[BugFix] Fix buffer identity in Params._apply

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	55.7440μs	24.6096μs	40.6346 KOps/s	42.4670 KOps/s	$\color{#d91a1a}-4.31\%$
test_plain_set_stack_nested	76.8840μs	24.7640μs	40.3812 KOps/s	41.6956 KOps/s	$\color{#d91a1a}-3.15\%$
test_plain_set_nested_inplace	58.2390μs	26.6816μs	37.4790 KOps/s	38.2023 KOps/s	$\color{#d91a1a}-1.89\%$
test_plain_set_stack_nested_inplace	72.2660μs	26.5134μs	37.7167 KOps/s	38.1048 KOps/s	$\color{#d91a1a}-1.02\%$
test_items	36.3580μs	4.2026μs	237.9466 KOps/s	242.7801 KOps/s	$\color{#d91a1a}-1.99\%$
test_items_nested	0.6618ms	0.3868ms	2.5855 KOps/s	2.6107 KOps/s	$\color{#d91a1a}-0.97\%$
test_items_nested_locked	0.5677ms	0.3841ms	2.6037 KOps/s	2.6154 KOps/s	$\color{#d91a1a}-0.45\%$
test_items_nested_leaf	0.1605ms	79.2218μs	12.6228 KOps/s	12.4276 KOps/s	$\color{#35bf28}+1.57\%$
test_items_stack_nested	0.7276ms	0.3893ms	2.5688 KOps/s	2.5739 KOps/s	$\color{#d91a1a}-0.20\%$
test_items_stack_nested_leaf	0.1569ms	81.7171μs	12.2373 KOps/s	12.1176 KOps/s	$\color{#35bf28}+0.99\%$
test_items_stack_nested_locked	0.7269ms	0.3877ms	2.5795 KOps/s	2.5843 KOps/s	$\color{#d91a1a}-0.19\%$
test_keys	40.4960μs	3.4518μs	289.7079 KOps/s	283.8768 KOps/s	$\color{#35bf28}+2.05\%$
test_keys_nested	0.2583ms	0.1324ms	7.5516 KOps/s	7.4861 KOps/s	$\color{#35bf28}+0.87\%$
test_keys_nested_locked	1.7245ms	0.1380ms	7.2487 KOps/s	7.2017 KOps/s	$\color{#35bf28}+0.65\%$
test_keys_nested_leaf	0.2302ms	0.1158ms	8.6348 KOps/s	8.5272 KOps/s	$\color{#35bf28}+1.26\%$
test_keys_stack_nested	0.2209ms	0.1322ms	7.5618 KOps/s	7.4528 KOps/s	$\color{#35bf28}+1.46\%$
test_keys_stack_nested_leaf	0.2343ms	0.1156ms	8.6530 KOps/s	8.6141 KOps/s	$\color{#35bf28}+0.45\%$
test_keys_stack_nested_locked	0.2562ms	0.1378ms	7.2544 KOps/s	7.1889 KOps/s	$\color{#35bf28}+0.91\%$
test_values	5.6206μs	1.0032μs	996.8197 KOps/s	987.1183 KOps/s	$\color{#35bf28}+0.98\%$
test_values_nested	0.1656ms	93.0733μs	10.7442 KOps/s	10.7583 KOps/s	$\color{#d91a1a}-0.13\%$
test_values_nested_locked	0.1761ms	93.1152μs	10.7394 KOps/s	11.1678 KOps/s	$\color{#d91a1a}-3.84\%$
test_values_nested_leaf	0.1449ms	78.2157μs	12.7851 KOps/s	12.6278 KOps/s	$\color{#35bf28}+1.25\%$
test_values_stack_nested	0.1717ms	92.5286μs	10.8075 KOps/s	10.6559 KOps/s	$\color{#35bf28}+1.42\%$
test_values_stack_nested_leaf	0.1451ms	77.9509μs	12.8286 KOps/s	12.5958 KOps/s	$\color{#35bf28}+1.85\%$
test_values_stack_nested_locked	0.1929ms	92.6661μs	10.7914 KOps/s	10.2661 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_membership	3.8416μs	0.7241μs	1.3810 MOps/s	1.3878 MOps/s	$\color{#d91a1a}-0.49\%$
test_membership_nested	21.3710μs	2.7066μs	369.4710 KOps/s	359.5610 KOps/s	$\color{#35bf28}+2.76\%$
test_membership_nested_leaf	21.7110μs	2.7499μs	363.6560 KOps/s	358.4228 KOps/s	$\color{#35bf28}+1.46\%$
test_membership_stacked_nested	24.9160μs	2.7630μs	361.9203 KOps/s	363.2261 KOps/s	$\color{#d91a1a}-0.36\%$
test_membership_stacked_nested_leaf	20.2780μs	2.7068μs	369.4373 KOps/s	362.4257 KOps/s	$\color{#35bf28}+1.93\%$
test_membership_nested_last	34.0320μs	4.1905μs	238.6333 KOps/s	237.8428 KOps/s	$\color{#35bf28}+0.33\%$
test_membership_nested_leaf_last	25.4880μs	4.2166μs	237.1598 KOps/s	235.3067 KOps/s	$\color{#35bf28}+0.79\%$
test_membership_stacked_nested_last	22.7320μs	4.1738μs	239.5873 KOps/s	237.5110 KOps/s	$\color{#35bf28}+0.87\%$
test_membership_stacked_nested_leaf_last	36.0180μs	4.1990μs	238.1512 KOps/s	239.4407 KOps/s	$\color{#d91a1a}-0.54\%$
test_nested_getleaf	32.3410μs	10.3819μs	96.3219 KOps/s	96.4603 KOps/s	$\color{#d91a1a}-0.14\%$
test_nested_get	54.3920μs	9.8055μs	101.9834 KOps/s	100.7796 KOps/s	$\color{#35bf28}+1.19\%$
test_stacked_getleaf	38.5720μs	10.3317μs	96.7899 KOps/s	96.1952 KOps/s	$\color{#35bf28}+0.62\%$
test_stacked_get	32.1600μs	9.9580μs	100.4217 KOps/s	100.1668 KOps/s	$\color{#35bf28}+0.25\%$
test_nested_getitemleaf	38.6520μs	10.7978μs	92.6115 KOps/s	94.1405 KOps/s	$\color{#d91a1a}-1.62\%$
test_nested_getitem	39.7050μs	10.1137μs	98.8758 KOps/s	99.0502 KOps/s	$\color{#d91a1a}-0.18\%$
test_stacked_getitemleaf	36.9400μs	10.7653μs	92.8910 KOps/s	91.9990 KOps/s	$\color{#35bf28}+0.97\%$
test_stacked_getitem	28.9740μs	10.0821μs	99.1854 KOps/s	98.2371 KOps/s	$\color{#35bf28}+0.97\%$
test_lock_nested	84.1662ms	0.5956ms	1.6791 KOps/s	1.9725 KOps/s	$\textbf{\color{#d91a1a}-14.88\%}$
test_lock_stack_nested	1.0612ms	0.4776ms	2.0936 KOps/s	2.1006 KOps/s	$\color{#d91a1a}-0.33\%$
test_unlock_nested	84.8606ms	0.5123ms	1.9520 KOps/s	2.3435 KOps/s	$\textbf{\color{#d91a1a}-16.71\%}$
test_unlock_stack_nested	0.7183ms	0.3918ms	2.5524 KOps/s	2.5592 KOps/s	$\color{#d91a1a}-0.27\%$
test_flatten_speed	0.2061ms	0.1010ms	9.9000 KOps/s	9.9730 KOps/s	$\color{#d91a1a}-0.73\%$
test_unflatten_speed	0.9770ms	0.5050ms	1.9801 KOps/s	1.9451 KOps/s	$\color{#35bf28}+1.80\%$
test_common_ops	2.0914ms	1.1420ms	875.6421 Ops/s	865.4323 Ops/s	$\color{#35bf28}+1.18\%$
test_creation	19.4370μs	2.0507μs	487.6280 KOps/s	487.1589 KOps/s	$\color{#35bf28}+0.10\%$
test_creation_empty	55.4740μs	18.9703μs	52.7139 KOps/s	56.0749 KOps/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_creation_nested_1	53.8410μs	22.3827μs	44.6773 KOps/s	46.5505 KOps/s	$\color{#d91a1a}-4.02\%$
test_creation_nested_2	62.6480μs	26.6807μs	37.4803 KOps/s	38.6081 KOps/s	$\color{#d91a1a}-2.92\%$
test_clone	62.3770μs	17.2017μs	58.1337 KOps/s	57.7540 KOps/s	$\color{#35bf28}+0.66\%$
test_getitem[int]	1.1145ms	16.5052μs	60.5869 KOps/s	60.3235 KOps/s	$\color{#35bf28}+0.44\%$
test_getitem[slice_int]	0.1365ms	30.2472μs	33.0609 KOps/s	33.4595 KOps/s	$\color{#d91a1a}-1.19\%$
test_getitem[range]	0.1937ms	57.4611μs	17.4031 KOps/s	16.8940 KOps/s	$\color{#35bf28}+3.01\%$
test_getitem[tuple]	0.1282ms	24.7003μs	40.4854 KOps/s	40.4768 KOps/s	$\color{#35bf28}+0.02\%$
test_getitem[list]	0.1912ms	53.4631μs	18.7045 KOps/s	18.5930 KOps/s	$\color{#35bf28}+0.60\%$
test_setitem_dim[int]	77.2740μs	32.8649μs	30.4276 KOps/s	30.2262 KOps/s	$\color{#35bf28}+0.67\%$
test_setitem_dim[slice_int]	0.1019ms	60.3920μs	16.5585 KOps/s	15.7000 KOps/s	$\textbf{\color{#35bf28}+5.47\%}$
test_setitem_dim[range]	0.1159ms	82.2404μs	12.1595 KOps/s	11.6819 KOps/s	$\color{#35bf28}+4.09\%$
test_setitem_dim[tuple]	93.0540μs	48.2461μs	20.7271 KOps/s	20.2839 KOps/s	$\color{#35bf28}+2.18\%$
test_setitem	95.7290μs	31.3231μs	31.9254 KOps/s	32.6005 KOps/s	$\color{#d91a1a}-2.07\%$
test_set	0.1008ms	30.4004μs	32.8943 KOps/s	33.3476 KOps/s	$\color{#d91a1a}-1.36\%$
test_set_shared	3.6019ms	0.2202ms	4.5423 KOps/s	4.5032 KOps/s	$\color{#35bf28}+0.87\%$
test_update	0.1439ms	39.4697μs	25.3359 KOps/s	25.5976 KOps/s	$\color{#d91a1a}-1.02\%$
test_update_nested	0.1051ms	49.2683μs	20.2970 KOps/s	20.1716 KOps/s	$\color{#35bf28}+0.62\%$
test_update__nested	0.1131ms	36.9488μs	27.0645 KOps/s	26.1808 KOps/s	$\color{#35bf28}+3.38\%$
test_set_nested	88.7570μs	34.2226μs	29.2205 KOps/s	30.1459 KOps/s	$\color{#d91a1a}-3.07\%$
test_set_nested_new	92.4830μs	38.5246μs	25.9574 KOps/s	26.3441 KOps/s	$\color{#d91a1a}-1.47\%$
test_select	0.1102ms	56.3271μs	17.7535 KOps/s	18.3920 KOps/s	$\color{#d91a1a}-3.47\%$
test_select_nested	0.1543ms	59.3087μs	16.8609 KOps/s	16.9933 KOps/s	$\color{#d91a1a}-0.78\%$
test_exclude_nested	0.1523ms	73.3650μs	13.6305 KOps/s	13.5678 KOps/s	$\color{#35bf28}+0.46\%$
test_empty[True]	0.7202ms	0.3482ms	2.8722 KOps/s	2.8636 KOps/s	$\color{#35bf28}+0.30\%$
test_empty[False]	6.1440μs	1.2208μs	819.1466 KOps/s	836.1229 KOps/s	$\color{#d91a1a}-2.03\%$
test_unbind_speed	0.4537ms	0.2969ms	3.3685 KOps/s	3.2797 KOps/s	$\color{#35bf28}+2.71\%$
test_unbind_speed_stack0	0.5812ms	0.2971ms	3.3657 KOps/s	3.3516 KOps/s	$\color{#35bf28}+0.42\%$
test_unbind_speed_stack1	88.9067ms	0.8225ms	1.2158 KOps/s	1.3241 KOps/s	$\textbf{\color{#d91a1a}-8.18\%}$
test_split	78.9165ms	2.1433ms	466.5613 Ops/s	470.6696 Ops/s	$\color{#d91a1a}-0.87\%$
test_chunk	2.6994ms	1.9822ms	504.4977 Ops/s	470.4617 Ops/s	$\textbf{\color{#35bf28}+7.23\%}$
test_creation[device0]	3.6539ms	0.1198ms	8.3487 KOps/s	8.4426 KOps/s	$\color{#d91a1a}-1.11\%$
test_creation_from_tensor	0.2708ms	0.1179ms	8.4794 KOps/s	8.3332 KOps/s	$\color{#35bf28}+1.75\%$
test_add_one[memmap_tensor0]	0.1666ms	7.4014μs	135.1089 KOps/s	133.2986 KOps/s	$\color{#35bf28}+1.36\%$
test_contiguous[memmap_tensor0]	13.0240μs	1.8820μs	531.3358 KOps/s	520.9288 KOps/s	$\color{#35bf28}+2.00\%$
test_stack[memmap_tensor0]	38.5630μs	5.6375μs	177.3842 KOps/s	170.0613 KOps/s	$\color{#35bf28}+4.31\%$
test_memmaptd_index	1.1367ms	0.4084ms	2.4489 KOps/s	2.4008 KOps/s	$\color{#35bf28}+2.00\%$
test_memmaptd_index_astensor	0.7890ms	0.5147ms	1.9430 KOps/s	1.9274 KOps/s	$\color{#35bf28}+0.81\%$
test_memmaptd_index_op	1.9089ms	1.0917ms	915.9794 Ops/s	937.7689 Ops/s	$\color{#d91a1a}-2.32\%$
test_serialize_model	0.1315s	0.1186s	8.4319 Ops/s	8.4994 Ops/s	$\color{#d91a1a}-0.79\%$
test_serialize_model_pickle	0.4457s	0.3864s	2.5877 Ops/s	2.5813 Ops/s	$\color{#35bf28}+0.25\%$
test_serialize_weights	0.1340s	0.1198s	8.3485 Ops/s	8.4741 Ops/s	$\color{#d91a1a}-1.48\%$
test_serialize_weights_returnearly	0.1834s	0.1579s	6.3314 Ops/s	6.2450 Ops/s	$\color{#35bf28}+1.38\%$
test_serialize_weights_pickle	0.4658s	0.4135s	2.4183 Ops/s	2.3493 Ops/s	$\color{#35bf28}+2.94\%$
test_serialize_weights_filesystem	0.2253s	0.1508s	6.6296 Ops/s	7.1030 Ops/s	$\textbf{\color{#d91a1a}-6.66\%}$
test_serialize_model_filesystem	0.1493s	0.1427s	7.0084 Ops/s	6.2125 Ops/s	$\textbf{\color{#35bf28}+12.81\%}$
test_reshape_pytree	0.1046ms	38.7083μs	25.8343 KOps/s	25.9929 KOps/s	$\color{#d91a1a}-0.61\%$
test_reshape_td	0.1112ms	46.0551μs	21.7131 KOps/s	21.9244 KOps/s	$\color{#d91a1a}-0.96\%$
test_view_pytree	93.0840μs	38.5132μs	25.9651 KOps/s	26.1955 KOps/s	$\color{#d91a1a}-0.88\%$
test_view_td	0.1371ms	51.0477μs	19.5895 KOps/s	19.6081 KOps/s	$\color{#d91a1a}-0.09\%$
test_unbind_pytree	82.8550μs	35.0765μs	28.5091 KOps/s	27.8912 KOps/s	$\color{#35bf28}+2.22\%$
test_unbind_td	0.2981ms	44.8084μs	22.3173 KOps/s	22.4790 KOps/s	$\color{#d91a1a}-0.72\%$
test_split_pytree	82.0030μs	37.5809μs	26.6093 KOps/s	26.3155 KOps/s	$\color{#35bf28}+1.12\%$
test_split_td	0.5602ms	56.4583μs	17.7122 KOps/s	17.6406 KOps/s	$\color{#35bf28}+0.41\%$
test_add_pytree	0.1186ms	44.9043μs	22.2696 KOps/s	22.2594 KOps/s	$\color{#35bf28}+0.05\%$
test_add_td	0.1771ms	89.1935μs	11.2116 KOps/s	11.7151 KOps/s	$\color{#d91a1a}-4.30\%$
test_compile_add_one_nested[tensordict-compile]	0.1357ms	59.4903μs	16.8095 KOps/s	17.0709 KOps/s	$\color{#d91a1a}-1.53\%$
test_compile_add_one_nested[tensordict-eager]	0.2874ms	0.1949ms	5.1297 KOps/s	5.0665 KOps/s	$\color{#35bf28}+1.25\%$
test_compile_add_one_nested[pytree-compile]	0.1225ms	57.1479μs	17.4985 KOps/s	17.7243 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_add_one_nested[pytree-eager]	0.2389ms	0.1381ms	7.2392 KOps/s	7.0571 KOps/s	$\color{#35bf28}+2.58\%$
test_compile_copy_nested[tensordict-compile]	60.6140μs	23.8347μs	41.9556 KOps/s	41.8864 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_copy_nested[tensordict-eager]	0.1538ms	73.0623μs	13.6870 KOps/s	13.4736 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_copy_nested[pytree-compile]	0.1588ms	75.3914μs	13.2641 KOps/s	13.3838 KOps/s	$\color{#d91a1a}-0.89\%$
test_compile_copy_nested[pytree-eager]	0.1318ms	67.8762μs	14.7327 KOps/s	14.7876 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_add_one_flat[tensordict-compile]	0.3357ms	0.1810ms	5.5245 KOps/s	5.4906 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_add_one_flat[tensordict-eager]	0.4684ms	0.2432ms	4.1124 KOps/s	4.1261 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_add_one_flat[tensorclass-compile]	0.1149ms	48.3995μs	20.6614 KOps/s	19.7517 KOps/s	$\color{#35bf28}+4.61\%$
test_compile_add_one_flat[tensorclass-eager]	0.1564ms	77.4708μs	12.9081 KOps/s	12.8922 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_add_one_flat[pytree-compile]	0.2684ms	0.1750ms	5.7158 KOps/s	5.6919 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_add_one_flat[pytree-eager]	0.4896ms	0.2869ms	3.4851 KOps/s	3.4495 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_self_flat[tensordict-eager]	0.3988ms	0.2762ms	3.6207 KOps/s	3.6008 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_add_self_flat[tensordict-compile]	0.3512ms	0.1872ms	5.3411 KOps/s	5.5152 KOps/s	$\color{#d91a1a}-3.16\%$
test_compile_add_self_flat[tensorclass-eager]	0.1499ms	74.7216μs	13.3830 KOps/s	13.5513 KOps/s	$\color{#d91a1a}-1.24\%$
test_compile_add_self_flat[tensorclass-compile]	0.1076ms	50.9805μs	19.6153 KOps/s	19.6735 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_add_self_flat[pytree-eager]	0.4983ms	0.2339ms	4.2745 KOps/s	4.2062 KOps/s	$\color{#35bf28}+1.62\%$
test_compile_add_self_flat[pytree-compile]	0.3429ms	0.1757ms	5.6904 KOps/s	5.6006 KOps/s	$\color{#35bf28}+1.60\%$
test_compile_copy_flat[tensordict-compile]	0.2462ms	0.1121ms	8.9199 KOps/s	9.0130 KOps/s	$\color{#d91a1a}-1.03\%$
test_compile_copy_flat[tensordict-eager]	0.1727ms	78.1945μs	12.7886 KOps/s	12.9967 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_copy_flat[pytree-compile]	0.1597ms	76.4944μs	13.0728 KOps/s	13.2247 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_copy_flat[pytree-eager]	0.1502ms	68.4983μs	14.5989 KOps/s	14.7656 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_assign_and_add[tensordict-compile]	0.2988ms	0.1944ms	5.1429 KOps/s	5.1171 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_assign_and_add[tensordict-eager]	2.4980ms	1.7783ms	562.3300 Ops/s	560.8074 Ops/s	$\color{#35bf28}+0.27\%$
test_compile_assign_and_add[pytree-compile]	0.2650ms	0.1922ms	5.2018 KOps/s	5.1258 KOps/s	$\color{#35bf28}+1.48\%$
test_compile_assign_and_add[pytree-eager]	1.3620ms	1.0926ms	915.2155 Ops/s	895.1707 Ops/s	$\color{#35bf28}+2.24\%$
test_compile_assign_and_add_stack[compile]	0.5876ms	0.4153ms	2.4078 KOps/s	2.3412 KOps/s	$\color{#35bf28}+2.84\%$
test_compile_assign_and_add_stack[eager]	4.4277ms	4.2296ms	236.4276 Ops/s	244.9006 Ops/s	$\color{#d91a1a}-3.46\%$
test_compile_indexing[tensor-tensordict-compile]	96.0110μs	35.0848μs	28.5023 KOps/s	28.6364 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_indexing[tensor-tensordict-eager]	0.9532ms	47.7895μs	20.9251 KOps/s	20.4903 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_indexing[tensor-tensorclass-compile]	91.0010μs	30.9884μs	32.2702 KOps/s	33.3867 KOps/s	$\color{#d91a1a}-3.34\%$
test_compile_indexing[tensor-tensorclass-eager]	94.1170μs	30.2147μs	33.0965 KOps/s	34.5420 KOps/s	$\color{#d91a1a}-4.18\%$
test_compile_indexing[tensor-pytree-compile]	95.6190μs	31.2246μs	32.0260 KOps/s	33.5730 KOps/s	$\color{#d91a1a}-4.61\%$
test_compile_indexing[tensor-pytree-eager]	74.8500μs	29.6742μs	33.6993 KOps/s	34.5664 KOps/s	$\color{#d91a1a}-2.51\%$
test_compile_indexing[slice-tensordict-compile]	0.1680ms	74.3905μs	13.4426 KOps/s	13.5352 KOps/s	$\color{#d91a1a}-0.68\%$
test_compile_indexing[slice-tensordict-eager]	0.3524ms	27.7124μs	36.0849 KOps/s	36.8127 KOps/s	$\color{#d91a1a}-1.98\%$
test_compile_indexing[slice-tensorclass-compile]	0.1483ms	68.8621μs	14.5218 KOps/s	14.2527 KOps/s	$\color{#35bf28}+1.89\%$
test_compile_indexing[slice-tensorclass-eager]	64.5710μs	23.3329μs	42.8579 KOps/s	43.0635 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_indexing[slice-pytree-compile]	0.1286ms	68.5279μs	14.5926 KOps/s	14.3659 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_indexing[slice-pytree-eager]	76.6230μs	22.8899μs	43.6874 KOps/s	43.1064 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[int-tensordict-compile]	0.1640ms	73.6492μs	13.5779 KOps/s	13.2159 KOps/s	$\color{#35bf28}+2.74\%$
test_compile_indexing[int-tensordict-eager]	0.9066ms	27.1909μs	36.7770 KOps/s	37.3400 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_indexing[int-tensorclass-compile]	0.1233ms	68.9636μs	14.5004 KOps/s	14.4290 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_indexing[int-tensorclass-eager]	67.2660μs	22.7572μs	43.9421 KOps/s	43.8511 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[int-pytree-compile]	0.1413ms	68.2770μs	14.6462 KOps/s	14.5487 KOps/s	$\color{#35bf28}+0.67\%$
test_compile_indexing[int-pytree-eager]	71.9250μs	22.9055μs	43.6576 KOps/s	43.4821 KOps/s	$\color{#35bf28}+0.40\%$
test_mod_add[eager]	0.1096ms	25.3603μs	39.4317 KOps/s	40.4079 KOps/s	$\color{#d91a1a}-2.42\%$
test_mod_add[compile]	0.1006ms	39.3955μs	25.3836 KOps/s	25.8447 KOps/s	$\color{#d91a1a}-1.78\%$
test_mod_add[compile-overhead]	0.1035ms	40.1595μs	24.9007 KOps/s	25.4467 KOps/s	$\color{#d91a1a}-2.15\%$
test_mod_wrap[eager]	0.3423ms	0.2154ms	4.6419 KOps/s	4.7290 KOps/s	$\color{#d91a1a}-1.84\%$
test_mod_wrap[compile]	0.3880ms	0.2314ms	4.3220 KOps/s	4.2318 KOps/s	$\color{#35bf28}+2.13\%$
test_mod_wrap[compile-overhead]	0.3486ms	0.2313ms	4.3230 KOps/s	4.3073 KOps/s	$\color{#35bf28}+0.37\%$
test_mod_wrap_and_backward[eager]	13.1525ms	10.7628ms	92.9125 Ops/s	72.3895 Ops/s	$\textbf{\color{#35bf28}+28.35\%}$
test_mod_wrap_and_backward[compile]	12.3013ms	10.7369ms	93.1366 Ops/s	75.8383 Ops/s	$\textbf{\color{#35bf28}+22.81\%}$
test_mod_wrap_and_backward[compile-overhead]	12.1912ms	10.5595ms	94.7016 Ops/s	81.3074 Ops/s	$\textbf{\color{#35bf28}+16.47\%}$
test_seq_add[eager]	0.1796ms	94.9141μs	10.5358 KOps/s	10.8149 KOps/s	$\color{#d91a1a}-2.58\%$
test_seq_add[compile]	0.1253ms	65.5788μs	15.2488 KOps/s	15.3408 KOps/s	$\color{#d91a1a}-0.60\%$
test_seq_add[compile-overhead]	0.1315ms	65.5788μs	15.2488 KOps/s	15.5401 KOps/s	$\color{#d91a1a}-1.87\%$
test_seq_wrap[eager]	0.6397ms	0.3958ms	2.5265 KOps/s	2.5928 KOps/s	$\color{#d91a1a}-2.56\%$
test_seq_wrap[compile]	1.1949ms	0.2761ms	3.6215 KOps/s	3.7036 KOps/s	$\color{#d91a1a}-2.22\%$
test_seq_wrap[compile-overhead]	1.1633ms	0.2733ms	3.6596 KOps/s	3.6534 KOps/s	$\color{#35bf28}+0.17\%$
test_func_call_runtime[False-eager]	0.9202ms	0.5328ms	1.8767 KOps/s	1.9053 KOps/s	$\color{#d91a1a}-1.50\%$
test_func_call_runtime[False-compile]	0.6225ms	0.5113ms	1.9559 KOps/s	1.9722 KOps/s	$\color{#d91a1a}-0.83\%$
test_func_call_runtime[False-compile-overhead]	0.8143ms	0.5076ms	1.9700 KOps/s	1.9684 KOps/s	$\color{#35bf28}+0.08\%$
test_func_call_runtime[True-eager]	0.9788ms	0.7481ms	1.3367 KOps/s	1.3439 KOps/s	$\color{#d91a1a}-0.54\%$
test_func_call_runtime[True-compile]	0.6938ms	0.5248ms	1.9056 KOps/s	1.9156 KOps/s	$\color{#d91a1a}-0.52\%$
test_func_call_runtime[True-compile-overhead]	0.8749ms	0.5248ms	1.9053 KOps/s	1.9366 KOps/s	$\color{#d91a1a}-1.62\%$
test_func_call_cm_runtime[False-eager]	0.8742ms	0.5302ms	1.8859 KOps/s	1.8906 KOps/s	$\color{#d91a1a}-0.25\%$
test_func_call_cm_runtime[False-compile]	0.6453ms	0.5069ms	1.9726 KOps/s	1.9735 KOps/s	$\color{#d91a1a}-0.05\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8427ms	0.5121ms	1.9528 KOps/s	1.9684 KOps/s	$\color{#d91a1a}-0.79\%$
test_func_call_cm_runtime[True-eager]	1.9263ms	0.9103ms	1.0986 KOps/s	1.1139 KOps/s	$\color{#d91a1a}-1.38\%$
test_func_call_cm_runtime[True-compile]	1.0845ms	0.7516ms	1.3304 KOps/s	1.3441 KOps/s	$\color{#d91a1a}-1.02\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8695ms	0.7598ms	1.3162 KOps/s	1.3271 KOps/s	$\color{#d91a1a}-0.82\%$
test_vmap_func_call_cm_runtime[eager]	2.5414ms	1.9153ms	522.1048 Ops/s	520.9826 Ops/s	$\color{#35bf28}+0.22\%$
test_vmap_func_call_cm_runtime[compile]	2.5421ms	1.9772ms	505.7551 Ops/s	503.6587 Ops/s	$\color{#35bf28}+0.42\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.5956ms	1.9834ms	504.1819 Ops/s	502.4631 Ops/s	$\color{#35bf28}+0.34\%$
test_distributed	0.3164ms	0.1262ms	7.9247 KOps/s	7.7530 KOps/s	$\color{#35bf28}+2.22\%$
test_tdmodule	71.5450μs	18.5969μs	53.7724 KOps/s	54.9578 KOps/s	$\color{#d91a1a}-2.16\%$
test_tdmodule_dispatch	66.0740μs	36.9870μs	27.0365 KOps/s	27.7920 KOps/s	$\color{#d91a1a}-2.72\%$
test_tdseq	50.0140μs	21.2976μs	46.9536 KOps/s	47.6539 KOps/s	$\color{#d91a1a}-1.47\%$
test_tdseq_dispatch	73.9390μs	42.6893μs	23.4251 KOps/s	24.2706 KOps/s	$\color{#d91a1a}-3.48\%$
test_instantiation_functorch	1.7617ms	1.5746ms	635.0830 Ops/s	633.7333 Ops/s	$\color{#35bf28}+0.21\%$
test_instantiation_td	1.8123ms	1.1718ms	853.3597 Ops/s	856.5842 Ops/s	$\color{#d91a1a}-0.38\%$
test_exec_functorch	0.4215ms	0.1834ms	5.4534 KOps/s	5.3966 KOps/s	$\color{#35bf28}+1.05\%$
test_exec_functional_call	0.3442ms	0.1755ms	5.6988 KOps/s	5.6358 KOps/s	$\color{#35bf28}+1.12\%$
test_exec_td	0.3519ms	0.2015ms	4.9623 KOps/s	4.7445 KOps/s	$\color{#35bf28}+4.59\%$
test_exec_td_decorator	0.3723ms	0.2349ms	4.2565 KOps/s	4.2509 KOps/s	$\color{#35bf28}+0.13\%$
test_vmap_mlp_speed[True-True]	1.1833ms	0.7115ms	1.4055 KOps/s	1.4566 KOps/s	$\color{#d91a1a}-3.51\%$
test_vmap_mlp_speed[True-False]	0.8471ms	0.6898ms	1.4497 KOps/s	1.4730 KOps/s	$\color{#d91a1a}-1.59\%$
test_vmap_mlp_speed[False-True]	0.8725ms	0.5414ms	1.8470 KOps/s	1.8760 KOps/s	$\color{#d91a1a}-1.54\%$
test_vmap_mlp_speed[False-False]	0.9029ms	0.5482ms	1.8242 KOps/s	1.8637 KOps/s	$\color{#d91a1a}-2.12\%$
test_vmap_mlp_speed_decorator[True-True]	1.2759ms	0.6513ms	1.5353 KOps/s	1.5565 KOps/s	$\color{#d91a1a}-1.36\%$
test_vmap_mlp_speed_decorator[True-False]	0.8095ms	0.6505ms	1.5372 KOps/s	1.5584 KOps/s	$\color{#d91a1a}-1.36\%$
test_vmap_mlp_speed_decorator[False-True]	0.8903ms	0.5424ms	1.8436 KOps/s	1.8843 KOps/s	$\color{#d91a1a}-2.16\%$
test_vmap_mlp_speed_decorator[False-False]	0.6764ms	0.5340ms	1.8725 KOps/s	1.8739 KOps/s	$\color{#d91a1a}-0.07\%$
test_to_module_speed[True]	2.3119ms	1.3947ms	717.0183 Ops/s	714.3941 Ops/s	$\color{#35bf28}+0.37\%$
test_to_module_speed[False]	2.3317ms	1.3584ms	736.1858 Ops/s	730.8041 Ops/s	$\color{#35bf28}+0.74\%$
test_tc_init	0.1109ms	48.8238μs	20.4818 KOps/s	21.0092 KOps/s	$\color{#d91a1a}-2.51\%$
test_tc_init_nested	0.2083ms	95.0836μs	10.5171 KOps/s	10.5073 KOps/s	$\color{#35bf28}+0.09\%$
test_tc_first_layer_tensor	15.1590μs	1.4984μs	667.3650 KOps/s	639.1721 KOps/s	$\color{#35bf28}+4.41\%$
test_tc_first_layer_nontensor	43.0020μs	4.6054μs	217.1344 KOps/s	210.5714 KOps/s	$\color{#35bf28}+3.12\%$
test_tc_second_layer_tensor	18.3750μs	2.7283μs	366.5276 KOps/s	345.1004 KOps/s	$\textbf{\color{#35bf28}+6.21\%}$
test_tc_second_layer_nontensor	39.4450μs	6.0238μs	166.0073 KOps/s	161.6530 KOps/s	$\color{#35bf28}+2.69\%$
test_unbind	0.4682s	13.1706ms	75.9266 Ops/s	75.3994 Ops/s	$\color{#35bf28}+0.70\%$
test_full_like	7.8984ms	7.1706ms	139.4577 Ops/s	118.4356 Ops/s	$\textbf{\color{#35bf28}+17.75\%}$
test_zeros_like	3.1112ms	2.7106ms	368.9187 Ops/s	357.6143 Ops/s	$\color{#35bf28}+3.16\%$
test_ones_like	3.5513ms	3.2596ms	306.7828 Ops/s	305.8875 Ops/s	$\color{#35bf28}+0.29\%$
test_clone	5.2088ms	4.9137ms	203.5128 Ops/s	200.1529 Ops/s	$\color{#35bf28}+1.68\%$
test_squeeze	60.5850μs	12.5073μs	79.9532 KOps/s	80.9334 KOps/s	$\color{#d91a1a}-1.21\%$
test_unsqueeze	0.3453ms	93.3821μs	10.7087 KOps/s	10.7226 KOps/s	$\color{#d91a1a}-0.13\%$
test_split	0.3712ms	0.1920ms	5.2074 KOps/s	5.1868 KOps/s	$\color{#35bf28}+0.40\%$
test_permute	0.3835ms	0.2186ms	4.5751 KOps/s	4.5858 KOps/s	$\color{#d91a1a}-0.23\%$
test_stack	28.6305ms	25.4539ms	39.2866 Ops/s	40.1837 Ops/s	$\color{#d91a1a}-2.23\%$
test_cat	27.7739ms	25.2686ms	39.5747 Ops/s	40.8933 Ops/s	$\color{#d91a1a}-3.22\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}17$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1527ms	16.4323μs	60.8559 KOps/s	59.0341 KOps/s	$\color{#35bf28}+3.09\%$
test_plain_set_stack_nested	41.5010μs	16.4869μs	60.6543 KOps/s	58.9265 KOps/s	$\color{#35bf28}+2.93\%$
test_plain_set_nested_inplace	53.8010μs	17.5642μs	56.9340 KOps/s	55.1198 KOps/s	$\color{#35bf28}+3.29\%$
test_plain_set_stack_nested_inplace	52.3210μs	17.5003μs	57.1419 KOps/s	55.3275 KOps/s	$\color{#35bf28}+3.28\%$
test_items	25.7300μs	2.9874μs	334.7382 KOps/s	346.3573 KOps/s	$\color{#d91a1a}-3.35\%$
test_items_nested	0.3810ms	0.3390ms	2.9494 KOps/s	2.9421 KOps/s	$\color{#35bf28}+0.25\%$
test_items_nested_locked	0.4073ms	0.3361ms	2.9756 KOps/s	2.9810 KOps/s	$\color{#d91a1a}-0.18\%$
test_items_nested_leaf	95.5520μs	62.5818μs	15.9791 KOps/s	16.0150 KOps/s	$\color{#d91a1a}-0.22\%$
test_items_stack_nested	0.5318ms	0.3409ms	2.9332 KOps/s	2.9725 KOps/s	$\color{#d91a1a}-1.32\%$
test_items_stack_nested_leaf	92.0320μs	64.8783μs	15.4135 KOps/s	15.7883 KOps/s	$\color{#d91a1a}-2.37\%$
test_items_stack_nested_locked	0.3718ms	0.3402ms	2.9399 KOps/s	2.9496 KOps/s	$\color{#d91a1a}-0.33\%$
test_keys	32.3210μs	3.4068μs	293.5325 KOps/s	291.7744 KOps/s	$\color{#35bf28}+0.60\%$
test_keys_nested	0.1023ms	70.3342μs	14.2178 KOps/s	14.1924 KOps/s	$\color{#35bf28}+0.18\%$
test_keys_nested_locked	2.4950ms	76.8917μs	13.0053 KOps/s	13.0237 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_nested_leaf	0.1045ms	60.7283μs	16.4668 KOps/s	16.2765 KOps/s	$\color{#35bf28}+1.17\%$
test_keys_stack_nested	0.1702ms	71.5536μs	13.9755 KOps/s	13.9574 KOps/s	$\color{#35bf28}+0.13\%$
test_keys_stack_nested_leaf	93.1720μs	62.9312μs	15.8904 KOps/s	16.0617 KOps/s	$\color{#d91a1a}-1.07\%$
test_keys_stack_nested_locked	0.1119ms	77.6528μs	12.8778 KOps/s	12.9425 KOps/s	$\color{#d91a1a}-0.50\%$
test_values	8.5685μs	0.8420μs	1.1877 MOps/s	1.1973 MOps/s	$\color{#d91a1a}-0.80\%$
test_values_nested	94.7520μs	48.8223μs	20.4824 KOps/s	20.4603 KOps/s	$\color{#35bf28}+0.11\%$
test_values_nested_locked	78.0020μs	50.2027μs	19.9192 KOps/s	19.8116 KOps/s	$\color{#35bf28}+0.54\%$
test_values_nested_leaf	69.5010μs	42.6271μs	23.4592 KOps/s	23.4269 KOps/s	$\color{#35bf28}+0.14\%$
test_values_stack_nested	80.3820μs	50.0819μs	19.9673 KOps/s	20.1586 KOps/s	$\color{#d91a1a}-0.95\%$
test_values_stack_nested_leaf	79.2020μs	44.0966μs	22.6775 KOps/s	22.9880 KOps/s	$\color{#d91a1a}-1.35\%$
test_values_stack_nested_locked	81.6210μs	51.5115μs	19.4132 KOps/s	19.4339 KOps/s	$\color{#d91a1a}-0.11\%$
test_membership	1.7931μs	0.5007μs	1.9971 MOps/s	1.9861 MOps/s	$\color{#35bf28}+0.55\%$
test_membership_nested	16.2255μs	1.8355μs	544.8023 KOps/s	545.0633 KOps/s	$\color{#d91a1a}-0.05\%$
test_membership_nested_leaf	13.3603μs	1.8366μs	544.4732 KOps/s	547.2286 KOps/s	$\color{#d91a1a}-0.50\%$
test_membership_stacked_nested	31.3200μs	1.8410μs	543.1835 KOps/s	538.9763 KOps/s	$\color{#35bf28}+0.78\%$
test_membership_stacked_nested_leaf	24.8610μs	1.8861μs	530.1851 KOps/s	535.6556 KOps/s	$\color{#d91a1a}-1.02\%$
test_membership_nested_last	0.5940ms	2.9739μs	336.2557 KOps/s	337.8659 KOps/s	$\color{#d91a1a}-0.48\%$
test_membership_nested_leaf_last	33.1110μs	2.9295μs	341.3551 KOps/s	333.4303 KOps/s	$\color{#35bf28}+2.38\%$
test_membership_stacked_nested_last	31.5000μs	3.5165μs	284.3759 KOps/s	333.8960 KOps/s	$\textbf{\color{#d91a1a}-14.83\%}$
test_membership_stacked_nested_leaf_last	34.1000μs	3.4698μs	288.1972 KOps/s	336.2771 KOps/s	$\textbf{\color{#d91a1a}-14.30\%}$
test_nested_getleaf	34.0910μs	6.0634μs	164.9247 KOps/s	168.3147 KOps/s	$\color{#d91a1a}-2.01\%$
test_nested_get	38.5910μs	5.7947μs	172.5703 KOps/s	175.1260 KOps/s	$\color{#d91a1a}-1.46\%$
test_stacked_getleaf	0.1729ms	5.9962μs	166.7719 KOps/s	165.4428 KOps/s	$\color{#35bf28}+0.80\%$
test_stacked_get	34.0110μs	5.6600μs	176.6785 KOps/s	173.2625 KOps/s	$\color{#35bf28}+1.97\%$
test_nested_getitemleaf	0.1885ms	6.1141μs	163.5552 KOps/s	161.7610 KOps/s	$\color{#35bf28}+1.11\%$
test_nested_getitem	34.1810μs	5.7810μs	172.9795 KOps/s	171.8565 KOps/s	$\color{#35bf28}+0.65\%$
test_stacked_getitemleaf	31.3700μs	6.0764μs	164.5714 KOps/s	163.8114 KOps/s	$\color{#35bf28}+0.46\%$
test_stacked_getitem	26.2000μs	5.7503μs	173.9053 KOps/s	173.8409 KOps/s	$\color{#35bf28}+0.04\%$
test_lock_nested	4.3878ms	0.4233ms	2.3625 KOps/s	2.3882 KOps/s	$\color{#d91a1a}-1.08\%$
test_lock_stack_nested	0.5202ms	0.3877ms	2.5794 KOps/s	2.5962 KOps/s	$\color{#d91a1a}-0.65\%$
test_unlock_nested	0.8589ms	0.3556ms	2.8123 KOps/s	2.7990 KOps/s	$\color{#35bf28}+0.47\%$
test_unlock_stack_nested	0.3543ms	0.3233ms	3.0930 KOps/s	3.0926 KOps/s	$\color{#35bf28}+0.01\%$
test_flatten_speed	0.1658ms	77.0629μs	12.9764 KOps/s	13.0764 KOps/s	$\color{#d91a1a}-0.76\%$
test_unflatten_speed	0.3600ms	0.3264ms	3.0642 KOps/s	3.1008 KOps/s	$\color{#d91a1a}-1.18\%$
test_common_ops	1.5323ms	1.2298ms	813.1221 Ops/s	763.5003 Ops/s	$\textbf{\color{#35bf28}+6.50\%}$
test_creation	31.5900μs	1.4518μs	688.8048 KOps/s	704.4494 KOps/s	$\color{#d91a1a}-2.22\%$
test_creation_empty	0.8790ms	14.7222μs	67.9249 KOps/s	62.5898 KOps/s	$\textbf{\color{#35bf28}+8.52\%}$
test_creation_nested_1	47.2710μs	16.3510μs	61.1583 KOps/s	56.4307 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_creation_nested_2	58.3120μs	18.8627μs	53.0147 KOps/s	48.9771 KOps/s	$\textbf{\color{#35bf28}+8.24\%}$
test_clone	0.1660ms	27.4700μs	36.4033 KOps/s	36.8735 KOps/s	$\color{#d91a1a}-1.28\%$
test_getitem[int]	92.1347ms	22.6927μs	44.0671 KOps/s	65.3006 KOps/s	$\textbf{\color{#d91a1a}-32.52\%}$
test_getitem[slice_int]	0.1592ms	26.6630μs	37.5051 KOps/s	37.8101 KOps/s	$\color{#d91a1a}-0.81\%$
test_getitem[range]	0.2200ms	0.1059ms	9.4436 KOps/s	9.4418 KOps/s	$\color{#35bf28}+0.02\%$
test_getitem[tuple]	0.1195ms	23.0377μs	43.4071 KOps/s	43.7493 KOps/s	$\color{#d91a1a}-0.78\%$
test_getitem[list]	0.2783ms	0.1003ms	9.9731 KOps/s	10.5205 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_setitem_dim[int]	74.4710μs	45.4498μs	22.0023 KOps/s	22.7761 KOps/s	$\color{#d91a1a}-3.40\%$
test_setitem_dim[slice_int]	0.1968ms	67.0614μs	14.9117 KOps/s	15.0944 KOps/s	$\color{#d91a1a}-1.21\%$
test_setitem_dim[range]	0.3101ms	0.1269ms	7.8819 KOps/s	8.0406 KOps/s	$\color{#d91a1a}-1.97\%$
test_setitem_dim[tuple]	0.2243ms	60.3292μs	16.5757 KOps/s	16.7594 KOps/s	$\color{#d91a1a}-1.10\%$
test_setitem	0.1894ms	40.1520μs	24.9054 KOps/s	23.1335 KOps/s	$\textbf{\color{#35bf28}+7.66\%}$
test_set	0.1879ms	39.1830μs	25.5213 KOps/s	23.5060 KOps/s	$\textbf{\color{#35bf28}+8.57\%}$
test_set_shared	0.3452ms	53.5769μs	18.6647 KOps/s	18.9708 KOps/s	$\color{#d91a1a}-1.61\%$
test_update	0.2255ms	50.7522μs	19.7036 KOps/s	20.4328 KOps/s	$\color{#d91a1a}-3.57\%$
test_update_nested	0.2384ms	59.1521μs	16.9056 KOps/s	17.6677 KOps/s	$\color{#d91a1a}-4.31\%$
test_update__nested	0.2265ms	59.6016μs	16.7781 KOps/s	16.8677 KOps/s	$\color{#d91a1a}-0.53\%$
test_set_nested	0.1941ms	42.3555μs	23.6097 KOps/s	22.6505 KOps/s	$\color{#35bf28}+4.23\%$
test_set_nested_new	0.2036ms	45.6338μs	21.9136 KOps/s	20.3123 KOps/s	$\textbf{\color{#35bf28}+7.88\%}$
test_select	0.2390ms	59.9870μs	16.6703 KOps/s	15.8197 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_select_nested	0.5056ms	42.0404μs	23.7867 KOps/s	23.8435 KOps/s	$\color{#d91a1a}-0.24\%$
test_exclude_nested	88.8620μs	57.7455μs	17.3174 KOps/s	17.1985 KOps/s	$\color{#35bf28}+0.69\%$
test_empty[True]	0.4169ms	0.2574ms	3.8853 KOps/s	3.8835 KOps/s	$\color{#35bf28}+0.05\%$
test_empty[False]	3.1091μs	0.7294μs	1.3710 MOps/s	1.3658 MOps/s	$\color{#35bf28}+0.39\%$
test_to	55.6210μs	26.5139μs	37.7161 KOps/s	38.1303 KOps/s	$\color{#d91a1a}-1.09\%$
test_to_nonblocking	0.1397ms	25.3873μs	39.3897 KOps/s	40.4074 KOps/s	$\color{#d91a1a}-2.52\%$
test_unbind_speed	0.3237ms	0.2738ms	3.6521 KOps/s	3.6811 KOps/s	$\color{#d91a1a}-0.79\%$
test_unbind_speed_stack0	0.3691ms	0.2743ms	3.6450 KOps/s	3.7322 KOps/s	$\color{#d91a1a}-2.34\%$
test_unbind_speed_stack1	91.6997ms	0.7016ms	1.4252 KOps/s	1.4133 KOps/s	$\color{#35bf28}+0.84\%$
test_split	93.4815ms	2.0937ms	477.6176 Ops/s	475.9170 Ops/s	$\color{#35bf28}+0.36\%$
test_chunk	93.3065ms	2.0880ms	478.9242 Ops/s	473.9808 Ops/s	$\color{#35bf28}+1.04\%$
test_creation[device0]	0.3384ms	0.1260ms	7.9375 KOps/s	8.0476 KOps/s	$\color{#d91a1a}-1.37\%$
test_creation_from_tensor	0.3436ms	0.1326ms	7.5413 KOps/s	7.6473 KOps/s	$\color{#d91a1a}-1.39\%$
test_add_one[memmap_tensor0]	0.2451ms	8.3932μs	119.1446 KOps/s	119.7406 KOps/s	$\color{#d91a1a}-0.50\%$
test_contiguous[memmap_tensor0]	34.1510μs	2.0978μs	476.6910 KOps/s	473.3370 KOps/s	$\color{#35bf28}+0.71\%$
test_stack[memmap_tensor0]	37.2710μs	6.3965μs	156.3350 KOps/s	155.1482 KOps/s	$\color{#35bf28}+0.76\%$
test_memmaptd_index	1.1875ms	0.4139ms	2.4159 KOps/s	2.4252 KOps/s	$\color{#d91a1a}-0.38\%$
test_memmaptd_index_astensor	0.7557ms	0.4838ms	2.0668 KOps/s	2.0802 KOps/s	$\color{#d91a1a}-0.65\%$
test_memmaptd_index_op	1.3824ms	0.9875ms	1.0127 KOps/s	998.4656 Ops/s	$\color{#35bf28}+1.42\%$
test_serialize_model	0.1305s	0.1297s	7.7079 Ops/s	7.6700 Ops/s	$\color{#35bf28}+0.49\%$
test_serialize_model_pickle	1.3622s	1.2160s	0.8224 Ops/s	0.8244 Ops/s	$\color{#d91a1a}-0.24\%$
test_serialize_weights	0.1303s	0.1294s	7.7280 Ops/s	6.9651 Ops/s	$\textbf{\color{#35bf28}+10.95\%}$
test_serialize_weights_returnearly	0.2069s	55.3873ms	18.0547 Ops/s	17.7035 Ops/s	$\color{#35bf28}+1.98\%$
test_serialize_weights_pickle	1.3723s	1.2169s	0.8218 Ops/s	0.8172 Ops/s	$\color{#35bf28}+0.56\%$
test_reshape_pytree	78.4110μs	35.5523μs	28.1276 KOps/s	29.1380 KOps/s	$\color{#d91a1a}-3.47\%$
test_reshape_td	0.1698ms	42.1129μs	23.7457 KOps/s	25.1189 KOps/s	$\textbf{\color{#d91a1a}-5.47\%}$
test_view_pytree	0.1835ms	34.0422μs	29.3753 KOps/s	29.5595 KOps/s	$\color{#d91a1a}-0.62\%$
test_view_td	0.2252ms	45.4580μs	21.9983 KOps/s	21.9944 KOps/s	$\color{#35bf28}+0.02\%$
test_unbind_pytree	0.1818ms	34.4169μs	29.0555 KOps/s	30.0050 KOps/s	$\color{#d91a1a}-3.16\%$
test_unbind_td	0.4203ms	42.0444μs	23.7844 KOps/s	23.7180 KOps/s	$\color{#35bf28}+0.28\%$
test_split_pytree	0.1400ms	46.5980μs	21.4602 KOps/s	22.0809 KOps/s	$\color{#d91a1a}-2.81\%$
test_split_td	93.6307ms	64.8835μs	15.4122 KOps/s	18.1778 KOps/s	$\textbf{\color{#d91a1a}-15.21\%}$
test_add_pytree	0.2020ms	55.3219μs	18.0760 KOps/s	17.2539 KOps/s	$\color{#35bf28}+4.77\%$
test_add_td	0.2714ms	93.0713μs	10.7444 KOps/s	10.4452 KOps/s	$\color{#35bf28}+2.86\%$
test_compile_add_one_nested[tensordict-compile]	0.3107ms	0.1567ms	6.3836 KOps/s	6.0825 KOps/s	$\color{#35bf28}+4.95\%$
test_compile_add_one_nested[tensordict-eager]	0.3246ms	0.1632ms	6.1288 KOps/s	6.2705 KOps/s	$\color{#d91a1a}-2.26\%$
test_compile_add_one_nested[pytree-compile]	0.2936ms	0.1401ms	7.1391 KOps/s	7.1112 KOps/s	$\color{#35bf28}+0.39\%$
test_compile_add_one_nested[pytree-eager]	0.3669ms	0.1883ms	5.3096 KOps/s	5.6556 KOps/s	$\textbf{\color{#d91a1a}-6.12\%}$
test_compile_copy_nested[tensordict-compile]	0.1665ms	21.3480μs	46.8427 KOps/s	47.2196 KOps/s	$\color{#d91a1a}-0.80\%$
test_compile_copy_nested[tensordict-eager]	0.1787ms	47.8348μs	20.9053 KOps/s	20.9234 KOps/s	$\color{#d91a1a}-0.09\%$
test_compile_copy_nested[pytree-compile]	0.2287ms	63.6733μs	15.7052 KOps/s	15.5704 KOps/s	$\color{#35bf28}+0.87\%$
test_compile_copy_nested[pytree-eager]	82.7120μs	49.9901μs	20.0040 KOps/s	19.9349 KOps/s	$\color{#35bf28}+0.35\%$
test_compile_add_one_flat[tensordict-compile]	0.4523ms	0.3088ms	3.2378 KOps/s	3.1894 KOps/s	$\color{#35bf28}+1.52\%$
test_compile_add_one_flat[tensordict-eager]	0.3518ms	0.2390ms	4.1846 KOps/s	4.3252 KOps/s	$\color{#d91a1a}-3.25\%$
test_compile_add_one_flat[tensorclass-compile]	0.2731ms	0.1241ms	8.0598 KOps/s	7.7041 KOps/s	$\color{#35bf28}+4.62\%$
test_compile_add_one_flat[tensorclass-eager]	0.2575ms	67.9418μs	14.7185 KOps/s	15.5721 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_compile_add_one_flat[pytree-compile]	0.4052ms	0.3072ms	3.2555 KOps/s	3.2274 KOps/s	$\color{#35bf28}+0.87\%$
test_compile_add_one_flat[pytree-eager]	0.7731ms	0.5988ms	1.6701 KOps/s	1.7085 KOps/s	$\color{#d91a1a}-2.24\%$
test_compile_add_self_flat[tensordict-eager]	0.4045ms	0.2852ms	3.5062 KOps/s	3.5798 KOps/s	$\color{#d91a1a}-2.06\%$
test_compile_add_self_flat[tensordict-compile]	0.4281ms	0.3107ms	3.2189 KOps/s	3.1982 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_add_self_flat[tensorclass-eager]	0.2384ms	76.9039μs	13.0032 KOps/s	13.3709 KOps/s	$\color{#d91a1a}-2.75\%$
test_compile_add_self_flat[tensorclass-compile]	0.2848ms	0.1241ms	8.0579 KOps/s	7.9551 KOps/s	$\color{#35bf28}+1.29\%$
test_compile_add_self_flat[pytree-eager]	0.6764ms	0.5028ms	1.9888 KOps/s	1.9856 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_self_flat[pytree-compile]	0.3963ms	0.3063ms	3.2644 KOps/s	3.2290 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_copy_flat[tensordict-compile]	0.1466ms	19.2914μs	51.8365 KOps/s	51.1107 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_copy_flat[tensordict-eager]	0.1244ms	37.7128μs	26.5162 KOps/s	24.2778 KOps/s	$\textbf{\color{#35bf28}+9.22\%}$
test_compile_copy_flat[pytree-compile]	0.1319ms	69.1124μs	14.4692 KOps/s	14.4558 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_copy_flat[pytree-eager]	0.1345ms	51.7569μs	19.3211 KOps/s	19.2115 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_assign_and_add[tensordict-compile]	2.3070ms	0.8038ms	1.2440 KOps/s	1.1609 KOps/s	$\textbf{\color{#35bf28}+7.16\%}$
test_compile_assign_and_add[tensordict-eager]	3.3563ms	3.1594ms	316.5172 Ops/s	320.3135 Ops/s	$\color{#d91a1a}-1.19\%$
test_compile_assign_and_add[pytree-compile]	2.2423ms	0.7884ms	1.2685 KOps/s	1.1786 KOps/s	$\textbf{\color{#35bf28}+7.63\%}$
test_compile_assign_and_add[pytree-eager]	3.5497ms	3.1805ms	314.4142 Ops/s	322.6682 Ops/s	$\color{#d91a1a}-2.56\%$
test_compile_indexing[tensor-tensordict-compile]	0.2589ms	0.1063ms	9.4103 KOps/s	8.9620 KOps/s	$\textbf{\color{#35bf28}+5.00\%}$
test_compile_indexing[tensor-tensordict-eager]	0.2070ms	57.7580μs	17.3136 KOps/s	16.5189 KOps/s	$\color{#35bf28}+4.81\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2792ms	0.1043ms	9.5894 KOps/s	9.5049 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2276ms	44.9544μs	22.2448 KOps/s	24.1124 KOps/s	$\textbf{\color{#d91a1a}-7.75\%}$
test_compile_indexing[tensor-pytree-compile]	0.2751ms	0.1068ms	9.3596 KOps/s	9.4700 KOps/s	$\color{#d91a1a}-1.17\%$
test_compile_indexing[tensor-pytree-eager]	0.2177ms	44.9430μs	22.2504 KOps/s	23.6211 KOps/s	$\textbf{\color{#d91a1a}-5.80\%}$
test_compile_indexing[slice-tensordict-compile]	0.3102ms	0.1346ms	7.4308 KOps/s	7.2820 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_indexing[slice-tensordict-eager]	0.1626ms	24.3497μs	41.0682 KOps/s	41.4173 KOps/s	$\color{#d91a1a}-0.84\%$
test_compile_indexing[slice-tensorclass-compile]	0.2810ms	0.1271ms	7.8654 KOps/s	7.5389 KOps/s	$\color{#35bf28}+4.33\%$
test_compile_indexing[slice-tensorclass-eager]	72.4620μs	20.3565μs	49.1243 KOps/s	49.7317 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_indexing[slice-pytree-compile]	0.3063ms	0.1332ms	7.5057 KOps/s	7.5600 KOps/s	$\color{#d91a1a}-0.72\%$
test_compile_indexing[slice-pytree-eager]	55.9710μs	19.9772μs	50.0571 KOps/s	49.5459 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_indexing[int-tensordict-compile]	0.2976ms	0.1343ms	7.4470 KOps/s	7.2013 KOps/s	$\color{#35bf28}+3.41\%$
test_compile_indexing[int-tensordict-eager]	0.5119ms	23.3917μs	42.7501 KOps/s	42.4860 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_indexing[int-tensorclass-compile]	0.3167ms	0.1277ms	7.8304 KOps/s	7.6040 KOps/s	$\color{#35bf28}+2.98\%$
test_compile_indexing[int-tensorclass-eager]	51.0810μs	19.9557μs	50.1111 KOps/s	49.4455 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[int-pytree-compile]	0.3181ms	0.1302ms	7.6793 KOps/s	7.5391 KOps/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[int-pytree-eager]	0.1687ms	19.5161μs	51.2396 KOps/s	38.0982 KOps/s	$\textbf{\color{#35bf28}+34.49\%}$
test_mod_add[eager]	0.1665ms	30.6627μs	32.6129 KOps/s	31.5429 KOps/s	$\color{#35bf28}+3.39\%$
test_mod_add[compile]	0.3142ms	67.6929μs	14.7726 KOps/s	14.5336 KOps/s	$\color{#35bf28}+1.64\%$
test_mod_add[compile-overhead]	0.2546ms	0.1317ms	7.5905 KOps/s	6.9130 KOps/s	$\textbf{\color{#35bf28}+9.80\%}$
test_mod_wrap[eager]	0.9182ms	0.7782ms	1.2851 KOps/s	1.2874 KOps/s	$\color{#d91a1a}-0.18\%$
test_mod_wrap[compile]	2.0699ms	0.8414ms	1.1885 KOps/s	1.2128 KOps/s	$\color{#d91a1a}-2.01\%$
test_mod_wrap[compile-overhead]	4.9231ms	3.1099ms	321.5501 Ops/s	328.4527 Ops/s	$\color{#d91a1a}-2.10\%$
test_mod_wrap_and_backward[eager]	4.2209ms	4.0731ms	245.5161 Ops/s	242.8560 Ops/s	$\color{#35bf28}+1.10\%$
test_mod_wrap_and_backward[compile]	4.6332ms	4.0446ms	247.2407 Ops/s	244.0315 Ops/s	$\color{#35bf28}+1.32\%$
test_mod_wrap_and_backward[compile-overhead]	1.4232ms	0.9144ms	1.0936 KOps/s	988.2712 Ops/s	$\textbf{\color{#35bf28}+10.66\%}$
test_seq_add[eager]	0.2414ms	93.8996μs	10.6497 KOps/s	10.2250 KOps/s	$\color{#35bf28}+4.15\%$
test_seq_add[compile]	0.2234ms	81.8909μs	12.2114 KOps/s	12.6197 KOps/s	$\color{#d91a1a}-3.24\%$
test_seq_add[compile-overhead]	0.2954ms	0.1124ms	8.9005 KOps/s	9.0143 KOps/s	$\color{#d91a1a}-1.26\%$
test_seq_wrap[eager]	1.0958ms	0.9249ms	1.0812 KOps/s	1.0713 KOps/s	$\color{#35bf28}+0.93\%$
test_seq_wrap[compile]	0.9975ms	0.8508ms	1.1754 KOps/s	1.1865 KOps/s	$\color{#d91a1a}-0.93\%$
test_seq_wrap[compile-overhead]	0.3732ms	0.2153ms	4.6438 KOps/s	4.5701 KOps/s	$\color{#35bf28}+1.61\%$
test_func_call_runtime[False-eager]	2.5665ms	2.3809ms	420.0015 Ops/s	425.6374 Ops/s	$\color{#d91a1a}-1.32\%$
test_func_call_runtime[False-compile]	2.5984ms	2.4026ms	416.2140 Ops/s	421.4910 Ops/s	$\color{#d91a1a}-1.25\%$
test_func_call_runtime[False-compile-overhead]	0.4921ms	0.3489ms	2.8664 KOps/s	2.8364 KOps/s	$\color{#35bf28}+1.06\%$
test_func_call_runtime[True-eager]	2.7300ms	2.5444ms	393.0212 Ops/s	396.1123 Ops/s	$\color{#d91a1a}-0.78\%$
test_func_call_runtime[True-compile]	2.6173ms	2.4415ms	409.5892 Ops/s	421.1894 Ops/s	$\color{#d91a1a}-2.75\%$
test_func_call_runtime[True-compile-overhead]	0.5165ms	0.3713ms	2.6934 KOps/s	2.7034 KOps/s	$\color{#d91a1a}-0.37\%$
test_func_call_cm_runtime[False-eager]	2.5595ms	2.3865ms	419.0274 Ops/s	430.6176 Ops/s	$\color{#d91a1a}-2.69\%$
test_func_call_cm_runtime[False-compile]	2.5736ms	2.4108ms	414.8066 Ops/s	423.2245 Ops/s	$\color{#d91a1a}-1.99\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5050ms	0.3510ms	2.8488 KOps/s	2.8259 KOps/s	$\color{#35bf28}+0.81\%$
test_func_call_cm_runtime[True-eager]	2.8114ms	2.6825ms	372.7829 Ops/s	383.4114 Ops/s	$\color{#d91a1a}-2.77\%$
test_func_call_cm_runtime[True-compile]	2.6260ms	2.4662ms	405.4842 Ops/s	412.7853 Ops/s	$\color{#d91a1a}-1.77\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5386ms	0.3971ms	2.5185 KOps/s	2.5167 KOps/s	$\color{#35bf28}+0.07\%$
test_vmap_func_call_cm_runtime[eager]	4.1816ms	3.7286ms	268.1956 Ops/s	266.1307 Ops/s	$\color{#35bf28}+0.78\%$
test_vmap_func_call_cm_runtime[compile]	2.6335ms	2.4751ms	404.0207 Ops/s	409.4466 Ops/s	$\color{#d91a1a}-1.33\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5028ms	0.3982ms	2.5112 KOps/s	2.5095 KOps/s	$\color{#35bf28}+0.07\%$
test_distributed	3.9205ms	0.2505ms	3.9927 KOps/s	8.8234 KOps/s	$\textbf{\color{#d91a1a}-54.75\%}$
test_tdmodule	49.2210μs	14.8678μs	67.2596 KOps/s	62.5852 KOps/s	$\textbf{\color{#35bf28}+7.47\%}$
test_tdmodule_dispatch	64.6610μs	28.9026μs	34.5990 KOps/s	33.9713 KOps/s	$\color{#35bf28}+1.85\%$
test_tdseq	0.1663ms	16.0630μs	62.2548 KOps/s	62.2775 KOps/s	$\color{#d91a1a}-0.04\%$
test_tdseq_dispatch	53.3220μs	31.5261μs	31.7197 KOps/s	31.2112 KOps/s	$\color{#35bf28}+1.63\%$
test_instantiation_functorch	2.0609ms	1.8194ms	549.6379 Ops/s	550.6108 Ops/s	$\color{#d91a1a}-0.18\%$
test_instantiation_td	1.8237ms	1.1820ms	846.0095 Ops/s	845.6685 Ops/s	$\color{#35bf28}+0.04\%$
test_exec_functorch	1.1282ms	0.9969ms	1.0031 KOps/s	1.0025 KOps/s	$\color{#35bf28}+0.06\%$
test_exec_functional_call	1.1449ms	1.0148ms	985.4556 Ops/s	1.0004 KOps/s	$\color{#d91a1a}-1.50\%$
test_exec_td	1.2017ms	1.0198ms	980.6073 Ops/s	968.2874 Ops/s	$\color{#35bf28}+1.27\%$
test_exec_td_decorator	1.4983ms	1.0649ms	939.0631 Ops/s	948.6506 Ops/s	$\color{#d91a1a}-1.01\%$
test_vmap_mlp_speed[True-True]	1.7970ms	1.2599ms	793.6834 Ops/s	794.3251 Ops/s	$\color{#d91a1a}-0.08\%$
test_vmap_mlp_speed[True-False]	1.4783ms	1.2593ms	794.1142 Ops/s	798.4347 Ops/s	$\color{#d91a1a}-0.54\%$
test_vmap_mlp_speed[False-True]	1.2968ms	1.1578ms	863.7061 Ops/s	867.7175 Ops/s	$\color{#d91a1a}-0.46\%$
test_vmap_mlp_speed[False-False]	1.4460ms	1.1610ms	861.3355 Ops/s	867.5776 Ops/s	$\color{#d91a1a}-0.72\%$
test_vmap_mlp_speed_decorator[True-True]	1.4222ms	1.2502ms	799.9019 Ops/s	809.9387 Ops/s	$\color{#d91a1a}-1.24\%$
test_vmap_mlp_speed_decorator[True-False]	1.7866ms	1.2383ms	807.5747 Ops/s	812.7663 Ops/s	$\color{#d91a1a}-0.64\%$
test_vmap_mlp_speed_decorator[False-True]	1.3310ms	1.1627ms	860.0515 Ops/s	871.7473 Ops/s	$\color{#d91a1a}-1.34\%$
test_vmap_mlp_speed_decorator[False-False]	1.3769ms	1.1726ms	852.8295 Ops/s	872.0383 Ops/s	$\color{#d91a1a}-2.20\%$
test_vmap_transformer_speed[True-True]	13.5738ms	13.1860ms	75.8379 Ops/s	76.4798 Ops/s	$\color{#d91a1a}-0.84\%$
test_vmap_transformer_speed[True-False]	13.5662ms	13.1390ms	76.1093 Ops/s	76.8451 Ops/s	$\color{#d91a1a}-0.96\%$
test_vmap_transformer_speed[False-True]	13.3140ms	12.8687ms	77.7082 Ops/s	78.4436 Ops/s	$\color{#d91a1a}-0.94\%$
test_vmap_transformer_speed[False-False]	13.1318ms	12.7653ms	78.3375 Ops/s	78.4858 Ops/s	$\color{#d91a1a}-0.19\%$
test_vmap_transformer_speed_decorator[True-True]	34.2207ms	33.6485ms	29.7190 Ops/s	30.1382 Ops/s	$\color{#d91a1a}-1.39\%$
test_vmap_transformer_speed_decorator[True-False]	34.4222ms	33.5955ms	29.7659 Ops/s	29.9707 Ops/s	$\color{#d91a1a}-0.68\%$
test_vmap_transformer_speed_decorator[False-True]	34.7789ms	33.4314ms	29.9120 Ops/s	30.1098 Ops/s	$\color{#d91a1a}-0.66\%$
test_vmap_transformer_speed_decorator[False-False]	33.7773ms	33.4094ms	29.9317 Ops/s	30.1160 Ops/s	$\color{#d91a1a}-0.61\%$
test_to_module_speed[True]	1.3737ms	0.9979ms	1.0021 KOps/s	1.0033 KOps/s	$\color{#d91a1a}-0.13\%$
test_to_module_speed[False]	1.3732ms	0.9743ms	1.0264 KOps/s	1.0292 KOps/s	$\color{#d91a1a}-0.28\%$
test_tc_init	0.4259ms	33.8381μs	29.5525 KOps/s	28.9957 KOps/s	$\color{#35bf28}+1.92\%$
test_tc_init_nested	0.1127ms	68.0049μs	14.7048 KOps/s	14.0659 KOps/s	$\color{#35bf28}+4.54\%$
test_tc_first_layer_tensor	56.4671μs	0.6659μs	1.5017 MOps/s	1.5043 MOps/s	$\color{#d91a1a}-0.18\%$
test_tc_first_layer_nontensor	0.3785ms	2.1919μs	456.2215 KOps/s	453.3263 KOps/s	$\color{#35bf28}+0.64\%$
test_tc_second_layer_tensor	48.8260μs	1.3444μs	743.8004 KOps/s	731.9398 KOps/s	$\color{#35bf28}+1.62\%$
test_tc_second_layer_nontensor	27.4800μs	2.8982μs	345.0441 KOps/s	343.1963 KOps/s	$\color{#35bf28}+0.54\%$
test_unbind	0.1940s	12.2025ms	81.9504 Ops/s	90.9106 Ops/s	$\textbf{\color{#d91a1a}-9.86\%}$
test_full_like	0.7866ms	0.5748ms	1.7399 KOps/s	1.7381 KOps/s	$\color{#35bf28}+0.10\%$
test_zeros_like	0.3267ms	0.1981ms	5.0470 KOps/s	5.0472 KOps/s	$-0.00\%$
test_ones_like	0.5514ms	0.1981ms	5.0488 KOps/s	5.0497 KOps/s	$\color{#d91a1a}-0.02\%$
test_clone	0.7105ms	0.4143ms	2.4136 KOps/s	2.4051 KOps/s	$\color{#35bf28}+0.36\%$
test_squeeze	0.1329ms	9.6198μs	103.9519 KOps/s	104.3493 KOps/s	$\color{#d91a1a}-0.38\%$
test_unsqueeze	0.4491ms	72.3694μs	13.8180 KOps/s	13.7808 KOps/s	$\color{#35bf28}+0.27\%$
test_split	0.5967ms	0.1534ms	6.5183 KOps/s	6.3711 KOps/s	$\color{#35bf28}+2.31\%$
test_permute	0.2439ms	0.1747ms	5.7234 KOps/s	5.7321 KOps/s	$\color{#d91a1a}-0.15\%$
test_stack	1.2536ms	0.8595ms	1.1634 KOps/s	1.1587 KOps/s	$\color{#35bf28}+0.41\%$
test_cat	1.3527ms	1.2320ms	811.6997 Ops/s	811.4897 Ops/s	$\color{#35bf28}+0.03\%$