\%$
test_serialize_weights	0.2042s	0.1259s	7.9424 Ops/s	8.7809 Ops/s	$\textbf{\color{#d91a1a}-9.55\%}$
test_serialize_weights_returnearly	0.1813s	0.1647s	6.0724 Ops/s	6.3367 Ops/s	$\color{#d91a1a}-4.17\%$
test_serialize_weights_pickle	0.5391s	0.4176s	2.3944 Ops/s	2.3889 Ops/s	$\color{#35bf28}+0.23\%$
test_serialize_weights_filesystem	0.1467s	0.1419s	7.0460 Ops/s	6.7865 Ops/s	$\color{#35bf28}+3.82\%$
test_serialize_model_filesystem	0.2343s	0.1617s	6.1853 Ops/s	6.0128 Ops/s	$\color{#35bf28}+2.87\%$
test_reshape_pytree	77.2050μs	39.7409μs	25.1630 KOps/s	25.1755 KOps/s	$\color{#d91a1a}-0.05\%$
test_reshape_td	0.1047ms	45.6144μs	21.9229 KOps/s	21.7396 KOps/s	$\color{#35bf28}+0.84\%$
test_view_pytree	0.1092ms	39.6533μs	25.2186 KOps/s	25.8400 KOps/s	$\color{#d91a1a}-2.40\%$
test_view_td	0.1085ms	52.6678μs	18.9869 KOps/s	19.0634 KOps/s	$\color{#d91a1a}-0.40\%$
test_unbind_pytree	94.0670μs	36.9393μs	27.0714 KOps/s	27.3803 KOps/s	$\color{#d91a1a}-1.13\%$
test_unbind_td	0.4459ms	44.6064μs	22.4183 KOps/s	22.0280 KOps/s	$\color{#35bf28}+1.77\%$
test_split_pytree	94.1770μs	39.1501μs	25.5427 KOps/s	25.4084 KOps/s	$\color{#35bf28}+0.53\%$
test_split_td	0.5415ms	56.6313μs	17.6581 KOps/s	16.8392 KOps/s	$\color{#35bf28}+4.86\%$
test_add_pytree	95.2180μs	46.7377μs	21.3960 KOps/s	21.7705 KOps/s	$\color{#d91a1a}-1.72\%$
test_add_td	0.2227ms	76.4767μs	13.0759 KOps/s	12.0024 KOps/s	$\textbf{\color{#35bf28}+8.94\%}$
test_compile_add_one_nested[tensordict-compile]	0.1137ms	53.4658μs	18.7036 KOps/s	18.5361 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_add_one_nested[tensordict-eager]	0.3597ms	0.1907ms	5.2452 KOps/s	5.1942 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_nested[pytree-compile]	0.2519ms	54.8658μs	18.2263 KOps/s	18.3123 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_add_one_nested[pytree-eager]	0.3809ms	0.1430ms	6.9923 KOps/s	6.9124 KOps/s	$\color{#35bf28}+1.16\%$
test_compile_copy_nested[tensordict-compile]	80.3900μs	20.9964μs	47.6271 KOps/s	49.2664 KOps/s	$\color{#d91a1a}-3.33\%$
test_compile_copy_nested[tensordict-eager]	0.1489ms	64.7886μs	15.4348 KOps/s	15.5546 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_copy_nested[pytree-compile]	0.1910ms	77.0364μs	12.9809 KOps/s	12.6117 KOps/s	$\color{#35bf28}+2.93\%$
test_compile_copy_nested[pytree-eager]	0.1490ms	70.3100μs	14.2227 KOps/s	14.0811 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_add_one_flat[tensordict-compile]	0.3629ms	0.1765ms	5.6651 KOps/s	5.4929 KOps/s	$\color{#35bf28}+3.14\%$
test_compile_add_one_flat[tensordict-eager]	0.3507ms	0.1932ms	5.1771 KOps/s	5.1285 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_add_one_flat[tensorclass-compile]	0.1180ms	38.0608μs	26.2738 KOps/s	24.8888 KOps/s	$\textbf{\color{#35bf28}+5.56\%}$
test_compile_add_one_flat[tensorclass-eager]	1.2508ms	70.2846μs	14.2279 KOps/s	14.2839 KOps/s	$\color{#d91a1a}-0.39\%$
test_compile_add_one_flat[pytree-compile]	0.3558ms	0.1745ms	5.7291 KOps/s	5.7362 KOps/s	$\color{#d91a1a}-0.12\%$
test_compile_add_one_flat[pytree-eager]	0.5700ms	0.2954ms	3.3851 KOps/s	3.4353 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_add_self_flat[tensordict-eager]	0.3790ms	0.2057ms	4.8606 KOps/s	4.8384 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_add_self_flat[tensordict-compile]	0.4411ms	0.1815ms	5.5109 KOps/s	5.5676 KOps/s	$\color{#d91a1a}-1.02\%$
test_compile_add_self_flat[tensorclass-eager]	0.1782ms	63.3651μs	15.7816 KOps/s	15.7890 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_add_self_flat[tensorclass-compile]	0.1084ms	39.7013μs	25.1881 KOps/s	25.0913 KOps/s	$\color{#35bf28}+0.39\%$
test_compile_add_self_flat[pytree-eager]	0.5183ms	0.2418ms	4.1355 KOps/s	4.1880 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_add_self_flat[pytree-compile]	0.3811ms	0.1758ms	5.6872 KOps/s	5.7784 KOps/s	$\color{#d91a1a}-1.58\%$
test_compile_copy_flat[tensordict-compile]	0.2522ms	0.1116ms	8.9632 KOps/s	9.0439 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_copy_flat[tensordict-eager]	0.1578ms	55.5051μs	18.0163 KOps/s	17.6781 KOps/s	$\color{#35bf28}+1.91\%$
test_compile_copy_flat[pytree-compile]	0.1611ms	80.4475μs	12.4305 KOps/s	12.4877 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_copy_flat[pytree-eager]	0.1483ms	71.4729μs	13.9913 KOps/s	13.9944 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_assign_and_add[tensordict-compile]	0.3223ms	0.1860ms	5.3772 KOps/s	5.1978 KOps/s	$\color{#35bf28}+3.45\%$
test_compile_assign_and_add[tensordict-eager]	2.1066ms	1.6111ms	620.6788 Ops/s	621.2653 Ops/s	$\color{#d91a1a}-0.09\%$
test_compile_assign_and_add[pytree-compile]	0.2961ms	0.1850ms	5.4065 KOps/s	5.2940 KOps/s	$\color{#35bf28}+2.13\%$
test_compile_assign_and_add[pytree-eager]	1.1893ms	1.0845ms	922.0713 Ops/s	928.7287 Ops/s	$\color{#d91a1a}-0.72\%$
test_compile_assign_and_add_stack[compile]	0.7172ms	0.4079ms	2.4516 KOps/s	2.3635 KOps/s	$\color{#35bf28}+3.73\%$
test_compile_assign_and_add_stack[eager]	4.6936ms	3.5142ms	284.5606 Ops/s	266.2274 Ops/s	$\textbf{\color{#35bf28}+6.89\%}$
test_compile_indexing[tensor-tensordict-compile]	75.2510μs	31.7662μs	31.4800 KOps/s	29.9551 KOps/s	$\textbf{\color{#35bf28}+5.09\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5343ms	46.6917μs	21.4171 KOps/s	20.3941 KOps/s	$\textbf{\color{#35bf28}+5.02\%}$
test_compile_indexing[tensor-tensorclass-compile]	95.6700μs	27.2698μs	36.6706 KOps/s	34.4839 KOps/s	$\textbf{\color{#35bf28}+6.34\%}$
test_compile_indexing[tensor-tensorclass-eager]	77.1040μs	29.4768μs	33.9250 KOps/s	32.9703 KOps/s	$\color{#35bf28}+2.90\%$
test_compile_indexing[tensor-pytree-compile]	66.1640μs	27.5272μs	36.3277 KOps/s	35.1065 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_indexing[tensor-pytree-eager]	99.8570μs	30.1371μs	33.1817 KOps/s	32.5023 KOps/s	$\color{#35bf28}+2.09\%$
test_compile_indexing[slice-tensordict-compile]	0.1401ms	72.3254μs	13.8264 KOps/s	13.7259 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_indexing[slice-tensordict-eager]	0.5143ms	27.7588μs	36.0246 KOps/s	34.2903 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1268ms	67.5126μs	14.8120 KOps/s	14.7743 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[slice-tensorclass-eager]	64.4410μs	23.2559μs	42.9998 KOps/s	41.6414 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_indexing[slice-pytree-compile]	0.1287ms	67.4111μs	14.8344 KOps/s	14.9024 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_indexing[slice-pytree-eager]	64.6110μs	23.7830μs	42.0469 KOps/s	41.3567 KOps/s	$\color{#35bf28}+1.67\%$
test_compile_indexing[int-tensordict-compile]	0.1851ms	72.6271μs	13.7690 KOps/s	13.6728 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_indexing[int-tensordict-eager]	0.8063ms	26.8225μs	37.2821 KOps/s	34.5557 KOps/s	$\textbf{\color{#35bf28}+7.89\%}$
test_compile_indexing[int-tensorclass-compile]	0.1258ms	67.1639μs	14.8890 KOps/s	14.9593 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_indexing[int-tensorclass-eager]	94.1570μs	23.9327μs	41.7839 KOps/s	41.9857 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_indexing[int-pytree-compile]	0.1271ms	68.2310μs	14.6561 KOps/s	14.8315 KOps/s	$\color{#d91a1a}-1.18\%$
test_compile_indexing[int-pytree-eager]	72.1850μs	23.3147μs	42.8914 KOps/s	41.9388 KOps/s	$\color{#35bf28}+2.27\%$
test_mod_add[eager]	79.2590μs	23.2114μs	43.0823 KOps/s	40.0653 KOps/s	$\textbf{\color{#35bf28}+7.53\%}$
test_mod_add[compile]	75.2710μs	35.8077μs	27.9270 KOps/s	27.9887 KOps/s	$\color{#d91a1a}-0.22\%$
test_mod_add[compile-overhead]	80.8410μs	35.7859μs	27.9440 KOps/s	27.3220 KOps/s	$\color{#35bf28}+2.28\%$
test_mod_wrap[eager]	0.3428ms	0.2033ms	4.9193 KOps/s	4.7390 KOps/s	$\color{#35bf28}+3.80\%$
test_mod_wrap[compile]	1.8039ms	0.2232ms	4.4793 KOps/s	4.4255 KOps/s	$\color{#35bf28}+1.22\%$
test_mod_wrap[compile-overhead]	0.3490ms	0.2188ms	4.5710 KOps/s	4.4863 KOps/s	$\color{#35bf28}+1.89\%$
test_mod_wrap_and_backward[eager]	15.7445ms	11.4894ms	87.0366 Ops/s	90.5281 Ops/s	$\color{#d91a1a}-3.86\%$
test_mod_wrap_and_backward[compile]	18.2774ms	11.4990ms	86.9644 Ops/s	85.6493 Ops/s	$\color{#35bf28}+1.54\%$
test_mod_wrap_and_backward[compile-overhead]	12.5507ms	11.0135ms	90.7977 Ops/s	88.0312 Ops/s	$\color{#35bf28}+3.14\%$
test_seq_add[eager]	0.2058ms	85.4704μs	11.7000 KOps/s	11.5474 KOps/s	$\color{#35bf28}+1.32\%$
test_seq_add[compile]	0.1590ms	61.1234μs	16.3604 KOps/s	16.1403 KOps/s	$\color{#35bf28}+1.36\%$
test_seq_add[compile-overhead]	0.1580ms	59.2490μs	16.8779 KOps/s	16.6987 KOps/s	$\color{#35bf28}+1.07\%$
test_seq_wrap[eager]	0.6212ms	0.3611ms	2.7695 KOps/s	2.6555 KOps/s	$\color{#35bf28}+4.29\%$
test_seq_wrap[compile]	0.6386ms	0.2569ms	3.8924 KOps/s	3.8317 KOps/s	$\color{#35bf28}+1.59\%$
test_seq_wrap[compile-overhead]	0.4823ms	0.2578ms	3.8792 KOps/s	3.7915 KOps/s	$\color{#35bf28}+2.31\%$
test_func_call_runtime[False-eager]	0.7546ms	0.5202ms	1.9224 KOps/s	1.8556 KOps/s	$\color{#35bf28}+3.60\%$
test_func_call_runtime[False-compile]	0.6031ms	0.4880ms	2.0491 KOps/s	2.0230 KOps/s	$\color{#35bf28}+1.29\%$
test_func_call_runtime[False-compile-overhead]	0.8500ms	0.4949ms	2.0205 KOps/s	2.0233 KOps/s	$\color{#d91a1a}-0.14\%$
test_func_call_runtime[True-eager]	0.9981ms	0.7568ms	1.3214 KOps/s	1.3123 KOps/s	$\color{#35bf28}+0.70\%$
test_func_call_runtime[True-compile]	0.7137ms	0.5079ms	1.9688 KOps/s	1.9824 KOps/s	$\color{#d91a1a}-0.69\%$
test_func_call_runtime[True-compile-overhead]	0.6197ms	0.5020ms	1.9920 KOps/s	1.9778 KOps/s	$\color{#35bf28}+0.72\%$
test_func_call_cm_runtime[False-eager]	0.8342ms	0.5223ms	1.9147 KOps/s	1.8654 KOps/s	$\color{#35bf28}+2.64\%$
test_func_call_cm_runtime[False-compile]	0.8968ms	0.4883ms	2.0481 KOps/s	2.0228 KOps/s	$\color{#35bf28}+1.25\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8475ms	0.4959ms	2.0167 KOps/s	2.0396 KOps/s	$\color{#d91a1a}-1.12\%$
test_func_call_cm_runtime[True-eager]	1.8671ms	0.8854ms	1.1294 KOps/s	1.1131 KOps/s	$\color{#35bf28}+1.46\%$
test_func_call_cm_runtime[True-compile]	1.0361ms	0.8326ms	1.2011 KOps/s	1.1838 KOps/s	$\color{#35bf28}+1.46\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1460ms	0.8343ms	1.1987 KOps/s	1.1782 KOps/s	$\color{#35bf28}+1.74\%$
test_distributed	0.2630ms	0.1316ms	7.6003 KOps/s	7.4735 KOps/s	$\color{#35bf28}+1.70\%$
test_tdmodule	0.1152ms	15.7503μs	63.4911 KOps/s	61.9537 KOps/s	$\color{#35bf28}+2.48\%$
test_tdmodule_dispatch	64.3610μs	32.5601μs	30.7125 KOps/s	29.4324 KOps/s	$\color{#35bf28}+4.35\%$
test_tdseq	35.0150μs	17.3696μs	57.5719 KOps/s	55.8549 KOps/s	$\color{#35bf28}+3.07\%$
test_tdseq_dispatch	55.0330μs	36.4852μs	27.4083 KOps/s	26.1534 KOps/s	$\color{#35bf28}+4.80\%$
test_instantiation_functorch	3.3944ms	1.6304ms	613.3564 Ops/s	601.2891 Ops/s	$\color{#35bf28}+2.01\%$
test_instantiation_td	2.1214ms	1.1861ms	843.0851 Ops/s	791.4699 Ops/s	$\textbf{\color{#35bf28}+6.52\%}$
test_exec_functorch	0.4119ms	0.1804ms	5.5440 KOps/s	5.6017 KOps/s	$\color{#d91a1a}-1.03\%$
test_exec_functional_call	0.4297ms	0.1685ms	5.9362 KOps/s	5.6475 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_exec_td	0.2622ms	0.1680ms	5.9523 KOps/s	5.6481 KOps/s	$\textbf{\color{#35bf28}+5.39\%}$
test_exec_td_decorator	0.6191ms	0.2200ms	4.5445 KOps/s	4.3563 KOps/s	$\color{#35bf28}+4.32\%$
test_vmap_mlp_speed[True-True]	1.0376ms	0.5877ms	1.7016 KOps/s	1.7235 KOps/s	$\color{#d91a1a}-1.27\%$
test_vmap_mlp_speed[True-False]	0.8373ms	0.5495ms	1.8199 KOps/s	1.7366 KOps/s	$\color{#35bf28}+4.80\%$
test_vmap_mlp_speed[False-True]	0.6717ms	0.4599ms	2.1745 KOps/s	2.0814 KOps/s	$\color{#35bf28}+4.47\%$
test_vmap_mlp_speed[False-False]	0.8613ms	0.4600ms	2.1741 KOps/s	2.0848 KOps/s	$\color{#35bf28}+4.28\%$
test_vmap_mlp_speed_decorator[True-True]	1.6463ms	0.6089ms	1.6423 KOps/s	1.5625 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_vmap_mlp_speed_decorator[True-False]	0.9111ms	0.6119ms	1.6344 KOps/s	1.5614 KOps/s	$\color{#35bf28}+4.68\%$
test_vmap_mlp_speed_decorator[False-True]	0.7003ms	0.5075ms	1.9703 KOps/s	1.8888 KOps/s	$\color{#35bf28}+4.31\%$
test_vmap_mlp_speed_decorator[False-False]	0.8020ms	0.5097ms	1.9620 KOps/s	1.8918 KOps/s	$\color{#35bf28}+3.71\%$
test_to_module_speed[True]	1.4693ms	1.3286ms	752.6454 Ops/s	750.6283 Ops/s	$\color{#35bf28}+0.27\%$
test_to_module_speed[False]	2.1599ms	1.3014ms	768.3747 Ops/s	772.8137 Ops/s	$\color{#d91a1a}-0.57\%$
test_tc_init	73.7580μs	39.9998μs	25.0001 KOps/s	22.8738 KOps/s	$\textbf{\color{#35bf28}+9.30\%}$
test_tc_init_nested	0.1744ms	81.2075μs	12.3141 KOps/s	11.5424 KOps/s	$\textbf{\color{#35bf28}+6.69\%}$
test_tc_first_layer_tensor	16.3910μs	1.4816μs	674.9378 KOps/s	699.1996 KOps/s	$\color{#d91a1a}-3.47\%$
test_tc_first_layer_nontensor	40.8670μs	4.2410μs	235.7949 KOps/s	237.8705 KOps/s	$\color{#d91a1a}-0.87\%$
test_tc_second_layer_tensor	35.7270μs	2.7370μs	365.3675 KOps/s	373.1309 KOps/s	$\color{#d91a1a}-2.08\%$
test_tc_second_layer_nontensor	43.3110μs	5.6300μs	177.6204 KOps/s	180.7704 KOps/s	$\color{#d91a1a}-1.74\%$
test_unbind	0.4564s	13.5764ms	73.6571 Ops/s	63.4948 Ops/s	$\textbf{\color{#35bf28}+16.00\%}$
test_full_like	8.5545ms	7.2875ms	137.2203 Ops/s	129.8637 Ops/s	$\textbf{\color{#35bf28}+5.66\%}$
test_zeros_like	12.9535ms	6.1047ms	163.8090 Ops/s	139.0960 Ops/s	$\textbf{\color{#35bf28}+17.77\%}$
test_ones_like	11.1263ms	7.2176ms	138.5508 Ops/s	133.6635 Ops/s	$\color{#35bf28}+3.66\%$
test_clone	14.5764ms	8.8739ms	112.6895 Ops/s	105.8527 Ops/s	$\textbf{\color{#35bf28}+6.46\%}$
test_squeeze	67.9970μs	12.7180μs	78.6288 KOps/s	77.9008 KOps/s	$\color{#35bf28}+0.93\%$
test_unsqueeze	0.1667ms	93.2144μs	10.7280 KOps/s	10.8044 KOps/s	$\color{#d91a1a}-0.71\%$
test_split	0.4915ms	0.1959ms	5.1056 KOps/s	4.9895 KOps/s	$\color{#35bf28}+2.33\%$
test_permute	0.3724ms	0.2167ms	4.6144 KOps/s	4.6427 KOps/s	$\color{#d91a1a}-0.61\%$
test_stack	29.9852ms	24.5840ms	40.6769 Ops/s	40.8632 Ops/s	$\color{#d91a1a}-0.46\%$
test_cat	29.2294ms	24.1843ms	41.3492 Ops/s	41.3114 Ops/s	$\color{#35bf28}+0.09\%$

[github-actions]

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

Total Benchmarks: 225. Improved: $\large\color{#35bf28}17$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.2136ms	17.2169μs	58.0823 KOps/s	56.7701 KOps/s	$\color{#35bf28}+2.31\%$
test_plain_set_stack_nested	47.5420μs	17.3889μs	57.5078 KOps/s	56.7947 KOps/s	$\color{#35bf28}+1.26\%$
test_plain_set_nested_inplace	37.9400μs	18.4224μs	54.2816 KOps/s	53.6176 KOps/s	$\color{#35bf28}+1.24\%$
test_plain_set_stack_nested_inplace	38.1910μs	18.3493μs	54.4980 KOps/s	53.6903 KOps/s	$\color{#35bf28}+1.50\%$
test_items	20.1200μs	4.6859μs	213.4053 KOps/s	214.9177 KOps/s	$\color{#d91a1a}-0.70\%$
test_items_nested	0.3871ms	0.3646ms	2.7426 KOps/s	2.7172 KOps/s	$\color{#35bf28}+0.94\%$
test_items_nested_locked	0.3849ms	0.3665ms	2.7283 KOps/s	2.7410 KOps/s	$\color{#d91a1a}-0.46\%$
test_items_nested_leaf	98.3720μs	83.4151μs	11.9882 KOps/s	12.0034 KOps/s	$\color{#d91a1a}-0.13\%$
test_items_stack_nested	0.4210ms	0.3637ms	2.7494 KOps/s	2.7279 KOps/s	$\color{#35bf28}+0.79\%$
test_items_stack_nested_leaf	0.1106ms	84.8553μs	11.7848 KOps/s	11.6379 KOps/s	$\color{#35bf28}+1.26\%$
test_items_stack_nested_locked	0.4303ms	0.3676ms	2.7205 KOps/s	2.6912 KOps/s	$\color{#35bf28}+1.09\%$
test_keys	55.2410μs	4.3439μs	230.2081 KOps/s	228.9047 KOps/s	$\color{#35bf28}+0.57\%$
test_keys_nested	90.4220μs	68.0473μs	14.6957 KOps/s	14.9204 KOps/s	$\color{#d91a1a}-1.51\%$
test_keys_nested_locked	0.6780ms	73.3770μs	13.6283 KOps/s	13.8419 KOps/s	$\color{#d91a1a}-1.54\%$
test_keys_nested_leaf	0.1324ms	57.7602μs	17.3130 KOps/s	17.4193 KOps/s	$\color{#d91a1a}-0.61\%$
test_keys_stack_nested	81.4010μs	66.0026μs	15.1509 KOps/s	14.9087 KOps/s	$\color{#35bf28}+1.62\%$
test_keys_stack_nested_leaf	75.8620μs	56.5235μs	17.6918 KOps/s	17.4036 KOps/s	$\color{#35bf28}+1.66\%$
test_keys_stack_nested_locked	94.4020μs	72.4944μs	13.7942 KOps/s	13.7991 KOps/s	$\color{#d91a1a}-0.04\%$
test_values	54.6077μs	1.7589μs	568.5518 KOps/s	567.6354 KOps/s	$\color{#35bf28}+0.16\%$
test_values_nested	0.2008ms	33.5595μs	29.7978 KOps/s	29.7261 KOps/s	$\color{#35bf28}+0.24\%$
test_values_nested_locked	0.2145ms	35.6210μs	28.0733 KOps/s	27.7723 KOps/s	$\color{#35bf28}+1.08\%$
test_values_nested_leaf	0.2241ms	30.1077μs	33.2141 KOps/s	33.3149 KOps/s	$\color{#d91a1a}-0.30\%$
test_values_stack_nested	62.6910μs	33.8292μs	29.5603 KOps/s	29.0511 KOps/s	$\color{#35bf28}+1.75\%$
test_values_stack_nested_leaf	0.1552ms	30.1228μs	33.1974 KOps/s	32.4236 KOps/s	$\color{#35bf28}+2.39\%$
test_values_stack_nested_locked	63.4010μs	35.9549μs	27.8126 KOps/s	27.1858 KOps/s	$\color{#35bf28}+2.31\%$
test_membership	1.5351μs	0.5438μs	1.8389 MOps/s	1.8315 MOps/s	$\color{#35bf28}+0.40\%$
test_membership_nested	22.2910μs	1.9628μs	509.4771 KOps/s	513.4141 KOps/s	$\color{#d91a1a}-0.77\%$
test_membership_nested_leaf	15.1655μs	1.9001μs	526.2812 KOps/s	525.6319 KOps/s	$\color{#35bf28}+0.12\%$
test_membership_stacked_nested	20.6610μs	1.9650μs	508.9116 KOps/s	500.9530 KOps/s	$\color{#35bf28}+1.59\%$
test_membership_stacked_nested_leaf	15.7910μs	1.9655μs	508.7772 KOps/s	508.6424 KOps/s	$\color{#35bf28}+0.03\%$
test_membership_nested_last	32.2700μs	2.9028μs	344.4976 KOps/s	338.8273 KOps/s	$\color{#35bf28}+1.67\%$
test_membership_nested_leaf_last	14.6800μs	2.8957μs	345.3432 KOps/s	338.4676 KOps/s	$\color{#35bf28}+2.03\%$
test_membership_stacked_nested_last	19.8700μs	2.8936μs	345.5844 KOps/s	343.6328 KOps/s	$\color{#35bf28}+0.57\%$
test_membership_stacked_nested_leaf_last	32.1110μs	2.9045μs	344.2884 KOps/s	345.6425 KOps/s	$\color{#d91a1a}-0.39\%$
test_nested_getleaf	73.7010μs	7.7808μs	128.5208 KOps/s	128.6441 KOps/s	$\color{#d91a1a}-0.10\%$
test_nested_get	29.1800μs	7.2956μs	137.0685 KOps/s	137.8333 KOps/s	$\color{#d91a1a}-0.55\%$
test_stacked_getleaf	36.0110μs	7.8112μs	128.0220 KOps/s	128.8614 KOps/s	$\color{#d91a1a}-0.65\%$
test_stacked_get	27.5200μs	7.3358μs	136.3187 KOps/s	137.3503 KOps/s	$\color{#d91a1a}-0.75\%$
test_nested_getitemleaf	32.0900μs	8.1414μs	122.8288 KOps/s	124.2273 KOps/s	$\color{#d91a1a}-1.13\%$
test_nested_getitem	22.0700μs	7.6562μs	130.6134 KOps/s	131.1123 KOps/s	$\color{#d91a1a}-0.38\%$
test_stacked_getitemleaf	37.3610μs	8.1037μs	123.4006 KOps/s	123.1867 KOps/s	$\color{#35bf28}+0.17\%$
test_stacked_getitem	0.1865ms	7.6559μs	130.6174 KOps/s	131.5814 KOps/s	$\color{#d91a1a}-0.73\%$
test_lock_nested	10.3945ms	0.4768ms	2.0973 KOps/s	2.1396 KOps/s	$\color{#d91a1a}-1.98\%$
test_lock_stack_nested	0.6264ms	0.4335ms	2.3066 KOps/s	2.3177 KOps/s	$\color{#d91a1a}-0.48\%$
test_unlock_nested	0.8778ms	0.3883ms	2.5753 KOps/s	2.5831 KOps/s	$\color{#d91a1a}-0.30\%$
test_unlock_stack_nested	0.4484ms	0.3512ms	2.8472 KOps/s	2.8612 KOps/s	$\color{#d91a1a}-0.49\%$
test_flatten_speed	0.4968ms	0.1031ms	9.6972 KOps/s	9.4467 KOps/s	$\color{#35bf28}+2.65\%$
test_unflatten_speed	0.3621ms	0.3075ms	3.2523 KOps/s	3.5246 KOps/s	$\textbf{\color{#d91a1a}-7.72\%}$
test_common_ops	1.6893ms	1.3382ms	747.2975 Ops/s	757.1431 Ops/s	$\color{#d91a1a}-1.30\%$
test_creation	16.7700μs	1.6227μs	616.2576 KOps/s	610.5394 KOps/s	$\color{#35bf28}+0.94\%$
test_creation_empty	45.3010μs	17.7641μs	56.2935 KOps/s	54.3382 KOps/s	$\color{#35bf28}+3.60\%$
test_creation_nested_1	93.7420μs	20.1641μs	49.5932 KOps/s	49.0392 KOps/s	$\color{#35bf28}+1.13\%$
test_creation_nested_2	52.5610μs	22.5920μs	44.2635 KOps/s	41.6181 KOps/s	$\textbf{\color{#35bf28}+6.36\%}$
test_clone	0.1943ms	29.7814μs	33.5780 KOps/s	33.9857 KOps/s	$\color{#d91a1a}-1.20\%$
test_getitem[int]	1.1320ms	17.6010μs	56.8149 KOps/s	58.8920 KOps/s	$\color{#d91a1a}-3.53\%$
test_getitem[slice_int]	0.1737ms	29.0158μs	34.4639 KOps/s	35.3066 KOps/s	$\color{#d91a1a}-2.39\%$
test_getitem[range]	0.2836ms	0.1135ms	8.8074 KOps/s	8.9732 KOps/s	$\color{#d91a1a}-1.85\%$
test_getitem[tuple]	0.1914ms	24.6405μs	40.5836 KOps/s	39.0169 KOps/s	$\color{#35bf28}+4.02\%$
test_getitem[list]	95.9818ms	0.1144ms	8.7391 KOps/s	9.9116 KOps/s	$\textbf{\color{#d91a1a}-11.83\%}$
test_setitem_dim[int]	0.1830ms	53.4119μs	18.7224 KOps/s	18.3540 KOps/s	$\color{#35bf28}+2.01\%$
test_setitem_dim[slice_int]	0.2451ms	78.7656μs	12.6959 KOps/s	12.5158 KOps/s	$\color{#35bf28}+1.44\%$
test_setitem_dim[range]	0.2849ms	0.1401ms	7.1398 KOps/s	7.1197 KOps/s	$\color{#35bf28}+0.28\%$
test_setitem_dim[tuple]	0.2195ms	71.7385μs	13.9395 KOps/s	14.1057 KOps/s	$\color{#d91a1a}-1.18\%$
test_setitem	0.1901ms	42.7861μs	23.3721 KOps/s	21.4645 KOps/s	$\textbf{\color{#35bf28}+8.89\%}$
test_set	0.2303ms	44.8899μs	22.2767 KOps/s	23.8903 KOps/s	$\textbf{\color{#d91a1a}-6.75\%}$
test_set_shared	0.3751ms	53.9315μs	18.5420 KOps/s	19.1392 KOps/s	$\color{#d91a1a}-3.12\%$
test_update	0.2484ms	54.5564μs	18.3296 KOps/s	19.5024 KOps/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_update_nested	0.2433ms	58.4477μs	17.1093 KOps/s	16.9106 KOps/s	$\color{#35bf28}+1.17\%$
test_update__nested	0.2389ms	59.4432μs	16.8228 KOps/s	16.7286 KOps/s	$\color{#35bf28}+0.56\%$
test_set_nested	0.2278ms	44.9113μs	22.2661 KOps/s	22.5020 KOps/s	$\color{#d91a1a}-1.05\%$
test_set_nested_new	0.1957ms	49.6812μs	20.1283 KOps/s	20.8100 KOps/s	$\color{#d91a1a}-3.28\%$
test_select	0.2441ms	63.2552μs	15.8090 KOps/s	15.8854 KOps/s	$\color{#d91a1a}-0.48\%$
test_select_nested	0.4485ms	52.4109μs	19.0800 KOps/s	19.6837 KOps/s	$\color{#d91a1a}-3.07\%$
test_exclude_nested	0.1017ms	69.4567μs	14.3975 KOps/s	14.4786 KOps/s	$\color{#d91a1a}-0.56\%$
test_empty[True]	0.3281ms	0.2801ms	3.5703 KOps/s	3.5877 KOps/s	$\color{#d91a1a}-0.49\%$
test_empty[False]	3.1591μs	0.8547μs	1.1700 MOps/s	1.1613 MOps/s	$\color{#35bf28}+0.75\%$
test_to	65.9920μs	26.4181μs	37.8529 KOps/s	37.3161 KOps/s	$\color{#35bf28}+1.44\%$
test_to_nonblocking	50.7710μs	25.4027μs	39.3658 KOps/s	39.5193 KOps/s	$\color{#d91a1a}-0.39\%$
test_unbind_speed	0.4440ms	0.3046ms	3.2833 KOps/s	3.3185 KOps/s	$\color{#d91a1a}-1.06\%$
test_unbind_speed_stack0	0.4405ms	0.2973ms	3.3639 KOps/s	3.3052 KOps/s	$\color{#35bf28}+1.78\%$
test_unbind_speed_stack1	92.9822ms	0.7651ms	1.3069 KOps/s	1.2860 KOps/s	$\color{#35bf28}+1.62\%$
test_split	94.7434ms	2.3404ms	427.2818 Ops/s	425.7900 Ops/s	$\color{#35bf28}+0.35\%$
test_chunk	97.5985ms	2.3113ms	432.6617 Ops/s	426.5588 Ops/s	$\color{#35bf28}+1.43\%$
test_creation[device0]	0.2305ms	0.1037ms	9.6409 KOps/s	9.6383 KOps/s	$\color{#35bf28}+0.03\%$
test_creation_from_tensor	0.2975ms	0.1051ms	9.5165 KOps/s	9.9773 KOps/s	$\color{#d91a1a}-4.62\%$
test_add_one[memmap_tensor0]	0.1793ms	8.9914μs	111.2172 KOps/s	115.2092 KOps/s	$\color{#d91a1a}-3.47\%$
test_contiguous[memmap_tensor0]	19.5910μs	2.1310μs	469.2525 KOps/s	463.0900 KOps/s	$\color{#35bf28}+1.33\%$
test_stack[memmap_tensor0]	0.1818ms	6.5226μs	153.3123 KOps/s	153.2391 KOps/s	$\color{#35bf28}+0.05\%$
test_memmaptd_index	1.2376ms	0.4408ms	2.2687 KOps/s	2.3335 KOps/s	$\color{#d91a1a}-2.78\%$
test_memmaptd_index_astensor	0.7893ms	0.4984ms	2.0063 KOps/s	2.0150 KOps/s	$\color{#d91a1a}-0.43\%$
test_memmaptd_index_op	1.5829ms	1.0799ms	925.9898 Ops/s	949.4534 Ops/s	$\color{#d91a1a}-2.47\%$
test_serialize_model	93.6437ms	89.4080ms	11.1847 Ops/s	10.8952 Ops/s	$\color{#35bf28}+2.66\%$
test_serialize_model_pickle	1.3611s	1.2392s	0.8070 Ops/s	0.8059 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_weights	0.1944s	98.1708ms	10.1863 Ops/s	11.0027 Ops/s	$\textbf{\color{#d91a1a}-7.42\%}$
test_serialize_weights_returnearly	0.2060s	66.0288ms	15.1449 Ops/s	16.2317 Ops/s	$\textbf{\color{#d91a1a}-6.70\%}$
test_serialize_weights_pickle	1.3526s	1.2372s	0.8083 Ops/s	0.8082 Ops/s	$+0.01\%$
test_reshape_pytree	0.2417ms	39.2029μs	25.5083 KOps/s	25.0249 KOps/s	$\color{#35bf28}+1.93\%$
test_reshape_td	0.1929ms	44.5621μs	22.4406 KOps/s	21.7982 KOps/s	$\color{#35bf28}+2.95\%$
test_view_pytree	0.2623ms	36.8663μs	27.1250 KOps/s	27.1621 KOps/s	$\color{#d91a1a}-0.14\%$
test_view_td	0.1563ms	49.4277μs	20.2316 KOps/s	21.0259 KOps/s	$\color{#d91a1a}-3.78\%$
test_unbind_pytree	0.2283ms	36.3860μs	27.4831 KOps/s	27.3808 KOps/s	$\color{#35bf28}+0.37\%$
test_unbind_td	0.4183ms	44.4948μs	22.4746 KOps/s	22.3745 KOps/s	$\color{#35bf28}+0.45\%$
test_split_pytree	0.3617ms	50.6613μs	19.7389 KOps/s	20.1031 KOps/s	$\color{#d91a1a}-1.81\%$
test_split_td	96.7878ms	68.3424μs	14.6322 KOps/s	14.2006 KOps/s	$\color{#35bf28}+3.04\%$
test_add_pytree	0.2051ms	55.5188μs	18.0119 KOps/s	17.6380 KOps/s	$\color{#35bf28}+2.12\%$
test_add_td	0.3095ms	94.9253μs	10.5346 KOps/s	10.7080 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_add_one_nested[tensordict-compile]	0.4164ms	0.2147ms	4.6570 KOps/s	4.6742 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_add_one_nested[tensordict-eager]	0.3281ms	0.1742ms	5.7416 KOps/s	5.8165 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_add_one_nested[pytree-compile]	0.3134ms	0.1475ms	6.7781 KOps/s	6.6084 KOps/s	$\color{#35bf28}+2.57\%$
test_compile_add_one_nested[pytree-eager]	0.3775ms	0.1850ms	5.4062 KOps/s	5.3694 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_copy_nested[tensordict-compile]	0.1482ms	21.9123μs	45.6365 KOps/s	45.7991 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_copy_nested[tensordict-eager]	0.1924ms	47.6843μs	20.9713 KOps/s	21.2852 KOps/s	$\color{#d91a1a}-1.47\%$
test_compile_copy_nested[pytree-compile]	0.1392ms	72.3732μs	13.8173 KOps/s	13.7376 KOps/s	$\color{#35bf28}+0.58\%$
test_compile_copy_nested[pytree-eager]	0.2055ms	59.0302μs	16.9405 KOps/s	16.8294 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_add_one_flat[tensordict-compile]	0.6141ms	0.3301ms	3.0295 KOps/s	3.0250 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_one_flat[tensordict-eager]	0.3912ms	0.2210ms	4.5249 KOps/s	4.5404 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_flat[tensorclass-compile]	0.3023ms	0.1337ms	7.4801 KOps/s	7.1980 KOps/s	$\color{#35bf28}+3.92\%$
test_compile_add_one_flat[tensorclass-eager]	0.2505ms	65.4559μs	15.2775 KOps/s	16.2403 KOps/s	$\textbf{\color{#d91a1a}-5.93\%}$
test_compile_add_one_flat[pytree-compile]	0.4671ms	0.3278ms	3.0510 KOps/s	3.0384 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_add_one_flat[pytree-eager]	0.7895ms	0.6078ms	1.6453 KOps/s	1.6514 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_add_self_flat[tensordict-eager]	0.4159ms	0.2674ms	3.7399 KOps/s	3.7341 KOps/s	$\color{#35bf28}+0.16\%$
test_compile_add_self_flat[tensordict-compile]	0.4404ms	0.3325ms	3.0074 KOps/s	2.9983 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_add_self_flat[tensorclass-eager]	0.2212ms	75.6263μs	13.2229 KOps/s	13.5227 KOps/s	$\color{#d91a1a}-2.22\%$
test_compile_add_self_flat[tensorclass-compile]	0.2977ms	0.1369ms	7.3046 KOps/s	7.3658 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_add_self_flat[pytree-eager]	0.6885ms	0.5065ms	1.9742 KOps/s	1.9426 KOps/s	$\color{#35bf28}+1.62\%$
test_compile_add_self_flat[pytree-compile]	0.4634ms	0.3272ms	3.0564 KOps/s	3.0412 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_copy_flat[tensordict-compile]	0.1594ms	18.9706μs	52.7131 KOps/s	55.4228 KOps/s	$\color{#d91a1a}-4.89\%$
test_compile_copy_flat[tensordict-eager]	54.4010μs	31.4898μs	31.7563 KOps/s	30.9740 KOps/s	$\color{#35bf28}+2.53\%$
test_compile_copy_flat[pytree-compile]	0.1093ms	75.9363μs	13.1689 KOps/s	13.2406 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_copy_flat[pytree-eager]	87.8110μs	59.9541μs	16.6794 KOps/s	16.4994 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_assign_and_add[tensordict-compile]	2.4594ms	0.8388ms	1.1922 KOps/s	1.0906 KOps/s	$\textbf{\color{#35bf28}+9.32\%}$
test_compile_assign_and_add[tensordict-eager]	3.6365ms	3.2962ms	303.3772 Ops/s	307.3915 Ops/s	$\color{#d91a1a}-1.31\%$
test_compile_assign_and_add[pytree-compile]	2.4248ms	0.8281ms	1.2075 KOps/s	1.1123 KOps/s	$\textbf{\color{#35bf28}+8.56\%}$
test_compile_assign_and_add[pytree-eager]	3.5212ms	3.1627ms	316.1895 Ops/s	310.6465 Ops/s	$\color{#35bf28}+1.78\%$
test_compile_indexing[tensor-tensordict-compile]	0.2634ms	0.1150ms	8.6967 KOps/s	8.7516 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_indexing[tensor-tensordict-eager]	0.2439ms	65.4362μs	15.2821 KOps/s	15.3250 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_indexing[tensor-tensorclass-compile]	0.3008ms	0.1047ms	9.5499 KOps/s	9.1015 KOps/s	$\color{#35bf28}+4.93\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2128ms	45.4191μs	22.0172 KOps/s	20.8227 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_compile_indexing[tensor-pytree-compile]	0.2812ms	0.1054ms	9.4850 KOps/s	8.9701 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_compile_indexing[tensor-pytree-eager]	0.2493ms	45.9047μs	21.7843 KOps/s	21.9498 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_indexing[slice-tensordict-compile]	0.3045ms	0.1424ms	7.0234 KOps/s	7.0913 KOps/s	$\color{#d91a1a}-0.96\%$
test_compile_indexing[slice-tensordict-eager]	0.1766ms	25.7466μs	38.8401 KOps/s	38.5085 KOps/s	$\color{#35bf28}+0.86\%$
test_compile_indexing[slice-tensorclass-compile]	0.3034ms	0.1371ms	7.2927 KOps/s	7.5084 KOps/s	$\color{#d91a1a}-2.87\%$
test_compile_indexing[slice-tensorclass-eager]	86.6720μs	22.2821μs	44.8791 KOps/s	45.0132 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_indexing[slice-pytree-compile]	0.2955ms	0.1360ms	7.3552 KOps/s	7.5240 KOps/s	$\color{#d91a1a}-2.24\%$
test_compile_indexing[slice-pytree-eager]	58.6110μs	21.9333μs	45.5927 KOps/s	43.3829 KOps/s	$\textbf{\color{#35bf28}+5.09\%}$
test_compile_indexing[int-tensordict-compile]	0.2987ms	0.1407ms	7.1096 KOps/s	6.7736 KOps/s	$\color{#35bf28}+4.96\%$
test_compile_indexing[int-tensordict-eager]	0.4991ms	25.1119μs	39.8217 KOps/s	33.5131 KOps/s	$\textbf{\color{#35bf28}+18.82\%}$
test_compile_indexing[int-tensorclass-compile]	0.2871ms	0.1327ms	7.5343 KOps/s	7.1579 KOps/s	$\textbf{\color{#35bf28}+5.26\%}$
test_compile_indexing[int-tensorclass-eager]	51.4710μs	21.8064μs	45.8580 KOps/s	41.9299 KOps/s	$\textbf{\color{#35bf28}+9.37\%}$
test_compile_indexing[int-pytree-compile]	0.3143ms	0.1356ms	7.3758 KOps/s	7.5322 KOps/s	$\color{#d91a1a}-2.08\%$
test_compile_indexing[int-pytree-eager]	52.9610μs	21.6448μs	46.2006 KOps/s	45.1448 KOps/s	$\color{#35bf28}+2.34\%$
test_mod_add[eager]	0.1945ms	33.9559μs	29.4500 KOps/s	29.0980 KOps/s	$\color{#35bf28}+1.21\%$
test_mod_add[compile]	0.2190ms	70.6468μs	14.1549 KOps/s	14.2204 KOps/s	$\color{#d91a1a}-0.46\%$
test_mod_add[compile-overhead]	0.2752ms	0.1414ms	7.0700 KOps/s	6.6876 KOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_mod_wrap[eager]	0.4354ms	0.2464ms	4.0585 KOps/s	4.0616 KOps/s	$\color{#d91a1a}-0.08\%$
test_mod_wrap[compile]	1.0979ms	0.2925ms	3.4183 KOps/s	3.3071 KOps/s	$\color{#35bf28}+3.36\%$
test_mod_wrap[compile-overhead]	8.2095ms	4.3297ms	230.9615 Ops/s	228.4069 Ops/s	$\color{#35bf28}+1.12\%$
test_mod_wrap_and_backward[eager]	1.6594ms	1.3414ms	745.5121 Ops/s	690.9436 Ops/s	$\textbf{\color{#35bf28}+7.90\%}$
test_mod_wrap_and_backward[compile]	1.5019ms	1.3336ms	749.8301 Ops/s	678.1777 Ops/s	$\textbf{\color{#35bf28}+10.57\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3301ms	0.9294ms	1.0760 KOps/s	986.2470 Ops/s	$\textbf{\color{#35bf28}+9.10\%}$
test_seq_add[eager]	0.2622ms	98.2476μs	10.1784 KOps/s	10.0941 KOps/s	$\color{#35bf28}+0.83\%$
test_seq_add[compile]	0.2350ms	81.9381μs	12.2043 KOps/s	12.2446 KOps/s	$\color{#d91a1a}-0.33\%$
test_seq_add[compile-overhead]	0.2887ms	0.1176ms	8.5063 KOps/s	8.5024 KOps/s	$\color{#35bf28}+0.05\%$
test_seq_wrap[eager]	0.5338ms	0.3885ms	2.5737 KOps/s	2.5631 KOps/s	$\color{#35bf28}+0.42\%$
test_seq_wrap[compile]	0.5113ms	0.3136ms	3.1891 KOps/s	3.0016 KOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_seq_wrap[compile-overhead]	0.3725ms	0.2274ms	4.3977 KOps/s	4.3137 KOps/s	$\color{#35bf28}+1.95\%$
test_func_call_runtime[False-eager]	0.9424ms	0.7571ms	1.3208 KOps/s	1.3417 KOps/s	$\color{#d91a1a}-1.56\%$
test_func_call_runtime[False-compile]	0.9851ms	0.8097ms	1.2350 KOps/s	1.2533 KOps/s	$\color{#d91a1a}-1.46\%$
test_func_call_runtime[False-compile-overhead]	0.5050ms	0.3710ms	2.6953 KOps/s	2.7140 KOps/s	$\color{#d91a1a}-0.69\%$
test_func_call_runtime[True-eager]	1.0944ms	0.9243ms	1.0819 KOps/s	1.0788 KOps/s	$\color{#35bf28}+0.29\%$
test_func_call_runtime[True-compile]	1.0117ms	0.8395ms	1.1912 KOps/s	1.1800 KOps/s	$\color{#35bf28}+0.95\%$
test_func_call_runtime[True-compile-overhead]	0.5797ms	0.4143ms	2.4138 KOps/s	2.3934 KOps/s	$\color{#35bf28}+0.85\%$
test_func_call_cm_runtime[False-eager]	0.9366ms	0.7696ms	1.2993 KOps/s	1.2830 KOps/s	$\color{#35bf28}+1.27\%$
test_func_call_cm_runtime[False-compile]	1.0328ms	0.8315ms	1.2026 KOps/s	1.2250 KOps/s	$\color{#d91a1a}-1.83\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5491ms	0.3775ms	2.6490 KOps/s	2.7043 KOps/s	$\color{#d91a1a}-2.04\%$
test_func_call_cm_runtime[True-eager]	1.2124ms	1.0282ms	972.5455 Ops/s	960.3480 Ops/s	$\color{#35bf28}+1.27\%$
test_func_call_cm_runtime[True-compile]	1.1753ms	0.9987ms	1.0013 KOps/s	953.1430 Ops/s	$\textbf{\color{#35bf28}+5.05\%}$
test_func_call_cm_runtime[True-compile-overhead]	1.2474ms	1.0018ms	998.1961 Ops/s	993.1546 Ops/s	$\color{#35bf28}+0.51\%$
test_distributed	0.3308ms	72.2553μs	13.8398 KOps/s	13.7449 KOps/s	$\color{#35bf28}+0.69\%$
test_tdmodule	0.1431ms	17.0830μs	58.5377 KOps/s	59.0100 KOps/s	$\color{#d91a1a}-0.80\%$
test_tdmodule_dispatch	0.1739ms	34.8234μs	28.7163 KOps/s	30.0280 KOps/s	$\color{#d91a1a}-4.37\%$
test_tdseq	35.6600μs	17.5558μs	56.9612 KOps/s	55.7614 KOps/s	$\color{#35bf28}+2.15\%$
test_tdseq_dispatch	0.1751ms	36.7719μs	27.1947 KOps/s	26.8795 KOps/s	$\color{#35bf28}+1.17\%$
test_instantiation_functorch	2.2072ms	1.9792ms	505.2628 Ops/s	499.2107 Ops/s	$\color{#35bf28}+1.21\%$
test_instantiation_td	2.2386ms	1.2898ms	775.3355 Ops/s	761.3316 Ops/s	$\color{#35bf28}+1.84\%$
test_exec_functorch	0.3673ms	0.2240ms	4.4634 KOps/s	4.6677 KOps/s	$\color{#d91a1a}-4.38\%$
test_exec_functional_call	0.4125ms	0.2221ms	4.5030 KOps/s	4.6723 KOps/s	$\color{#d91a1a}-3.62\%$
test_exec_td	0.4173ms	0.2308ms	4.3330 KOps/s	4.6054 KOps/s	$\textbf{\color{#d91a1a}-5.91\%}$
test_exec_td_decorator	1.1341ms	0.2820ms	3.5461 KOps/s	3.6516 KOps/s	$\color{#d91a1a}-2.89\%$
test_vmap_mlp_speed[True-True]	0.8991ms	0.6649ms	1.5041 KOps/s	1.5332 KOps/s	$\color{#d91a1a}-1.90\%$
test_vmap_mlp_speed[True-False]	0.8598ms	0.6602ms	1.5148 KOps/s	1.5372 KOps/s	$\color{#d91a1a}-1.46\%$
test_vmap_mlp_speed[False-True]	0.9875ms	0.5591ms	1.7886 KOps/s	1.7342 KOps/s	$\color{#35bf28}+3.14\%$
test_vmap_mlp_speed[False-False]	0.7774ms	0.5663ms	1.7658 KOps/s	1.7527 KOps/s	$\color{#35bf28}+0.75\%$
test_vmap_mlp_speed_decorator[True-True]	0.8829ms	0.6902ms	1.4488 KOps/s	1.4364 KOps/s	$\color{#35bf28}+0.86\%$
test_vmap_mlp_speed_decorator[True-False]	1.0267ms	0.6927ms	1.4436 KOps/s	1.4317 KOps/s	$\color{#35bf28}+0.83\%$
test_vmap_mlp_speed_decorator[False-True]	0.8083ms	0.6096ms	1.6405 KOps/s	1.6490 KOps/s	$\color{#d91a1a}-0.52\%$
test_vmap_mlp_speed_decorator[False-False]	0.8297ms	0.5996ms	1.6679 KOps/s	1.6450 KOps/s	$\color{#35bf28}+1.39\%$
test_vmap_transformer_speed[True-True]	9.0748ms	8.7052ms	114.8745 Ops/s	114.9565 Ops/s	$\color{#d91a1a}-0.07\%$
test_vmap_transformer_speed[True-False]	8.9616ms	8.6127ms	116.1071 Ops/s	114.8879 Ops/s	$\color{#35bf28}+1.06\%$
test_vmap_transformer_speed[False-True]	8.8609ms	8.5276ms	117.2666 Ops/s	115.9097 Ops/s	$\color{#35bf28}+1.17\%$
test_vmap_transformer_speed[False-False]	8.7791ms	8.4967ms	117.6921 Ops/s	115.2166 Ops/s	$\color{#35bf28}+2.15\%$
test_vmap_transformer_speed_decorator[True-True]	20.6089ms	20.2913ms	49.2823 Ops/s	49.0385 Ops/s	$\color{#35bf28}+0.50\%$
test_vmap_transformer_speed_decorator[True-False]	21.2659ms	20.3498ms	49.1405 Ops/s	49.0973 Ops/s	$\color{#35bf28}+0.09\%$
test_vmap_transformer_speed_decorator[False-True]	20.5133ms	20.1686ms	49.5820 Ops/s	49.6145 Ops/s	$\color{#d91a1a}-0.07\%$
test_vmap_transformer_speed_decorator[False-False]	20.9968ms	20.1569ms	49.6107 Ops/s	48.9257 Ops/s	$\color{#35bf28}+1.40\%$
test_to_module_speed[True]	1.2964ms	1.1414ms	876.1322 Ops/s	888.2681 Ops/s	$\color{#d91a1a}-1.37\%$
test_to_module_speed[False]	1.6293ms	1.1202ms	892.6889 Ops/s	900.5753 Ops/s	$\color{#d91a1a}-0.88\%$
test_tc_init	0.2404ms	41.2442μs	24.2458 KOps/s	25.4787 KOps/s	$\color{#d91a1a}-4.84\%$
test_tc_init_nested	0.1360ms	81.7382μs	12.2342 KOps/s	12.6262 KOps/s	$\color{#d91a1a}-3.11\%$
test_tc_first_layer_tensor	3.1914μs	0.7775μs	1.2861 MOps/s	1.2964 MOps/s	$\color{#d91a1a}-0.80\%$
test_tc_first_layer_nontensor	17.2810μs	2.5605μs	390.5417 KOps/s	396.8387 KOps/s	$\color{#d91a1a}-1.59\%$
test_tc_second_layer_tensor	41.2607μs	1.6252μs	615.2926 KOps/s	630.3589 KOps/s	$\color{#d91a1a}-2.39\%$
test_tc_second_layer_nontensor	17.5710μs	3.3825μs	295.6432 KOps/s	301.3063 KOps/s	$\color{#d91a1a}-1.88\%$
test_unbind	0.1854s	10.5794ms	94.5238 Ops/s	61.4573 Ops/s	$\textbf{\color{#35bf28}+53.80\%}$
test_full_like	0.1728s	0.6648ms	1.5043 KOps/s	1.7292 KOps/s	$\textbf{\color{#d91a1a}-13.01\%}$
test_zeros_like	0.4153ms	0.1981ms	5.0475 KOps/s	5.0451 KOps/s	$\color{#35bf28}+0.05\%$
test_ones_like	0.3867ms	0.1981ms	5.0491 KOps/s	5.0501 KOps/s	$\color{#d91a1a}-0.02\%$
test_clone	0.5733ms	0.4153ms	2.4078 KOps/s	2.4148 KOps/s	$\color{#d91a1a}-0.29\%$
test_squeeze	0.1208ms	10.6293μs	94.0794 KOps/s	93.1845 KOps/s	$\color{#35bf28}+0.96\%$
test_unsqueeze	0.2169ms	79.8577μs	12.5223 KOps/s	12.5163 KOps/s	$\color{#35bf28}+0.05\%$
test_split	0.4352ms	0.1704ms	5.8676 KOps/s	5.7597 KOps/s	$\color{#35bf28}+1.87\%$
test_permute	0.3679ms	0.1946ms	5.1399 KOps/s	5.3531 KOps/s	$\color{#d91a1a}-3.98\%$
test_stack	1.3996ms	0.8651ms	1.1560 KOps/s	1.1155 KOps/s	$\color{#35bf28}+3.63\%$
test_cat	1.3612ms	1.2324ms	811.4076 Ops/s	811.4126 Ops/s	$-0.00\%$