[BugFix] Other dynamo fixes

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Stack from ghstack (oldest at bottom):

• -> [BugFix] Other dynamo fixes #977

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}27$. Worsened: $\large\color{#d91a1a}12$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	46.8180μs	19.5126μs	51.2490 KOps/s	50.0081 KOps/s	$\color{#35bf28}+2.48\%$
test_plain_set_stack_nested	54.0510μs	19.7253μs	50.6963 KOps/s	49.8430 KOps/s	$\color{#35bf28}+1.71\%$
test_plain_set_nested_inplace	60.6830μs	21.2721μs	47.0099 KOps/s	46.5922 KOps/s	$\color{#35bf28}+0.90\%$
test_plain_set_stack_nested_inplace	86.5040μs	21.0852μs	47.4265 KOps/s	46.6928 KOps/s	$\color{#35bf28}+1.57\%$
test_items	21.0100μs	4.1907μs	238.6227 KOps/s	239.6746 KOps/s	$\color{#d91a1a}-0.44\%$
test_items_nested	0.5652ms	0.3293ms	3.0369 KOps/s	3.0697 KOps/s	$\color{#d91a1a}-1.07\%$
test_items_nested_locked	0.4029ms	0.3247ms	3.0799 KOps/s	3.0585 KOps/s	$\color{#35bf28}+0.70\%$
test_items_nested_leaf	0.1328ms	83.5312μs	11.9716 KOps/s	11.6238 KOps/s	$\color{#35bf28}+2.99\%$
test_items_stack_nested	0.5990ms	0.3296ms	3.0343 KOps/s	2.9945 KOps/s	$\color{#35bf28}+1.33\%$
test_items_stack_nested_leaf	0.1513ms	83.8549μs	11.9254 KOps/s	12.1050 KOps/s	$\color{#d91a1a}-1.48\%$
test_items_stack_nested_locked	0.5043ms	0.3306ms	3.0252 KOps/s	3.0230 KOps/s	$\color{#35bf28}+0.07\%$
test_keys	21.4610μs	3.5083μs	285.0424 KOps/s	281.6120 KOps/s	$\color{#35bf28}+1.22\%$
test_keys_nested	0.1366ms	97.0465μs	10.3043 KOps/s	10.0766 KOps/s	$\color{#35bf28}+2.26\%$
test_keys_nested_locked	1.7037ms	0.1017ms	9.8343 KOps/s	9.7956 KOps/s	$\color{#35bf28}+0.40\%$
test_keys_nested_leaf	0.1280ms	79.3001μs	12.6103 KOps/s	12.0996 KOps/s	$\color{#35bf28}+4.22\%$
test_keys_stack_nested	0.1458ms	95.6665μs	10.4530 KOps/s	10.5433 KOps/s	$\color{#d91a1a}-0.86\%$
test_keys_stack_nested_leaf	0.1376ms	79.8808μs	12.5187 KOps/s	12.6677 KOps/s	$\color{#d91a1a}-1.18\%$
test_keys_stack_nested_locked	0.1449ms	0.1002ms	9.9788 KOps/s	10.0174 KOps/s	$\color{#d91a1a}-0.39\%$
test_values	4.9314μs	1.0635μs	940.3109 KOps/s	879.4138 KOps/s	$\textbf{\color{#35bf28}+6.92\%}$
test_values_nested	96.6310μs	48.0694μs	20.8032 KOps/s	20.9666 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_nested_locked	99.0050μs	48.4938μs	20.6212 KOps/s	20.8103 KOps/s	$\color{#d91a1a}-0.91\%$
test_values_nested_leaf	0.1324ms	42.7224μs	23.4069 KOps/s	23.4363 KOps/s	$\color{#d91a1a}-0.13\%$
test_values_stack_nested	0.1013ms	48.4717μs	20.6306 KOps/s	20.8185 KOps/s	$\color{#d91a1a}-0.90\%$
test_values_stack_nested_leaf	78.8680μs	42.0250μs	23.7954 KOps/s	24.3658 KOps/s	$\color{#d91a1a}-2.34\%$
test_values_stack_nested_locked	96.1100μs	48.7045μs	20.5320 KOps/s	20.7483 KOps/s	$\color{#d91a1a}-1.04\%$
test_membership	15.1890μs	0.8417μs	1.1881 MOps/s	1.4358 MOps/s	$\textbf{\color{#d91a1a}-17.25\%}$
test_membership_nested	22.7920μs	2.6507μs	377.2632 KOps/s	382.8921 KOps/s	$\color{#d91a1a}-1.47\%$
test_membership_nested_leaf	38.1810μs	2.6517μs	377.1107 KOps/s	365.1150 KOps/s	$\color{#35bf28}+3.29\%$
test_membership_stacked_nested	27.1610μs	2.6149μs	382.4220 KOps/s	388.7672 KOps/s	$\color{#d91a1a}-1.63\%$
test_membership_stacked_nested_leaf	22.1410μs	2.6384μs	379.0122 KOps/s	381.8130 KOps/s	$\color{#d91a1a}-0.73\%$
test_membership_nested_last	55.8070μs	3.8107μs	262.4193 KOps/s	264.7241 KOps/s	$\color{#d91a1a}-0.87\%$
test_membership_nested_leaf_last	34.5850μs	3.8078μs	262.6155 KOps/s	264.8392 KOps/s	$\color{#d91a1a}-0.84\%$
test_membership_stacked_nested_last	29.1440μs	6.7154μs	148.9122 KOps/s	79.2394 KOps/s	$\textbf{\color{#35bf28}+87.93\%}$
test_membership_stacked_nested_leaf_last	0.1723ms	6.9236μs	144.4342 KOps/s	78.4126 KOps/s	$\textbf{\color{#35bf28}+84.20\%}$
test_nested_getleaf	73.0270μs	10.7685μs	92.8632 KOps/s	93.9749 KOps/s	$\color{#d91a1a}-1.18\%$
test_nested_get	49.7030μs	10.2448μs	97.6108 KOps/s	98.5291 KOps/s	$\color{#d91a1a}-0.93\%$
test_stacked_getleaf	60.3740μs	10.6997μs	93.4607 KOps/s	94.1032 KOps/s	$\color{#d91a1a}-0.68\%$
test_stacked_get	39.4940μs	10.2358μs	97.6959 KOps/s	98.4103 KOps/s	$\color{#d91a1a}-0.73\%$
test_nested_getitemleaf	61.3050μs	11.1760μs	89.4773 KOps/s	90.8439 KOps/s	$\color{#d91a1a}-1.50\%$
test_nested_getitem	53.6700μs	10.4026μs	96.1295 KOps/s	98.7217 KOps/s	$\color{#d91a1a}-2.63\%$
test_stacked_getitemleaf	44.1020μs	11.2120μs	89.1903 KOps/s	91.3998 KOps/s	$\color{#d91a1a}-2.42\%$
test_stacked_getitem	0.1005ms	10.3761μs	96.3758 KOps/s	97.9898 KOps/s	$\color{#d91a1a}-1.65\%$
test_lock_nested	93.2349ms	0.5773ms	1.7322 KOps/s	2.0744 KOps/s	$\textbf{\color{#d91a1a}-16.50\%}$
test_lock_stack_nested	0.5429ms	0.4406ms	2.2698 KOps/s	2.3207 KOps/s	$\color{#d91a1a}-2.20\%$
test_unlock_nested	98.8029ms	0.5154ms	1.9404 KOps/s	2.5163 KOps/s	$\textbf{\color{#d91a1a}-22.89\%}$
test_unlock_stack_nested	0.6449ms	0.3617ms	2.7650 KOps/s	2.8612 KOps/s	$\color{#d91a1a}-3.36\%$
test_flatten_speed	0.2640ms	0.1044ms	9.5766 KOps/s	9.4551 KOps/s	$\color{#35bf28}+1.29\%$
test_unflatten_speed	0.6802ms	0.4487ms	2.2286 KOps/s	2.1933 KOps/s	$\color{#35bf28}+1.61\%$
test_common_ops	4.8325ms	1.0652ms	938.7958 Ops/s	917.9170 Ops/s	$\color{#35bf28}+2.27\%$
test_creation	32.5910μs	2.0962μs	477.0482 KOps/s	496.3805 KOps/s	$\color{#d91a1a}-3.89\%$
test_creation_empty	50.3740μs	15.9171μs	62.8255 KOps/s	57.7981 KOps/s	$\textbf{\color{#35bf28}+8.70\%}$
test_creation_nested_1	65.4530μs	18.7647μs	53.2916 KOps/s	48.5273 KOps/s	$\textbf{\color{#35bf28}+9.82\%}$
test_creation_nested_2	54.7120μs	23.2858μs	42.9446 KOps/s	40.1984 KOps/s	$\textbf{\color{#35bf28}+6.83\%}$
test_clone	94.7270μs	16.9209μs	59.0984 KOps/s	56.4749 KOps/s	$\color{#35bf28}+4.65\%$
test_getitem[int]	1.3044ms	16.3263μs	61.2508 KOps/s	60.8120 KOps/s	$\color{#35bf28}+0.72\%$
test_getitem[slice_int]	0.1372ms	29.7323μs	33.6334 KOps/s	32.7145 KOps/s	$\color{#35bf28}+2.81\%$
test_getitem[range]	0.2758ms	58.1557μs	17.1952 KOps/s	16.9918 KOps/s	$\color{#35bf28}+1.20\%$
test_getitem[tuple]	0.1555ms	23.8428μs	41.9414 KOps/s	39.2397 KOps/s	$\textbf{\color{#35bf28}+6.89\%}$
test_getitem[list]	0.4427ms	53.7182μs	18.6157 KOps/s	18.9021 KOps/s	$\color{#d91a1a}-1.52\%$
test_setitem_dim[int]	77.9160μs	38.6777μs	25.8547 KOps/s	25.2442 KOps/s	$\color{#35bf28}+2.42\%$
test_setitem_dim[slice_int]	0.1183ms	67.5067μs	14.8134 KOps/s	14.4368 KOps/s	$\color{#35bf28}+2.61\%$
test_setitem_dim[range]	0.1406ms	92.4198μs	10.8202 KOps/s	10.6831 KOps/s	$\color{#35bf28}+1.28\%$
test_setitem_dim[tuple]	98.1030μs	54.7283μs	18.2721 KOps/s	17.1683 KOps/s	$\textbf{\color{#35bf28}+6.43\%}$
test_setitem	0.1092ms	28.4844μs	35.1069 KOps/s	33.2592 KOps/s	$\textbf{\color{#35bf28}+5.56\%}$
test_set	0.1094ms	27.7032μs	36.0970 KOps/s	34.2535 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_set_shared	1.1529ms	0.2115ms	4.7282 KOps/s	4.7730 KOps/s	$\color{#d91a1a}-0.94\%$
test_update	0.1599ms	32.7962μs	30.4913 KOps/s	28.6546 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_update_nested	0.1506ms	42.8298μs	23.3482 KOps/s	21.7587 KOps/s	$\textbf{\color{#35bf28}+7.31\%}$
test_update__nested	0.1729ms	34.1829μs	29.2544 KOps/s	27.9345 KOps/s	$\color{#35bf28}+4.72\%$
test_set_nested	0.1473ms	29.5976μs	33.7865 KOps/s	31.3898 KOps/s	$\textbf{\color{#35bf28}+7.64\%}$
test_set_nested_new	0.1077ms	34.7005μs	28.8180 KOps/s	27.1509 KOps/s	$\textbf{\color{#35bf28}+6.14\%}$
test_select	0.1458ms	51.5715μs	19.3905 KOps/s	18.6059 KOps/s	$\color{#35bf28}+4.22\%$
test_select_nested	0.1281ms	58.3039μs	17.1515 KOps/s	16.9463 KOps/s	$\color{#35bf28}+1.21\%$
test_exclude_nested	0.1483ms	73.6886μs	13.5706 KOps/s	13.2871 KOps/s	$\color{#35bf28}+2.13\%$
test_empty[True]	0.3879ms	0.3098ms	3.2275 KOps/s	3.1944 KOps/s	$\color{#35bf28}+1.04\%$
test_empty[False]	8.4678μs	1.1953μs	836.5987 KOps/s	874.3811 KOps/s	$\color{#d91a1a}-4.32\%$
test_unbind_speed	0.4969ms	0.2996ms	3.3376 KOps/s	3.3684 KOps/s	$\color{#d91a1a}-0.92\%$
test_unbind_speed_stack0	0.6349ms	0.2929ms	3.4144 KOps/s	3.5372 KOps/s	$\color{#d91a1a}-3.47\%$
test_unbind_speed_stack1	91.6880ms	0.7714ms	1.2964 KOps/s	1.4408 KOps/s	$\textbf{\color{#d91a1a}-10.03\%}$
test_split	88.0102ms	2.1849ms	457.6966 Ops/s	459.6636 Ops/s	$\color{#d91a1a}-0.43\%$
test_chunk	2.2207ms	2.0080ms	498.0064 Ops/s	458.5946 Ops/s	$\textbf{\color{#35bf28}+8.59\%}$
test_creation[device0]	3.7848ms	0.1205ms	8.2982 KOps/s	8.0839 KOps/s	$\color{#35bf28}+2.65\%$
test_creation_from_tensor	0.2306ms	0.1194ms	8.3751 KOps/s	8.6093 KOps/s	$\color{#d91a1a}-2.72\%$
test_add_one[memmap_tensor0]	77.5860μs	7.7328μs	129.3184 KOps/s	132.9677 KOps/s	$\color{#d91a1a}-2.74\%$
test_contiguous[memmap_tensor0]	18.0940μs	1.9316μs	517.7132 KOps/s	516.4499 KOps/s	$\color{#35bf28}+0.24\%$
test_stack[memmap_tensor0]	50.9460μs	5.5369μs	180.6080 KOps/s	174.4702 KOps/s	$\color{#35bf28}+3.52\%$
test_memmaptd_index	0.6258ms	0.4060ms	2.4633 KOps/s	2.4817 KOps/s	$\color{#d91a1a}-0.74\%$
test_memmaptd_index_astensor	0.9741ms	0.4840ms	2.0661 KOps/s	2.0734 KOps/s	$\color{#d91a1a}-0.35\%$
test_memmaptd_index_op	1.4594ms	1.0033ms	996.6945 Ops/s	992.2216 Ops/s	$\color{#35bf28}+0.45\%$
test_serialize_model	0.1323s	0.1205s	8.2985 Ops/s	8.6407 Ops/s	$\color{#d91a1a}-3.96\%$
test_serialize_model_pickle	0.4351s	0.3869s	2.5844 Ops/s	2.5183 Ops/s	$\color{#35bf28}+2.63\%$
test_serialize_weights	0.1233s	0.1166s	8.5784 Ops/s	7.7978 Ops/s	$\textbf{\color{#35bf28}+10.01\%}$
test_serialize_weights_returnearly	0.2821s	0.1792s	5.5802 Ops/s	6.3436 Ops/s	$\textbf{\color{#d91a1a}-12.03\%}$
test_serialize_weights_pickle	1.1998s	0.7009s	1.4268 Ops/s	2.5316 Ops/s	$\textbf{\color{#d91a1a}-43.64\%}$
test_serialize_weights_filesystem	0.1467s	0.1410s	7.0912 Ops/s	7.1494 Ops/s	$\color{#d91a1a}-0.81\%$
test_serialize_model_filesystem	0.1522s	0.1448s	6.9042 Ops/s	6.2257 Ops/s	$\textbf{\color{#35bf28}+10.90\%}$
test_reshape_pytree	85.7310μs	38.3306μs	26.0888 KOps/s	25.8597 KOps/s	$\color{#35bf28}+0.89\%$
test_reshape_td	0.1020ms	45.5552μs	21.9514 KOps/s	22.0107 KOps/s	$\color{#d91a1a}-0.27\%$
test_view_pytree	80.5810μs	38.2219μs	26.1630 KOps/s	25.9802 KOps/s	$\color{#35bf28}+0.70\%$
test_view_td	0.1457ms	51.2901μs	19.4969 KOps/s	19.3217 KOps/s	$\color{#35bf28}+0.91\%$
test_unbind_pytree	81.1220μs	35.8789μs	27.8715 KOps/s	27.2561 KOps/s	$\color{#35bf28}+2.26\%$
test_unbind_td	0.2983ms	44.1046μs	22.6734 KOps/s	22.8127 KOps/s	$\color{#d91a1a}-0.61\%$
test_split_pytree	89.0070μs	38.1080μs	26.2412 KOps/s	26.2148 KOps/s	$\color{#35bf28}+0.10\%$
test_split_td	0.1939ms	56.3641μs	17.7418 KOps/s	17.4204 KOps/s	$\color{#35bf28}+1.84\%$
test_add_pytree	0.1005ms	45.7732μs	21.8469 KOps/s	22.2028 KOps/s	$\color{#d91a1a}-1.60\%$
test_add_td	0.1613ms	79.2641μs	12.6161 KOps/s	12.2817 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_add_one_nested[tensordict-compile]	0.1258ms	55.6687μs	17.9634 KOps/s	17.4316 KOps/s	$\color{#35bf28}+3.05\%$
test_compile_add_one_nested[tensordict-eager]	0.3944ms	0.1828ms	5.4705 KOps/s	5.4175 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_nested[pytree-compile]	0.1164ms	55.4760μs	18.0258 KOps/s	17.8383 KOps/s	$\color{#35bf28}+1.05\%$
test_compile_add_one_nested[pytree-eager]	0.2205ms	0.1420ms	7.0437 KOps/s	7.0654 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_copy_nested[tensordict-compile]	80.6910μs	19.9561μs	50.1101 KOps/s	47.4344 KOps/s	$\textbf{\color{#35bf28}+5.64\%}$
test_compile_copy_nested[tensordict-eager]	0.1246ms	65.6841μs	15.2244 KOps/s	14.1231 KOps/s	$\textbf{\color{#35bf28}+7.80\%}$
test_compile_copy_nested[pytree-compile]	0.1404ms	74.3738μs	13.4456 KOps/s	12.9609 KOps/s	$\color{#35bf28}+3.74\%$
test_compile_copy_nested[pytree-eager]	0.1699ms	67.5125μs	14.8121 KOps/s	14.4777 KOps/s	$\color{#35bf28}+2.31\%$
test_compile_add_one_flat[tensordict-compile]	0.2842ms	0.1726ms	5.7928 KOps/s	5.7968 KOps/s	$\color{#d91a1a}-0.07\%$
test_compile_add_one_flat[tensordict-eager]	0.3488ms	0.1877ms	5.3281 KOps/s	5.3504 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_add_one_flat[tensorclass-compile]	0.1093ms	39.6594μs	25.2147 KOps/s	24.1922 KOps/s	$\color{#35bf28}+4.23\%$
test_compile_add_one_flat[tensorclass-eager]	0.6488ms	68.2809μs	14.6454 KOps/s	14.8193 KOps/s	$\color{#d91a1a}-1.17\%$
test_compile_add_one_flat[pytree-compile]	0.2688ms	0.1722ms	5.8056 KOps/s	5.7574 KOps/s	$\color{#35bf28}+0.84\%$
test_compile_add_one_flat[pytree-eager]	0.4134ms	0.2942ms	3.3989 KOps/s	3.4438 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_add_self_flat[tensordict-eager]	0.4290ms	0.2010ms	4.9743 KOps/s	5.0248 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_add_self_flat[tensordict-compile]	0.3325ms	0.1729ms	5.7850 KOps/s	5.7855 KOps/s	$-0.01\%$
test_compile_add_self_flat[tensorclass-eager]	0.3068ms	63.2129μs	15.8196 KOps/s	16.2190 KOps/s	$\color{#d91a1a}-2.46\%$
test_compile_add_self_flat[tensorclass-compile]	0.1121ms	41.0346μs	24.3697 KOps/s	23.9878 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_add_self_flat[pytree-eager]	0.3977ms	0.2396ms	4.1729 KOps/s	4.2682 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_add_self_flat[pytree-compile]	0.3802ms	0.1760ms	5.6832 KOps/s	5.6487 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_copy_flat[tensordict-compile]	0.1837ms	0.1025ms	9.7540 KOps/s	9.8053 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_copy_flat[tensordict-eager]	0.2609ms	57.5087μs	17.3887 KOps/s	15.9772 KOps/s	$\textbf{\color{#35bf28}+8.83\%}$
test_compile_copy_flat[pytree-compile]	0.2059ms	75.7920μs	13.1940 KOps/s	12.9599 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_copy_flat[pytree-eager]	0.1438ms	68.5137μs	14.5956 KOps/s	14.6636 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_assign_and_add[tensordict-compile]	0.2755ms	0.1929ms	5.1851 KOps/s	5.1502 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_assign_and_add[tensordict-eager]	1.9201ms	1.6260ms	615.0193 Ops/s	592.7391 Ops/s	$\color{#35bf28}+3.76\%$
test_compile_assign_and_add[pytree-compile]	0.2909ms	0.1890ms	5.2922 KOps/s	5.2542 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_assign_and_add[pytree-eager]	1.3066ms	1.1103ms	900.6239 Ops/s	908.3696 Ops/s	$\color{#d91a1a}-0.85\%$
test_compile_assign_and_add_stack[compile]	0.5039ms	0.4139ms	2.4161 KOps/s	2.3728 KOps/s	$\color{#35bf28}+1.83\%$
test_compile_assign_and_add_stack[eager]	4.0223ms	3.6586ms	273.3278 Ops/s	266.4569 Ops/s	$\color{#35bf28}+2.58\%$
test_compile_indexing[tensor-tensordict-compile]	92.3240μs	33.6993μs	29.6742 KOps/s	28.6320 KOps/s	$\color{#35bf28}+3.64\%$
test_compile_indexing[tensor-tensordict-eager]	1.2357ms	47.8259μs	20.9092 KOps/s	20.2763 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_indexing[tensor-tensorclass-compile]	92.0730μs	28.8471μs	34.6655 KOps/s	33.2141 KOps/s	$\color{#35bf28}+4.37\%$
test_compile_indexing[tensor-tensorclass-eager]	74.1300μs	28.5838μs	34.9848 KOps/s	35.5489 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_indexing[tensor-pytree-compile]	71.9650μs	29.2651μs	34.1704 KOps/s	32.9588 KOps/s	$\color{#35bf28}+3.68\%$
test_compile_indexing[tensor-pytree-eager]	92.6840μs	28.2542μs	35.3930 KOps/s	35.1289 KOps/s	$\color{#35bf28}+0.75\%$
test_compile_indexing[slice-tensordict-compile]	0.1389ms	72.3404μs	13.8235 KOps/s	13.5107 KOps/s	$\color{#35bf28}+2.32\%$
test_compile_indexing[slice-tensordict-eager]	0.4104ms	26.7788μs	37.3430 KOps/s	35.0935 KOps/s	$\textbf{\color{#35bf28}+6.41\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1354ms	67.0458μs	14.9152 KOps/s	14.6473 KOps/s	$\color{#35bf28}+1.83\%$
test_compile_indexing[slice-tensorclass-eager]	82.8250μs	23.0123μs	43.4551 KOps/s	43.3217 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_indexing[slice-pytree-compile]	0.1224ms	66.8188μs	14.9658 KOps/s	14.7669 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[slice-pytree-eager]	88.5360μs	22.8146μs	43.8316 KOps/s	44.0113 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_indexing[int-tensordict-compile]	0.1850ms	72.4477μs	13.8031 KOps/s	13.6826 KOps/s	$\color{#35bf28}+0.88\%$
test_compile_indexing[int-tensordict-eager]	1.0045ms	26.6489μs	37.5249 KOps/s	35.7836 KOps/s	$\color{#35bf28}+4.87\%$
test_compile_indexing[int-tensorclass-compile]	0.1548ms	66.3956μs	15.0612 KOps/s	14.7100 KOps/s	$\color{#35bf28}+2.39\%$
test_compile_indexing[int-tensorclass-eager]	87.3330μs	22.5568μs	44.3325 KOps/s	44.1537 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_indexing[int-pytree-compile]	0.1547ms	66.9700μs	14.9321 KOps/s	14.7454 KOps/s	$\color{#35bf28}+1.27\%$
test_compile_indexing[int-pytree-eager]	62.5670μs	22.4202μs	44.6025 KOps/s	43.8763 KOps/s	$\color{#35bf28}+1.66\%$
test_mod_add[eager]	82.4950μs	23.7004μs	42.1934 KOps/s	41.8200 KOps/s	$\color{#35bf28}+0.89\%$
test_mod_add[compile]	91.0500μs	37.8036μs	26.4525 KOps/s	21.8785 KOps/s	$\textbf{\color{#35bf28}+20.91\%}$
test_mod_add[compile-overhead]	81.3930μs	38.0419μs	26.2868 KOps/s	25.0288 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_mod_wrap[eager]	0.3313ms	0.2017ms	4.9568 KOps/s	4.8521 KOps/s	$\color{#35bf28}+2.16\%$
test_mod_wrap[compile]	0.4342ms	0.2326ms	4.2991 KOps/s	4.2848 KOps/s	$\color{#35bf28}+0.33\%$
test_mod_wrap[compile-overhead]	0.4272ms	0.2308ms	4.3326 KOps/s	4.2635 KOps/s	$\color{#35bf28}+1.62\%$
test_mod_wrap_and_backward[eager]	12.0623ms	10.7898ms	92.6800 Ops/s	92.6225 Ops/s	$\color{#35bf28}+0.06\%$
test_mod_wrap_and_backward[compile]	12.6230ms	10.7969ms	92.6195 Ops/s	91.3831 Ops/s	$\color{#35bf28}+1.35\%$
test_mod_wrap_and_backward[compile-overhead]	12.5616ms	10.7869ms	92.7052 Ops/s	86.6204 Ops/s	$\textbf{\color{#35bf28}+7.02\%}$
test_seq_add[eager]	0.1807ms	87.6677μs	11.4067 KOps/s	10.8708 KOps/s	$\color{#35bf28}+4.93\%$
test_seq_add[compile]	0.1375ms	63.3167μs	15.7936 KOps/s	15.5491 KOps/s	$\color{#35bf28}+1.57\%$
test_seq_add[compile-overhead]	0.1383ms	62.3772μs	16.0315 KOps/s	15.3846 KOps/s	$\color{#35bf28}+4.21\%$
test_seq_wrap[eager]	0.6370ms	0.3755ms	2.6629 KOps/s	2.6386 KOps/s	$\color{#35bf28}+0.92\%$
test_seq_wrap[compile]	0.4974ms	0.2718ms	3.6786 KOps/s	3.6642 KOps/s	$\color{#35bf28}+0.39\%$
test_seq_wrap[compile-overhead]	0.4541ms	0.2734ms	3.6570 KOps/s	3.7340 KOps/s	$\color{#d91a1a}-2.06\%$
test_func_call_runtime[False-eager]	0.8329ms	0.5317ms	1.8809 KOps/s	1.9253 KOps/s	$\color{#d91a1a}-2.31\%$
test_func_call_runtime[False-compile]	0.7309ms	0.5106ms	1.9587 KOps/s	1.9882 KOps/s	$\color{#d91a1a}-1.49\%$
test_func_call_runtime[False-compile-overhead]	0.7036ms	0.5093ms	1.9633 KOps/s	2.0046 KOps/s	$\color{#d91a1a}-2.06\%$
test_func_call_runtime[True-eager]	1.1079ms	0.7478ms	1.3373 KOps/s	1.3449 KOps/s	$\color{#d91a1a}-0.56\%$
test_func_call_runtime[True-compile]	0.6217ms	0.5170ms	1.9342 KOps/s	1.9257 KOps/s	$\color{#35bf28}+0.44\%$
test_func_call_runtime[True-compile-overhead]	0.7103ms	0.5214ms	1.9180 KOps/s	1.8703 KOps/s	$\color{#35bf28}+2.55\%$
test_func_call_cm_runtime[False-eager]	0.9273ms	0.5378ms	1.8594 KOps/s	1.9506 KOps/s	$\color{#d91a1a}-4.68\%$
test_func_call_cm_runtime[False-compile]	0.6812ms	0.5068ms	1.9732 KOps/s	2.0008 KOps/s	$\color{#d91a1a}-1.38\%$
test_func_call_cm_runtime[False-compile-overhead]	0.8527ms	0.5090ms	1.9646 KOps/s	1.9726 KOps/s	$\color{#d91a1a}-0.40\%$
test_func_call_cm_runtime[True-eager]	2.3545ms	0.8944ms	1.1181 KOps/s	1.1686 KOps/s	$\color{#d91a1a}-4.32\%$
test_func_call_cm_runtime[True-compile]	1.1783ms	0.7443ms	1.3435 KOps/s	1.3391 KOps/s	$\color{#35bf28}+0.33\%$
test_func_call_cm_runtime[True-compile-overhead]	0.9208ms	0.7388ms	1.3535 KOps/s	1.3349 KOps/s	$\color{#35bf28}+1.39\%$
test_vmap_func_call_cm_runtime[eager]	3.4245ms	1.8621ms	537.0384 Ops/s	542.0192 Ops/s	$\color{#d91a1a}-0.92\%$
test_vmap_func_call_cm_runtime[compile]	2.5111ms	1.9116ms	523.1226 Ops/s	526.3621 Ops/s	$\color{#d91a1a}-0.62\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.8621ms	1.9255ms	519.3580 Ops/s	525.4971 Ops/s	$\color{#d91a1a}-1.17\%$
test_distributed	0.3194ms	0.1251ms	7.9956 KOps/s	7.9164 KOps/s	$\color{#35bf28}+1.00\%$
test_tdmodule	0.1164ms	16.3828μs	61.0397 KOps/s	57.4899 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_tdmodule_dispatch	62.5270μs	33.4281μs	29.9150 KOps/s	28.5977 KOps/s	$\color{#35bf28}+4.61\%$
test_tdseq	42.2200μs	19.0246μs	52.5634 KOps/s	50.5983 KOps/s	$\color{#35bf28}+3.88\%$
test_tdseq_dispatch	72.4560μs	37.2254μs	26.8634 KOps/s	25.8488 KOps/s	$\color{#35bf28}+3.92\%$
test_instantiation_functorch	1.8789ms	1.5683ms	637.6459 Ops/s	627.9691 Ops/s	$\color{#35bf28}+1.54\%$
test_instantiation_td	2.0211ms	1.1719ms	853.3279 Ops/s	848.3730 Ops/s	$\color{#35bf28}+0.58\%$
test_exec_functorch	0.3444ms	0.1898ms	5.2677 KOps/s	5.2271 KOps/s	$\color{#35bf28}+0.78\%$
test_exec_functional_call	0.3575ms	0.1766ms	5.6630 KOps/s	5.6453 KOps/s	$\color{#35bf28}+0.31\%$
test_exec_td	0.3490ms	0.1734ms	5.7685 KOps/s	5.9275 KOps/s	$\color{#d91a1a}-2.68\%$
test_exec_td_decorator	1.1379ms	0.2262ms	4.4212 KOps/s	4.4048 KOps/s	$\color{#35bf28}+0.37\%$
test_vmap_mlp_speed[True-True]	0.7964ms	0.6395ms	1.5637 KOps/s	1.5631 KOps/s	$\color{#35bf28}+0.04\%$
test_vmap_mlp_speed[True-False]	1.1968ms	0.6478ms	1.5437 KOps/s	1.5858 KOps/s	$\color{#d91a1a}-2.66\%$
test_vmap_mlp_speed[False-True]	0.7760ms	0.4976ms	2.0096 KOps/s	2.0373 KOps/s	$\color{#d91a1a}-1.36\%$
test_vmap_mlp_speed[False-False]	0.7792ms	0.4995ms	2.0022 KOps/s	2.0147 KOps/s	$\color{#d91a1a}-0.62\%$
test_vmap_mlp_speed_decorator[True-True]	1.5390ms	0.6164ms	1.6222 KOps/s	1.6343 KOps/s	$\color{#d91a1a}-0.74\%$
test_vmap_mlp_speed_decorator[True-False]	1.0228ms	0.6205ms	1.6116 KOps/s	1.6298 KOps/s	$\color{#d91a1a}-1.12\%$
test_vmap_mlp_speed_decorator[False-True]	0.7693ms	0.5100ms	1.9608 KOps/s	1.9592 KOps/s	$\color{#35bf28}+0.08\%$
test_vmap_mlp_speed_decorator[False-False]	0.8224ms	0.5098ms	1.9614 KOps/s	1.9065 KOps/s	$\color{#35bf28}+2.88\%$
test_to_module_speed[True]	2.1054ms	1.2850ms	778.1979 Ops/s	781.4100 Ops/s	$\color{#d91a1a}-0.41\%$
test_to_module_speed[False]	1.6431ms	1.2468ms	802.0502 Ops/s	789.6473 Ops/s	$\color{#35bf28}+1.57\%$
test_tc_init	0.1038ms	40.0367μs	24.9771 KOps/s	22.2412 KOps/s	$\textbf{\color{#35bf28}+12.30\%}$
test_tc_init_nested	0.1638ms	81.2099μs	12.3138 KOps/s	11.2804 KOps/s	$\textbf{\color{#35bf28}+9.16\%}$
test_tc_first_layer_tensor	34.3440μs	1.5137μs	660.6178 KOps/s	634.4053 KOps/s	$\color{#35bf28}+4.13\%$
test_tc_first_layer_nontensor	50.1440μs	4.7353μs	211.1804 KOps/s	205.2453 KOps/s	$\color{#35bf28}+2.89\%$
test_tc_second_layer_tensor	36.4890μs	2.8280μs	353.6126 KOps/s	339.9946 KOps/s	$\color{#35bf28}+4.01\%$
test_tc_second_layer_nontensor	43.7420μs	5.9874μs	167.0178 KOps/s	161.5413 KOps/s	$\color{#35bf28}+3.39\%$
test_unbind	0.4796s	13.2253ms	75.6127 Ops/s	76.6072 Ops/s	$\color{#d91a1a}-1.30\%$
test_full_like	8.9400ms	7.5060ms	133.2266 Ops/s	143.5089 Ops/s	$\textbf{\color{#d91a1a}-7.16\%}$
test_zeros_like	4.2624ms	2.9142ms	343.1420 Ops/s	367.2393 Ops/s	$\textbf{\color{#d91a1a}-6.56\%}$
test_ones_like	4.0463ms	3.4268ms	291.8198 Ops/s	320.0478 Ops/s	$\textbf{\color{#d91a1a}-8.82\%}$
test_clone	6.0611ms	5.4310ms	184.1265 Ops/s	205.0522 Ops/s	$\textbf{\color{#d91a1a}-10.21\%}$
test_squeeze	66.8750μs	12.3926μs	80.6930 KOps/s	77.7881 KOps/s	$\color{#35bf28}+3.73\%$
test_unsqueeze	0.3440ms	89.4472μs	11.1798 KOps/s	11.1574 KOps/s	$\color{#35bf28}+0.20\%$
test_split	0.3499ms	0.1896ms	5.2749 KOps/s	5.1139 KOps/s	$\color{#35bf28}+3.15\%$
test_permute	0.3508ms	0.2126ms	4.7042 KOps/s	4.6087 KOps/s	$\color{#35bf28}+2.07\%$
test_stack	34.5231ms	26.2665ms	38.0713 Ops/s	40.4343 Ops/s	$\textbf{\color{#d91a1a}-5.84\%}$
test_cat	34.3235ms	26.7592ms	37.3703 Ops/s	41.0109 Ops/s	$\textbf{\color{#d91a1a}-8.88\%}$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}30$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	49.8310μs	14.1279μs	70.7817 KOps/s	67.0274 KOps/s	$\textbf{\color{#35bf28}+5.60\%}$
test_plain_set_stack_nested	40.2800μs	14.3898μs	69.4937 KOps/s	65.1098 KOps/s	$\textbf{\color{#35bf28}+6.73\%}$
test_plain_set_nested_inplace	64.2600μs	15.1740μs	65.9023 KOps/s	62.8681 KOps/s	$\color{#35bf28}+4.83\%$
test_plain_set_stack_nested_inplace	43.1510μs	15.1283μs	66.1012 KOps/s	64.0889 KOps/s	$\color{#35bf28}+3.14\%$
test_items	34.0300μs	2.8214μs	354.4297 KOps/s	348.2108 KOps/s	$\color{#35bf28}+1.79\%$
test_items_nested	0.4017ms	0.3124ms	3.2007 KOps/s	3.2034 KOps/s	$\color{#d91a1a}-0.08\%$
test_items_nested_locked	0.3734ms	0.3144ms	3.1802 KOps/s	3.1597 KOps/s	$\color{#35bf28}+0.65\%$
test_items_nested_leaf	91.5710μs	62.8435μs	15.9125 KOps/s	15.9366 KOps/s	$\color{#d91a1a}-0.15\%$
test_items_stack_nested	0.4952ms	0.3175ms	3.1498 KOps/s	3.1795 KOps/s	$\color{#d91a1a}-0.93\%$
test_items_stack_nested_leaf	89.1710μs	64.4093μs	15.5257 KOps/s	15.4150 KOps/s	$\color{#35bf28}+0.72\%$
test_items_stack_nested_locked	0.3697ms	0.3143ms	3.1821 KOps/s	3.1668 KOps/s	$\color{#35bf28}+0.48\%$
test_keys	47.7910μs	3.4007μs	294.0548 KOps/s	294.4142 KOps/s	$\color{#d91a1a}-0.12\%$
test_keys_nested	90.7920μs	54.8614μs	18.2278 KOps/s	18.2013 KOps/s	$\color{#35bf28}+0.15\%$
test_keys_nested_locked	0.9669ms	59.0808μs	16.9260 KOps/s	16.6640 KOps/s	$\color{#35bf28}+1.57\%$
test_keys_nested_leaf	81.2410μs	46.0920μs	21.6957 KOps/s	21.5691 KOps/s	$\color{#35bf28}+0.59\%$
test_keys_stack_nested	88.9410μs	54.5803μs	18.3216 KOps/s	18.3651 KOps/s	$\color{#d91a1a}-0.24\%$
test_keys_stack_nested_leaf	71.4310μs	46.2266μs	21.6326 KOps/s	21.3613 KOps/s	$\color{#35bf28}+1.27\%$
test_keys_stack_nested_locked	0.1144ms	58.7098μs	17.0329 KOps/s	16.7919 KOps/s	$\color{#35bf28}+1.44\%$
test_values	4.3617μs	0.8186μs	1.2216 MOps/s	1.2302 MOps/s	$\color{#d91a1a}-0.70\%$
test_values_nested	68.0810μs	27.8886μs	35.8570 KOps/s	36.4017 KOps/s	$\color{#d91a1a}-1.50\%$
test_values_nested_locked	66.1810μs	29.6581μs	33.7176 KOps/s	34.3039 KOps/s	$\color{#d91a1a}-1.71\%$
test_values_nested_leaf	51.8800μs	24.4145μs	40.9593 KOps/s	41.4420 KOps/s	$\color{#d91a1a}-1.16\%$
test_values_stack_nested	61.8710μs	28.7080μs	34.8335 KOps/s	35.1827 KOps/s	$\color{#d91a1a}-0.99\%$
test_values_stack_nested_leaf	52.2910μs	25.2940μs	39.5351 KOps/s	40.2976 KOps/s	$\color{#d91a1a}-1.89\%$
test_values_stack_nested_locked	54.6810μs	30.4180μs	32.8753 KOps/s	33.3723 KOps/s	$\color{#d91a1a}-1.49\%$
test_membership	1.7486μs	0.4754μs	2.1033 MOps/s	2.1033 MOps/s	$+0.00\%$
test_membership_nested	23.6410μs	1.8030μs	554.6379 KOps/s	568.8771 KOps/s	$\color{#d91a1a}-2.50\%$
test_membership_nested_leaf	11.4303μs	1.7052μs	586.4560 KOps/s	574.1437 KOps/s	$\color{#35bf28}+2.14\%$
test_membership_stacked_nested	37.1010μs	1.7946μs	557.2331 KOps/s	558.5835 KOps/s	$\color{#d91a1a}-0.24\%$
test_membership_stacked_nested_leaf	29.7300μs	1.7721μs	564.3165 KOps/s	571.5720 KOps/s	$\color{#d91a1a}-1.27\%$
test_membership_nested_last	24.6710μs	2.5596μs	390.6792 KOps/s	391.9110 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership_nested_leaf_last	34.5110μs	2.6031μs	384.1502 KOps/s	389.2199 KOps/s	$\color{#d91a1a}-1.30\%$
test_membership_stacked_nested_last	22.2700μs	2.5884μs	386.3383 KOps/s	391.4675 KOps/s	$\color{#d91a1a}-1.31\%$
test_membership_stacked_nested_leaf_last	30.4500μs	2.5539μs	391.5637 KOps/s	387.5732 KOps/s	$\color{#35bf28}+1.03\%$
test_nested_getleaf	42.5200μs	6.1300μs	163.1324 KOps/s	165.7219 KOps/s	$\color{#d91a1a}-1.56\%$
test_nested_get	38.3300μs	5.7685μs	173.3550 KOps/s	175.2181 KOps/s	$\color{#d91a1a}-1.06\%$
test_stacked_getleaf	29.3900μs	5.9642μs	167.6683 KOps/s	165.1664 KOps/s	$\color{#35bf28}+1.51\%$
test_stacked_get	43.1010μs	5.6868μs	175.8448 KOps/s	179.1023 KOps/s	$\color{#d91a1a}-1.82\%$
test_nested_getitemleaf	35.2510μs	6.0794μs	164.4910 KOps/s	163.4696 KOps/s	$\color{#35bf28}+0.62\%$
test_nested_getitem	37.3400μs	5.7546μs	173.7740 KOps/s	174.9197 KOps/s	$\color{#d91a1a}-0.65\%$
test_stacked_getitemleaf	33.1000μs	6.0250μs	165.9762 KOps/s	165.4705 KOps/s	$\color{#35bf28}+0.31\%$
test_stacked_getitem	35.0100μs	5.6915μs	175.7021 KOps/s	175.8427 KOps/s	$\color{#d91a1a}-0.08\%$
test_lock_nested	0.8664ms	0.4117ms	2.4288 KOps/s	2.3655 KOps/s	$\color{#35bf28}+2.68\%$
test_lock_stack_nested	0.4297ms	0.3762ms	2.6584 KOps/s	2.6095 KOps/s	$\color{#35bf28}+1.87\%$
test_unlock_nested	0.7349ms	0.3545ms	2.8205 KOps/s	2.7800 KOps/s	$\color{#35bf28}+1.46\%$
test_unlock_stack_nested	0.3918ms	0.3153ms	3.1711 KOps/s	3.1020 KOps/s	$\color{#35bf28}+2.23\%$
test_flatten_speed	0.1650ms	78.1577μs	12.7946 KOps/s	12.7053 KOps/s	$\color{#35bf28}+0.70\%$
test_unflatten_speed	0.3501ms	0.2805ms	3.5653 KOps/s	3.5795 KOps/s	$\color{#d91a1a}-0.40\%$
test_common_ops	1.5020ms	1.2408ms	805.9343 Ops/s	796.9804 Ops/s	$\color{#35bf28}+1.12\%$
test_creation	28.7500μs	1.4653μs	682.4639 KOps/s	694.0438 KOps/s	$\color{#d91a1a}-1.67\%$
test_creation_empty	46.8710μs	16.0523μs	62.2962 KOps/s	57.2901 KOps/s	$\textbf{\color{#35bf28}+8.74\%}$
test_creation_nested_1	50.3510μs	17.8794μs	55.9302 KOps/s	52.4979 KOps/s	$\textbf{\color{#35bf28}+6.54\%}$
test_creation_nested_2	58.9710μs	20.4781μs	48.8326 KOps/s	44.8760 KOps/s	$\textbf{\color{#35bf28}+8.82\%}$
test_clone	71.6010μs	27.8889μs	35.8565 KOps/s	34.3223 KOps/s	$\color{#35bf28}+4.47\%$
test_getitem[int]	1.3990ms	15.7930μs	63.3191 KOps/s	62.9666 KOps/s	$\color{#35bf28}+0.56\%$
test_getitem[slice_int]	0.1304ms	26.7883μs	37.3297 KOps/s	36.3539 KOps/s	$\color{#35bf28}+2.68\%$
test_getitem[range]	0.2814ms	0.1096ms	9.1227 KOps/s	9.0328 KOps/s	$\color{#35bf28}+1.00\%$
test_getitem[tuple]	0.1300ms	23.5281μs	42.5024 KOps/s	42.1914 KOps/s	$\color{#35bf28}+0.74\%$
test_getitem[list]	0.2117ms	96.7538μs	10.3355 KOps/s	10.1689 KOps/s	$\color{#35bf28}+1.64\%$
test_setitem_dim[int]	74.0310μs	51.0295μs	19.5965 KOps/s	18.8886 KOps/s	$\color{#35bf28}+3.75\%$
test_setitem_dim[slice_int]	0.1203ms	74.7658μs	13.3751 KOps/s	13.2951 KOps/s	$\color{#35bf28}+0.60\%$
test_setitem_dim[range]	0.1798ms	0.1340ms	7.4609 KOps/s	7.3590 KOps/s	$\color{#35bf28}+1.39\%$
test_setitem_dim[tuple]	0.1615ms	67.3857μs	14.8399 KOps/s	14.4629 KOps/s	$\color{#35bf28}+2.61\%$
test_setitem	86.1710μs	40.5006μs	24.6910 KOps/s	24.1036 KOps/s	$\color{#35bf28}+2.44\%$
test_set	83.7910μs	39.8541μs	25.0915 KOps/s	24.3670 KOps/s	$\color{#35bf28}+2.97\%$
test_set_shared	0.3597ms	48.9264μs	20.4389 KOps/s	20.0584 KOps/s	$\color{#35bf28}+1.90\%$
test_update	90.1410μs	47.9597μs	20.8508 KOps/s	19.7210 KOps/s	$\textbf{\color{#35bf28}+5.73\%}$
test_update_nested	0.1100ms	54.8003μs	18.2481 KOps/s	17.4369 KOps/s	$\color{#35bf28}+4.65\%$
test_update__nested	98.8720μs	57.5613μs	17.3728 KOps/s	17.0547 KOps/s	$\color{#35bf28}+1.87\%$
test_set_nested	78.0520μs	41.0636μs	24.3525 KOps/s	22.9076 KOps/s	$\textbf{\color{#35bf28}+6.31\%}$
test_set_nested_new	81.8610μs	44.9469μs	22.2485 KOps/s	21.1401 KOps/s	$\textbf{\color{#35bf28}+5.24\%}$
test_select	0.1137ms	58.1041μs	17.2105 KOps/s	16.7742 KOps/s	$\color{#35bf28}+2.60\%$
test_select_nested	0.5347ms	42.5512μs	23.5011 KOps/s	24.5273 KOps/s	$\color{#d91a1a}-4.18\%$
test_exclude_nested	0.1019ms	57.9208μs	17.2649 KOps/s	17.9578 KOps/s	$\color{#d91a1a}-3.86\%$
test_empty[True]	0.3137ms	0.2395ms	4.1759 KOps/s	4.1494 KOps/s	$\color{#35bf28}+0.64\%$
test_empty[False]	4.0611μs	0.7156μs	1.3974 MOps/s	1.3952 MOps/s	$\color{#35bf28}+0.16\%$
test_to	53.3710μs	24.7349μs	40.4288 KOps/s	42.3109 KOps/s	$\color{#d91a1a}-4.45\%$
test_to_nonblocking	77.5810μs	23.5083μs	42.5382 KOps/s	43.2105 KOps/s	$\color{#d91a1a}-1.56\%$
test_unbind_speed	1.5583ms	0.2687ms	3.7217 KOps/s	3.5495 KOps/s	$\color{#35bf28}+4.85\%$
test_unbind_speed_stack0	0.3539ms	0.2667ms	3.7496 KOps/s	3.5688 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_unbind_speed_stack1	92.4662ms	0.6881ms	1.4534 KOps/s	1.4122 KOps/s	$\color{#35bf28}+2.92\%$
test_split	93.7477ms	2.1394ms	467.4141 Ops/s	463.3647 Ops/s	$\color{#35bf28}+0.87\%$
test_chunk	95.9326ms	2.1414ms	466.9744 Ops/s	461.3848 Ops/s	$\color{#35bf28}+1.21\%$
test_creation[device0]	0.3540ms	0.1260ms	7.9346 KOps/s	7.9005 KOps/s	$\color{#35bf28}+0.43\%$
test_creation_from_tensor	0.3844ms	0.1301ms	7.6878 KOps/s	7.7116 KOps/s	$\color{#d91a1a}-0.31\%$
test_add_one[memmap_tensor0]	0.2541ms	8.9339μs	111.9337 KOps/s	107.6294 KOps/s	$\color{#35bf28}+4.00\%$
test_contiguous[memmap_tensor0]	23.7300μs	2.2186μs	450.7382 KOps/s	451.3990 KOps/s	$\color{#d91a1a}-0.15\%$
test_stack[memmap_tensor0]	38.0500μs	6.5120μs	153.5620 KOps/s	146.3060 KOps/s	$\color{#35bf28}+4.96\%$
test_memmaptd_index	1.1164ms	0.4266ms	2.3444 KOps/s	2.2878 KOps/s	$\color{#35bf28}+2.47\%$
test_memmaptd_index_astensor	0.7333ms	0.4814ms	2.0774 KOps/s	2.0168 KOps/s	$\color{#35bf28}+3.01\%$
test_memmaptd_index_op	1.4856ms	1.0209ms	979.5577 Ops/s	934.1192 Ops/s	$\color{#35bf28}+4.86\%$
test_serialize_model	0.1318s	0.1290s	7.7541 Ops/s	7.7440 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_model_pickle	1.3750s	1.2175s	0.8214 Ops/s	0.8246 Ops/s	$\color{#d91a1a}-0.39\%$
test_serialize_weights	0.1286s	0.1279s	7.8197 Ops/s	7.0286 Ops/s	$\textbf{\color{#35bf28}+11.26\%}$
test_serialize_weights_returnearly	0.2431s	62.1710ms	16.0847 Ops/s	18.0854 Ops/s	$\textbf{\color{#d91a1a}-11.06\%}$
test_serialize_weights_pickle	1.3485s	1.2180s	0.8210 Ops/s	0.8212 Ops/s	$\color{#d91a1a}-0.02\%$
test_reshape_pytree	67.4510μs	35.7132μs	28.0009 KOps/s	27.9899 KOps/s	$\color{#35bf28}+0.04\%$
test_reshape_td	83.7710μs	45.0576μs	22.1938 KOps/s	24.4745 KOps/s	$\textbf{\color{#d91a1a}-9.32\%}$
test_view_pytree	77.7110μs	35.2105μs	28.4007 KOps/s	28.3964 KOps/s	$\color{#35bf28}+0.02\%$
test_view_td	0.1122ms	48.5248μs	20.6080 KOps/s	21.9729 KOps/s	$\textbf{\color{#d91a1a}-6.21\%}$
test_unbind_pytree	60.7910μs	33.8077μs	29.5790 KOps/s	28.2401 KOps/s	$\color{#35bf28}+4.74\%$
test_unbind_td	0.3845ms	41.4163μs	24.1451 KOps/s	23.3622 KOps/s	$\color{#35bf28}+3.35\%$
test_split_pytree	87.0710μs	45.4727μs	21.9912 KOps/s	21.7573 KOps/s	$\color{#35bf28}+1.08\%$
test_split_td	0.4444ms	53.5178μs	18.6854 KOps/s	18.2702 KOps/s	$\color{#35bf28}+2.27\%$
test_add_pytree	0.1126ms	58.2594μs	17.1646 KOps/s	17.7606 KOps/s	$\color{#d91a1a}-3.36\%$
test_add_td	0.1405ms	95.0571μs	10.5200 KOps/s	10.9826 KOps/s	$\color{#d91a1a}-4.21\%$
test_compile_add_one_nested[tensordict-compile]	0.4129ms	0.2189ms	4.5679 KOps/s	4.6599 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_add_one_nested[tensordict-eager]	0.2522ms	0.1564ms	6.3935 KOps/s	6.4068 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_add_one_nested[pytree-compile]	0.2330ms	0.1536ms	6.5109 KOps/s	6.8640 KOps/s	$\textbf{\color{#d91a1a}-5.15\%}$
test_compile_add_one_nested[pytree-eager]	0.2611ms	0.1833ms	5.4556 KOps/s	5.4237 KOps/s	$\color{#35bf28}+0.59\%$
test_compile_copy_nested[tensordict-compile]	68.5710μs	20.4691μs	48.8542 KOps/s	56.4282 KOps/s	$\textbf{\color{#d91a1a}-13.42\%}$
test_compile_copy_nested[tensordict-eager]	70.6710μs	42.4034μs	23.5830 KOps/s	23.7147 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_copy_nested[pytree-compile]	0.2215ms	63.1137μs	15.8444 KOps/s	15.4661 KOps/s	$\color{#35bf28}+2.45\%$
test_compile_copy_nested[pytree-eager]	80.7610μs	49.5032μs	20.2007 KOps/s	20.0610 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_add_one_flat[tensordict-compile]	0.4538ms	0.3230ms	3.0963 KOps/s	3.1025 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_add_one_flat[tensordict-eager]	0.2559ms	0.2077ms	4.8135 KOps/s	4.7026 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_add_one_flat[tensorclass-compile]	0.1749ms	0.1300ms	7.6916 KOps/s	7.6842 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_add_one_flat[tensorclass-eager]	0.1897ms	62.6691μs	15.9568 KOps/s	15.7882 KOps/s	$\color{#35bf28}+1.07\%$
test_compile_add_one_flat[pytree-compile]	0.4585ms	0.3327ms	3.0061 KOps/s	3.1068 KOps/s	$\color{#d91a1a}-3.24\%$
test_compile_add_one_flat[pytree-eager]	0.8450ms	0.6491ms	1.5407 KOps/s	1.5679 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_add_self_flat[tensordict-eager]	0.3467ms	0.2515ms	3.9768 KOps/s	4.0281 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_add_self_flat[tensordict-compile]	0.4487ms	0.3327ms	3.0059 KOps/s	3.0737 KOps/s	$\color{#d91a1a}-2.21\%$
test_compile_add_self_flat[tensorclass-eager]	0.2010ms	75.2800μs	13.2837 KOps/s	13.6432 KOps/s	$\color{#d91a1a}-2.63\%$
test_compile_add_self_flat[tensorclass-compile]	0.1950ms	0.1405ms	7.1192 KOps/s	7.6359 KOps/s	$\textbf{\color{#d91a1a}-6.77\%}$
test_compile_add_self_flat[pytree-eager]	0.6880ms	0.5294ms	1.8890 KOps/s	1.8541 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_add_self_flat[pytree-compile]	0.4042ms	0.3315ms	3.0168 KOps/s	3.0940 KOps/s	$\color{#d91a1a}-2.49\%$
test_compile_copy_flat[tensordict-compile]	0.1193ms	18.1523μs	55.0894 KOps/s	58.1984 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_compile_copy_flat[tensordict-eager]	0.1207ms	27.5226μs	36.3338 KOps/s	36.6168 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_copy_flat[pytree-compile]	0.1711ms	70.4360μs	14.1973 KOps/s	13.5790 KOps/s	$\color{#35bf28}+4.55\%$
test_compile_copy_flat[pytree-eager]	0.1578ms	51.1520μs	19.5496 KOps/s	18.1312 KOps/s	$\textbf{\color{#35bf28}+7.82\%}$
test_compile_assign_and_add[tensordict-compile]	2.3630ms	0.8247ms	1.2126 KOps/s	1.1314 KOps/s	$\textbf{\color{#35bf28}+7.17\%}$
test_compile_assign_and_add[tensordict-eager]	3.3213ms	3.0711ms	325.6130 Ops/s	316.6428 Ops/s	$\color{#35bf28}+2.83\%$
test_compile_assign_and_add[pytree-compile]	2.3227ms	0.8083ms	1.2371 KOps/s	1.1262 KOps/s	$\textbf{\color{#35bf28}+9.85\%}$
test_compile_assign_and_add[pytree-eager]	3.5663ms	3.1549ms	316.9686 Ops/s	307.4597 Ops/s	$\color{#35bf28}+3.09\%$
test_compile_indexing[tensor-tensordict-compile]	0.1512ms	0.1121ms	8.9219 KOps/s	8.9615 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_indexing[tensor-tensordict-eager]	0.4599ms	58.0482μs	17.2271 KOps/s	16.5241 KOps/s	$\color{#35bf28}+4.25\%$
test_compile_indexing[tensor-tensorclass-compile]	0.5154ms	0.1052ms	9.5015 KOps/s	9.4955 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_indexing[tensor-tensorclass-eager]	0.4388ms	41.6452μs	24.0124 KOps/s	23.0029 KOps/s	$\color{#35bf28}+4.39\%$
test_compile_indexing[tensor-pytree-compile]	0.5007ms	0.1057ms	9.4610 KOps/s	9.5216 KOps/s	$\color{#d91a1a}-0.64\%$
test_compile_indexing[tensor-pytree-eager]	96.5810μs	41.7126μs	23.9736 KOps/s	22.8841 KOps/s	$\color{#35bf28}+4.76\%$
test_compile_indexing[slice-tensordict-compile]	0.1934ms	0.1393ms	7.1809 KOps/s	7.1942 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_indexing[slice-tensordict-eager]	0.4174ms	23.5758μs	42.4163 KOps/s	41.1048 KOps/s	$\color{#35bf28}+3.19\%$
test_compile_indexing[slice-tensorclass-compile]	0.2081ms	0.1333ms	7.5037 KOps/s	7.4762 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_indexing[slice-tensorclass-eager]	0.1137ms	20.1976μs	49.5108 KOps/s	48.2756 KOps/s	$\color{#35bf28}+2.56\%$
test_compile_indexing[slice-pytree-compile]	0.5163ms	0.1334ms	7.4948 KOps/s	7.5121 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_indexing[slice-pytree-eager]	0.3949ms	20.5237μs	48.7241 KOps/s	48.0195 KOps/s	$\color{#35bf28}+1.47\%$
test_compile_indexing[int-tensordict-compile]	0.5192ms	0.1396ms	7.1658 KOps/s	7.2068 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_indexing[int-tensordict-eager]	0.5290ms	23.6516μs	42.2805 KOps/s	41.2618 KOps/s	$\color{#35bf28}+2.47\%$
test_compile_indexing[int-tensorclass-compile]	0.5331ms	0.1334ms	7.4960 KOps/s	7.4797 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_indexing[int-tensorclass-eager]	0.4034ms	20.5576μs	48.6437 KOps/s	48.0962 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_indexing[int-pytree-compile]	0.5202ms	0.1331ms	7.5160 KOps/s	7.4543 KOps/s	$\color{#35bf28}+0.83\%$
test_compile_indexing[int-pytree-eager]	58.3900μs	20.3152μs	49.2243 KOps/s	47.9046 KOps/s	$\color{#35bf28}+2.75\%$
test_mod_add[eager]	79.1010μs	30.6939μs	32.5798 KOps/s	30.8243 KOps/s	$\textbf{\color{#35bf28}+5.70\%}$
test_mod_add[compile]	0.4692ms	70.3020μs	14.2243 KOps/s	14.2420 KOps/s	$\color{#d91a1a}-0.12\%$
test_mod_add[compile-overhead]	0.2651ms	0.1380ms	7.2482 KOps/s	6.5650 KOps/s	$\textbf{\color{#35bf28}+10.41\%}$
test_mod_wrap[eager]	0.6455ms	0.2405ms	4.1583 KOps/s	4.0210 KOps/s	$\color{#35bf28}+3.42\%$
test_mod_wrap[compile]	1.1540ms	0.2897ms	3.4521 KOps/s	3.4345 KOps/s	$\color{#35bf28}+0.51\%$
test_mod_wrap[compile-overhead]	8.2532ms	4.1313ms	242.0567 Ops/s	243.2956 Ops/s	$\color{#d91a1a}-0.51\%$
test_mod_wrap_and_backward[eager]	1.4894ms	1.3284ms	752.7840 Ops/s	690.6236 Ops/s	$\textbf{\color{#35bf28}+9.00\%}$
test_mod_wrap_and_backward[compile]	2.3738ms	1.2949ms	772.2671 Ops/s	706.3107 Ops/s	$\textbf{\color{#35bf28}+9.34\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3298ms	0.8942ms	1.1183 KOps/s	985.6006 Ops/s	$\textbf{\color{#35bf28}+13.47\%}$
test_seq_add[eager]	0.1511ms	92.0766μs	10.8605 KOps/s	9.9126 KOps/s	$\textbf{\color{#35bf28}+9.56\%}$
test_seq_add[compile]	0.6969ms	80.5282μs	12.4180 KOps/s	12.2773 KOps/s	$\color{#35bf28}+1.15\%$
test_seq_add[compile-overhead]	0.1680ms	0.1183ms	8.4509 KOps/s	8.3505 KOps/s	$\color{#35bf28}+1.20\%$
test_seq_wrap[eager]	0.4663ms	0.3949ms	2.5326 KOps/s	2.5522 KOps/s	$\color{#d91a1a}-0.77\%$
test_seq_wrap[compile]	1.1701ms	0.3067ms	3.2604 KOps/s	3.1551 KOps/s	$\color{#35bf28}+3.34\%$
test_seq_wrap[compile-overhead]	0.2673ms	0.2197ms	4.5523 KOps/s	4.3933 KOps/s	$\color{#35bf28}+3.62\%$
test_func_call_runtime[False-eager]	0.8302ms	0.7657ms	1.3059 KOps/s	1.3016 KOps/s	$\color{#35bf28}+0.33\%$
test_func_call_runtime[False-compile]	1.0297ms	0.7863ms	1.2717 KOps/s	1.2606 KOps/s	$\color{#35bf28}+0.88\%$
test_func_call_runtime[False-compile-overhead]	0.4141ms	0.3626ms	2.7582 KOps/s	2.7436 KOps/s	$\color{#35bf28}+0.53\%$
test_func_call_runtime[True-eager]	0.9563ms	0.8878ms	1.1264 KOps/s	1.0841 KOps/s	$\color{#35bf28}+3.90\%$
test_func_call_runtime[True-compile]	0.8564ms	0.8016ms	1.2474 KOps/s	1.2262 KOps/s	$\color{#35bf28}+1.73\%$
test_func_call_runtime[True-compile-overhead]	0.5202ms	0.3982ms	2.5111 KOps/s	2.4964 KOps/s	$\color{#35bf28}+0.59\%$
test_func_call_cm_runtime[False-eager]	0.8354ms	0.7512ms	1.3313 KOps/s	1.2846 KOps/s	$\color{#35bf28}+3.63\%$
test_func_call_cm_runtime[False-compile]	0.8297ms	0.7675ms	1.3029 KOps/s	1.2601 KOps/s	$\color{#35bf28}+3.40\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4122ms	0.3626ms	2.7578 KOps/s	2.7559 KOps/s	$\color{#35bf28}+0.07\%$
test_func_call_cm_runtime[True-eager]	1.0711ms	0.9802ms	1.0202 KOps/s	980.9801 Ops/s	$\color{#35bf28}+4.00\%$
test_func_call_cm_runtime[True-compile]	0.8922ms	0.8278ms	1.2080 KOps/s	1.1825 KOps/s	$\color{#35bf28}+2.16\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4994ms	0.4190ms	2.3866 KOps/s	2.3630 KOps/s	$\color{#35bf28}+1.00\%$
test_vmap_func_call_cm_runtime[eager]	2.5220ms	2.0280ms	493.1046 Ops/s	475.4725 Ops/s	$\color{#35bf28}+3.71\%$
test_vmap_func_call_cm_runtime[compile]	1.0010ms	0.8935ms	1.1191 KOps/s	1.1542 KOps/s	$\color{#d91a1a}-3.04\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4945ms	0.4269ms	2.3425 KOps/s	2.3290 KOps/s	$\color{#35bf28}+0.58\%$
test_distributed	1.8398ms	0.2094ms	4.7747 KOps/s	8.4801 KOps/s	$\textbf{\color{#d91a1a}-43.70\%}$
test_tdmodule	0.1142ms	14.5481μs	68.7375 KOps/s	63.3620 KOps/s	$\textbf{\color{#35bf28}+8.48\%}$
test_tdmodule_dispatch	65.2210μs	29.4196μs	33.9910 KOps/s	30.9493 KOps/s	$\textbf{\color{#35bf28}+9.83\%}$
test_tdseq	36.7710μs	15.2907μs	65.3991 KOps/s	60.2803 KOps/s	$\textbf{\color{#35bf28}+8.49\%}$
test_tdseq_dispatch	53.2410μs	31.6703μs	31.5753 KOps/s	29.7768 KOps/s	$\textbf{\color{#35bf28}+6.04\%}$
test_instantiation_functorch	1.9193ms	1.8060ms	553.7124 Ops/s	535.8853 Ops/s	$\color{#35bf28}+3.33\%$
test_instantiation_td	1.7252ms	1.1664ms	857.3693 Ops/s	825.9390 Ops/s	$\color{#35bf28}+3.81\%$
test_exec_functorch	0.2530ms	0.2016ms	4.9604 KOps/s	4.7140 KOps/s	$\textbf{\color{#35bf28}+5.23\%}$
test_exec_functional_call	0.2984ms	0.2088ms	4.7904 KOps/s	4.6752 KOps/s	$\color{#35bf28}+2.46\%$
test_exec_td	0.2663ms	0.2118ms	4.7212 KOps/s	4.4924 KOps/s	$\textbf{\color{#35bf28}+5.09\%}$
test_exec_td_decorator	0.9292ms	0.2528ms	3.9550 KOps/s	3.7808 KOps/s	$\color{#35bf28}+4.61\%$
test_vmap_mlp_speed[True-True]	0.7821ms	0.6757ms	1.4800 KOps/s	1.4423 KOps/s	$\color{#35bf28}+2.62\%$
test_vmap_mlp_speed[True-False]	0.7470ms	0.6747ms	1.4820 KOps/s	1.4401 KOps/s	$\color{#35bf28}+2.91\%$
test_vmap_mlp_speed[False-True]	0.6936ms	0.5675ms	1.7621 KOps/s	1.7325 KOps/s	$\color{#35bf28}+1.71\%$
test_vmap_mlp_speed[False-False]	0.6401ms	0.5657ms	1.7676 KOps/s	1.7145 KOps/s	$\color{#35bf28}+3.10\%$
test_vmap_mlp_speed_decorator[True-True]	0.7713ms	0.6613ms	1.5121 KOps/s	1.4227 KOps/s	$\textbf{\color{#35bf28}+6.28\%}$
test_vmap_mlp_speed_decorator[True-False]	0.9036ms	0.6618ms	1.5110 KOps/s	1.4101 KOps/s	$\textbf{\color{#35bf28}+7.16\%}$
test_vmap_mlp_speed_decorator[False-True]	0.6943ms	0.5792ms	1.7265 KOps/s	1.6184 KOps/s	$\textbf{\color{#35bf28}+6.68\%}$
test_vmap_mlp_speed_decorator[False-False]	0.6881ms	0.5793ms	1.7261 KOps/s	1.6148 KOps/s	$\textbf{\color{#35bf28}+6.89\%}$
test_vmap_transformer_speed[True-True]	8.4019ms	8.2341ms	121.4457 Ops/s	119.0106 Ops/s	$\color{#35bf28}+2.05\%$
test_vmap_transformer_speed[True-False]	8.2676ms	8.1718ms	122.3716 Ops/s	119.6144 Ops/s	$\color{#35bf28}+2.31\%$
test_vmap_transformer_speed[False-True]	8.1668ms	7.9792ms	125.3265 Ops/s	122.3623 Ops/s	$\color{#35bf28}+2.42\%$
test_vmap_transformer_speed[False-False]	8.1071ms	8.0091ms	124.8576 Ops/s	122.3310 Ops/s	$\color{#35bf28}+2.07\%$
test_vmap_transformer_speed_decorator[True-True]	19.2146ms	19.0688ms	52.4417 Ops/s	51.1112 Ops/s	$\color{#35bf28}+2.60\%$
test_vmap_transformer_speed_decorator[True-False]	19.2118ms	19.0924ms	52.3768 Ops/s	50.8040 Ops/s	$\color{#35bf28}+3.10\%$
test_vmap_transformer_speed_decorator[False-True]	19.1233ms	18.9614ms	52.7388 Ops/s	51.6003 Ops/s	$\color{#35bf28}+2.21\%$
test_vmap_transformer_speed_decorator[False-False]	19.1880ms	18.9886ms	52.6632 Ops/s	51.3229 Ops/s	$\color{#35bf28}+2.61\%$
test_to_module_speed[True]	1.4144ms	0.9046ms	1.1054 KOps/s	1.0878 KOps/s	$\color{#35bf28}+1.62\%$
test_to_module_speed[False]	1.2620ms	0.8939ms	1.1186 KOps/s	1.1174 KOps/s	$\color{#35bf28}+0.11\%$
test_tc_init	61.9210μs	32.8263μs	30.4633 KOps/s	29.5196 KOps/s	$\color{#35bf28}+3.20\%$
test_tc_init_nested	99.2310μs	65.7935μs	15.1991 KOps/s	13.9561 KOps/s	$\textbf{\color{#35bf28}+8.91\%}$
test_tc_first_layer_tensor	4.8530μs	0.6779μs	1.4751 MOps/s	1.4740 MOps/s	$\color{#35bf28}+0.07\%$
test_tc_first_layer_nontensor	19.2410μs	2.2398μs	446.4624 KOps/s	445.4382 KOps/s	$\color{#35bf28}+0.23\%$
test_tc_second_layer_tensor	9.2000μs	1.3717μs	729.0239 KOps/s	731.3226 KOps/s	$\color{#d91a1a}-0.31\%$
test_tc_second_layer_nontensor	31.4910μs	2.9585μs	338.0108 KOps/s	339.4418 KOps/s	$\color{#d91a1a}-0.42\%$
test_unbind	0.1910s	11.6270ms	86.0070 Ops/s	91.8951 Ops/s	$\textbf{\color{#d91a1a}-6.41\%}$
test_full_like	0.6487ms	0.5740ms	1.7422 KOps/s	1.7399 KOps/s	$\color{#35bf28}+0.13\%$
test_zeros_like	0.2665ms	0.1980ms	5.0494 KOps/s	5.0537 KOps/s	$\color{#d91a1a}-0.09\%$
test_ones_like	0.2338ms	0.1978ms	5.0550 KOps/s	5.0592 KOps/s	$\color{#d91a1a}-0.08\%$
test_clone	0.4521ms	0.4135ms	2.4186 KOps/s	2.4152 KOps/s	$\color{#35bf28}+0.14\%$
test_squeeze	40.9010μs	9.2325μs	108.3126 KOps/s	105.0634 KOps/s	$\color{#35bf28}+3.09\%$
test_unsqueeze	0.2620ms	68.8007μs	14.5347 KOps/s	14.1704 KOps/s	$\color{#35bf28}+2.57\%$
test_split	0.2736ms	0.1523ms	6.5650 KOps/s	6.4329 KOps/s	$\color{#35bf28}+2.05\%$
test_permute	0.2602ms	0.1703ms	5.8703 KOps/s	5.8018 KOps/s	$\color{#35bf28}+1.18\%$
test_stack	1.2559ms	0.8606ms	1.1620 KOps/s	1.1281 KOps/s	$\color{#35bf28}+3.01\%$
test_cat	1.2518ms	1.2317ms	811.9156 Ops/s	811.9925 Ops/s	$-0.01\%$