[Feature] NonTensorData(*sequence_of_any)

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Feature] NonTensorData(*sequence_of_any) #1160
• [Feature] TensorClass shadow attributes #1159

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}26$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	68.6280μs	21.1340μs	47.3171 KOps/s	49.0188 KOps/s	$\color{#d91a1a}-3.47\%$
test_plain_set_stack_nested	79.0970μs	21.4530μs	46.6136 KOps/s	48.3604 KOps/s	$\color{#d91a1a}-3.61\%$
test_plain_set_nested_inplace	56.5460μs	23.3862μs	42.7602 KOps/s	45.1671 KOps/s	$\textbf{\color{#d91a1a}-5.33\%}$
test_plain_set_stack_nested_inplace	56.0340μs	23.3733μs	42.7839 KOps/s	45.0935 KOps/s	$\textbf{\color{#d91a1a}-5.12\%}$
test_items	31.2890μs	4.1850μs	238.9476 KOps/s	229.8417 KOps/s	$\color{#35bf28}+3.96\%$
test_items_nested	0.5324ms	0.4077ms	2.4526 KOps/s	2.4648 KOps/s	$\color{#d91a1a}-0.49\%$
test_items_nested_locked	0.4650ms	0.4065ms	2.4598 KOps/s	2.4589 KOps/s	$\color{#35bf28}+0.03\%$
test_items_nested_leaf	0.1652ms	77.1105μs	12.9684 KOps/s	12.8772 KOps/s	$\color{#35bf28}+0.71\%$
test_items_stack_nested	0.4890ms	0.4081ms	2.4505 KOps/s	2.4330 KOps/s	$\color{#35bf28}+0.72\%$
test_items_stack_nested_leaf	0.1205ms	79.0836μs	12.6448 KOps/s	12.5265 KOps/s	$\color{#35bf28}+0.94\%$
test_items_stack_nested_locked	0.8533ms	0.4111ms	2.4324 KOps/s	2.4237 KOps/s	$\color{#35bf28}+0.36\%$
test_keys	31.9990μs	3.4759μs	287.6959 KOps/s	280.8588 KOps/s	$\color{#35bf28}+2.43\%$
test_keys_nested	0.2940ms	0.1672ms	5.9812 KOps/s	5.9464 KOps/s	$\color{#35bf28}+0.59\%$
test_keys_nested_locked	0.7986ms	0.1732ms	5.7747 KOps/s	5.6704 KOps/s	$\color{#35bf28}+1.84\%$
test_keys_nested_leaf	0.2969ms	0.1462ms	6.8399 KOps/s	6.7757 KOps/s	$\color{#35bf28}+0.95\%$
test_keys_stack_nested	0.2362ms	0.1642ms	6.0915 KOps/s	5.9336 KOps/s	$\color{#35bf28}+2.66\%$
test_keys_stack_nested_leaf	0.2068ms	0.1424ms	7.0235 KOps/s	6.8031 KOps/s	$\color{#35bf28}+3.24\%$
test_keys_stack_nested_locked	0.2189ms	0.1707ms	5.8588 KOps/s	5.7399 KOps/s	$\color{#35bf28}+2.07\%$
test_values	5.9792μs	1.0544μs	948.4265 KOps/s	953.7975 KOps/s	$\color{#d91a1a}-0.56\%$
test_values_nested	0.1012ms	62.3722μs	16.0328 KOps/s	15.8551 KOps/s	$\color{#35bf28}+1.12\%$
test_values_nested_locked	0.1625ms	64.6945μs	15.4573 KOps/s	16.0161 KOps/s	$\color{#d91a1a}-3.49\%$
test_values_nested_leaf	0.1242ms	71.9122μs	13.9058 KOps/s	12.8833 KOps/s	$\textbf{\color{#35bf28}+7.94\%}$
test_values_stack_nested	0.1381ms	64.4783μs	15.5091 KOps/s	15.6818 KOps/s	$\color{#d91a1a}-1.10\%$
test_values_stack_nested_leaf	0.1332ms	72.5449μs	13.7846 KOps/s	13.7018 KOps/s	$\color{#35bf28}+0.60\%$
test_values_stack_nested_locked	0.1261ms	63.3251μs	15.7915 KOps/s	15.4618 KOps/s	$\color{#35bf28}+2.13\%$
test_membership	19.6470μs	0.8627μs	1.1592 MOps/s	1.0964 MOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_membership_nested	23.6440μs	2.9785μs	335.7424 KOps/s	336.8660 KOps/s	$\color{#d91a1a}-0.33\%$
test_membership_nested_leaf	20.6990μs	3.0054μs	332.7360 KOps/s	334.9208 KOps/s	$\color{#d91a1a}-0.65\%$
test_membership_stacked_nested	23.9350μs	2.9744μs	336.2002 KOps/s	331.1960 KOps/s	$\color{#35bf28}+1.51\%$
test_membership_stacked_nested_leaf	28.6530μs	2.9655μs	337.2147 KOps/s	318.9688 KOps/s	$\textbf{\color{#35bf28}+5.72\%}$
test_membership_nested_last	38.8320μs	4.4399μs	225.2297 KOps/s	220.2946 KOps/s	$\color{#35bf28}+2.24\%$
test_membership_nested_leaf_last	30.9270μs	4.5110μs	221.6811 KOps/s	223.3789 KOps/s	$\color{#d91a1a}-0.76\%$
test_membership_stacked_nested_last	21.9010μs	5.8012μs	172.3779 KOps/s	224.7782 KOps/s	$\textbf{\color{#d91a1a}-23.31\%}$
test_membership_stacked_nested_leaf_last	34.9850μs	5.8003μs	172.4040 KOps/s	224.1399 KOps/s	$\textbf{\color{#d91a1a}-23.08\%}$
test_nested_getleaf	50.6970μs	10.8871μs	91.8521 KOps/s	93.7093 KOps/s	$\color{#d91a1a}-1.98\%$
test_nested_get	34.9750μs	10.2360μs	97.6941 KOps/s	99.1216 KOps/s	$\color{#d91a1a}-1.44\%$
test_stacked_getleaf	42.3690μs	10.8384μs	92.2646 KOps/s	94.0887 KOps/s	$\color{#d91a1a}-1.94\%$
test_stacked_get	35.7670μs	10.3823μs	96.3181 KOps/s	98.3205 KOps/s	$\color{#d91a1a}-2.04\%$
test_nested_getitemleaf	37.1090μs	11.3873μs	87.8169 KOps/s	89.3123 KOps/s	$\color{#d91a1a}-1.67\%$
test_nested_getitem	58.8270μs	10.3693μs	96.4385 KOps/s	94.4946 KOps/s	$\color{#35bf28}+2.06\%$
test_stacked_getitemleaf	81.5120μs	10.9147μs	91.6196 KOps/s	86.6340 KOps/s	$\textbf{\color{#35bf28}+5.75\%}$
test_stacked_getitem	28.0420μs	10.4335μs	95.8456 KOps/s	96.0666 KOps/s	$\color{#d91a1a}-0.23\%$
test_lock_nested	6.9320ms	0.4689ms	2.1327 KOps/s	2.1630 KOps/s	$\color{#d91a1a}-1.40\%$
test_lock_stack_nested	0.4889ms	0.4307ms	2.3219 KOps/s	2.3023 KOps/s	$\color{#35bf28}+0.85\%$
test_unlock_nested	0.7308ms	0.3795ms	2.6348 KOps/s	2.6075 KOps/s	$\color{#35bf28}+1.05\%$
test_unlock_stack_nested	0.6524ms	0.3505ms	2.8528 KOps/s	2.8390 KOps/s	$\color{#35bf28}+0.49\%$
test_flatten_speed	0.1675ms	0.1013ms	9.8737 KOps/s	9.8483 KOps/s	$\color{#35bf28}+0.26\%$
test_unflatten_speed	0.6994ms	0.5335ms	1.8745 KOps/s	1.8852 KOps/s	$\color{#d91a1a}-0.57\%$
test_common_ops	4.8774ms	0.8229ms	1.2152 KOps/s	1.2980 KOps/s	$\textbf{\color{#d91a1a}-6.39\%}$
test_creation	20.8090μs	2.5434μs	393.1787 KOps/s	394.1561 KOps/s	$\color{#d91a1a}-0.25\%$
test_creation_empty	64.6030μs	12.5705μs	79.5513 KOps/s	93.8527 KOps/s	$\textbf{\color{#d91a1a}-15.24\%}$
test_creation_nested_1	40.5760μs	16.1636μs	61.8673 KOps/s	72.0278 KOps/s	$\textbf{\color{#d91a1a}-14.11\%}$
test_creation_nested_2	42.6600μs	20.4137μs	48.9866 KOps/s	54.7966 KOps/s	$\textbf{\color{#d91a1a}-10.60\%}$
test_clone	57.4470μs	13.5526μs	73.7865 KOps/s	72.7400 KOps/s	$\color{#35bf28}+1.44\%$
test_getitem[int]	1.3334ms	12.9852μs	77.0106 KOps/s	77.0767 KOps/s	$\color{#d91a1a}-0.09\%$
test_getitem[slice_int]	0.1450ms	25.3428μs	39.4589 KOps/s	40.2339 KOps/s	$\color{#d91a1a}-1.93\%$
test_getitem[range]	0.1829ms	46.5887μs	21.4644 KOps/s	20.8038 KOps/s	$\color{#35bf28}+3.18\%$
test_getitem[tuple]	0.1373ms	20.7847μs	48.1123 KOps/s	49.3096 KOps/s	$\color{#d91a1a}-2.43\%$
test_getitem[list]	0.1864ms	42.4598μs	23.5517 KOps/s	22.8656 KOps/s	$\color{#35bf28}+3.00\%$
test_setitem_dim[int]	54.0810μs	25.3404μs	39.4627 KOps/s	39.9398 KOps/s	$\color{#d91a1a}-1.19\%$
test_setitem_dim[slice_int]	91.7610μs	50.4189μs	19.8338 KOps/s	19.8371 KOps/s	$\color{#d91a1a}-0.02\%$
test_setitem_dim[range]	0.1569ms	73.1572μs	13.6692 KOps/s	13.8999 KOps/s	$\color{#d91a1a}-1.66\%$
test_setitem_dim[tuple]	0.1043ms	40.9195μs	24.4382 KOps/s	24.8584 KOps/s	$\color{#d91a1a}-1.69\%$
test_setitem	0.1322ms	21.8516μs	45.7632 KOps/s	50.5423 KOps/s	$\textbf{\color{#d91a1a}-9.46\%}$
test_set	0.1354ms	20.9753μs	47.6752 KOps/s	51.5369 KOps/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_set_shared	3.3823ms	0.1746ms	5.7258 KOps/s	5.9207 KOps/s	$\color{#d91a1a}-3.29\%$
test_update	0.1835ms	25.2250μs	39.6433 KOps/s	45.4085 KOps/s	$\textbf{\color{#d91a1a}-12.70\%}$
test_update_nested	0.1490ms	34.9834μs	28.5850 KOps/s	30.2902 KOps/s	$\textbf{\color{#d91a1a}-5.63\%}$
test_update__nested	0.1566ms	34.1063μs	29.3201 KOps/s	28.8148 KOps/s	$\color{#35bf28}+1.75\%$
test_set_nested	83.1950μs	23.4938μs	42.5643 KOps/s	45.8934 KOps/s	$\textbf{\color{#d91a1a}-7.25\%}$
test_set_nested_new	0.1178ms	27.7943μs	35.9786 KOps/s	37.1681 KOps/s	$\color{#d91a1a}-3.20\%$
test_select	0.2144ms	46.1740μs	21.6572 KOps/s	23.0813 KOps/s	$\textbf{\color{#d91a1a}-6.17\%}$
test_select_nested	0.1440ms	63.4092μs	15.7706 KOps/s	15.4995 KOps/s	$\color{#35bf28}+1.75\%$
test_exclude_nested	0.1702ms	82.6551μs	12.0985 KOps/s	11.9113 KOps/s	$\color{#35bf28}+1.57\%$
test_empty[True]	0.8837ms	0.4137ms	2.4174 KOps/s	2.3833 KOps/s	$\color{#35bf28}+1.43\%$
test_empty[False]	9.5527μs	1.4122μs	708.1309 KOps/s	708.5565 KOps/s	$\color{#d91a1a}-0.06\%$
test_unbind_speed	0.4154ms	0.2729ms	3.6642 KOps/s	3.5924 KOps/s	$\color{#35bf28}+2.00\%$
test_unbind_speed_stack0	0.3839ms	0.2716ms	3.6814 KOps/s	3.7106 KOps/s	$\color{#d91a1a}-0.79\%$
test_unbind_speed_stack1	0.1005s	0.7998ms	1.2503 KOps/s	1.3586 KOps/s	$\textbf{\color{#d91a1a}-7.97\%}$
test_split	98.2846ms	1.7530ms	570.4447 Ops/s	551.9107 Ops/s	$\color{#35bf28}+3.36\%$
test_chunk	0.1110s	1.7860ms	559.9031 Ops/s	556.7153 Ops/s	$\color{#35bf28}+0.57\%$
test_consolidate_njt[False-None]	10.5405ms	8.3637ms	119.5649 Ops/s	123.5189 Ops/s	$\color{#d91a1a}-3.20\%$
test_creation[device0]	0.2425ms	91.7683μs	10.8970 KOps/s	10.8233 KOps/s	$\color{#35bf28}+0.68\%$
test_creation_from_tensor	3.3504ms	95.5036μs	10.4708 KOps/s	10.3382 KOps/s	$\color{#35bf28}+1.28\%$
test_add_one[memmap_tensor0]	0.1563ms	5.0474μs	198.1207 KOps/s	216.4794 KOps/s	$\textbf{\color{#d91a1a}-8.48\%}$
test_contiguous[memmap_tensor0]	12.4830μs	0.4993μs	2.0029 MOps/s	1.9159 MOps/s	$\color{#35bf28}+4.54\%$
test_stack[memmap_tensor0]	29.4660μs	3.4089μs	293.3472 KOps/s	288.9249 KOps/s	$\color{#35bf28}+1.53\%$
test_memmaptd_index	1.0087ms	0.2435ms	4.1072 KOps/s	4.2112 KOps/s	$\color{#d91a1a}-2.47\%$
test_memmaptd_index_astensor	0.7140ms	0.3328ms	3.0045 KOps/s	3.0781 KOps/s	$\color{#d91a1a}-2.39\%$
test_memmaptd_index_op	1.0143ms	0.6236ms	1.6036 KOps/s	1.7424 KOps/s	$\textbf{\color{#d91a1a}-7.96\%}$
test_serialize_model	0.1244s	0.1157s	8.6410 Ops/s	8.4617 Ops/s	$\color{#35bf28}+2.12\%$
test_serialize_model_pickle	0.5111s	0.3956s	2.5276 Ops/s	2.4897 Ops/s	$\color{#35bf28}+1.52\%$
test_serialize_weights	0.1240s	0.1171s	8.5384 Ops/s	8.8516 Ops/s	$\color{#d91a1a}-3.54\%$
test_serialize_weights_returnearly	0.1883s	0.1627s	6.1466 Ops/s	6.2988 Ops/s	$\color{#d91a1a}-2.42\%$
test_serialize_weights_pickle	0.5437s	0.4130s	2.4213 Ops/s	2.4505 Ops/s	$\color{#d91a1a}-1.19\%$
test_serialize_weights_filesystem	0.1560s	0.1440s	6.9441 Ops/s	6.4323 Ops/s	$\textbf{\color{#35bf28}+7.96\%}$
test_serialize_model_filesystem	0.1535s	0.1485s	6.7342 Ops/s	6.6944 Ops/s	$\color{#35bf28}+0.60\%$
test_reshape_pytree	77.0630μs	26.1110μs	38.2980 KOps/s	36.7753 KOps/s	$\color{#35bf28}+4.14\%$
test_reshape_td	80.7800μs	33.8865μs	29.5103 KOps/s	29.2985 KOps/s	$\color{#35bf28}+0.72\%$
test_view_pytree	70.6510μs	26.3056μs	38.0148 KOps/s	36.9631 KOps/s	$\color{#35bf28}+2.85\%$
test_view_td	95.0170μs	39.7095μs	25.1829 KOps/s	25.3174 KOps/s	$\color{#d91a1a}-0.53\%$
test_unbind_pytree	65.2020μs	29.9056μs	33.4385 KOps/s	33.5401 KOps/s	$\color{#d91a1a}-0.30\%$
test_unbind_td	0.3377ms	40.6444μs	24.6036 KOps/s	24.7819 KOps/s	$\color{#d91a1a}-0.72\%$
test_split_pytree	72.1640μs	29.2516μs	34.1861 KOps/s	33.1924 KOps/s	$\color{#35bf28}+2.99\%$
test_split_td	0.5091ms	45.4837μs	21.9859 KOps/s	21.5784 KOps/s	$\color{#35bf28}+1.89\%$
test_add_pytree	0.1047ms	35.6226μs	28.0721 KOps/s	27.8776 KOps/s	$\color{#35bf28}+0.70\%$
test_add_td	0.1251ms	63.5144μs	15.7445 KOps/s	16.5901 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_compile_add_one_nested[tensordict-compile]	0.1499ms	62.7755μs	15.9298 KOps/s	16.4208 KOps/s	$\color{#d91a1a}-2.99\%$
test_compile_add_one_nested[tensordict-eager]	1.5111ms	0.1736ms	5.7591 KOps/s	5.8103 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_add_one_nested[pytree-compile]	0.1013ms	45.7069μs	21.8785 KOps/s	22.3717 KOps/s	$\color{#d91a1a}-2.20\%$
test_compile_add_one_nested[pytree-eager]	0.2262ms	0.1186ms	8.4310 KOps/s	8.3987 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_copy_nested[tensordict-compile]	76.7030μs	26.5956μs	37.6002 KOps/s	38.3492 KOps/s	$\color{#d91a1a}-1.95\%$
test_compile_copy_nested[tensordict-eager]	0.1168ms	59.2376μs	16.8812 KOps/s	16.8519 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_copy_nested[pytree-compile]	0.1503ms	77.8510μs	12.8451 KOps/s	12.4902 KOps/s	$\color{#35bf28}+2.84\%$
test_compile_copy_nested[pytree-eager]	0.1251ms	67.2063μs	14.8796 KOps/s	14.6584 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_add_one_flat[tensordict-compile]	0.1892ms	0.1039ms	9.6282 KOps/s	9.8051 KOps/s	$\color{#d91a1a}-1.80\%$
test_compile_add_one_flat[tensordict-eager]	0.3876ms	0.2155ms	4.6395 KOps/s	4.6481 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_add_one_flat[tensorclass-compile]	0.1188ms	44.7989μs	22.3220 KOps/s	22.9017 KOps/s	$\color{#d91a1a}-2.53\%$
test_compile_add_one_flat[tensorclass-eager]	0.4690ms	63.6520μs	15.7104 KOps/s	15.7129 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_add_one_flat[pytree-compile]	0.1958ms	0.1016ms	9.8415 KOps/s	9.8517 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_add_one_flat[pytree-eager]	0.4872ms	0.2017ms	4.9585 KOps/s	4.9993 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_add_self_flat[tensordict-eager]	0.4289ms	0.2304ms	4.3398 KOps/s	4.2686 KOps/s	$\color{#35bf28}+1.67\%$
test_compile_add_self_flat[tensordict-compile]	0.2038ms	0.1045ms	9.5695 KOps/s	9.7337 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_add_self_flat[tensorclass-eager]	0.1544ms	59.8145μs	16.7184 KOps/s	17.0326 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_add_self_flat[tensorclass-compile]	0.4861ms	44.9431μs	22.2503 KOps/s	22.7171 KOps/s	$\color{#d91a1a}-2.05\%$
test_compile_add_self_flat[pytree-eager]	0.5763ms	0.1577ms	6.3398 KOps/s	6.1418 KOps/s	$\color{#35bf28}+3.22\%$
test_compile_add_self_flat[pytree-compile]	0.2141ms	0.1021ms	9.7982 KOps/s	9.6539 KOps/s	$\color{#35bf28}+1.49\%$
test_compile_copy_flat[tensordict-compile]	74.8200μs	22.2168μs	45.0111 KOps/s	48.3748 KOps/s	$\textbf{\color{#d91a1a}-6.95\%}$
test_compile_copy_flat[tensordict-eager]	0.1369ms	67.4535μs	14.8250 KOps/s	14.9214 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_copy_flat[pytree-compile]	0.1531ms	80.4221μs	12.4344 KOps/s	12.0891 KOps/s	$\color{#35bf28}+2.86\%$
test_compile_copy_flat[pytree-eager]	0.1286ms	68.1836μs	14.6663 KOps/s	14.2757 KOps/s	$\color{#35bf28}+2.74\%$
test_compile_assign_and_add[tensordict-compile]	0.3647ms	0.2074ms	4.8211 KOps/s	4.9045 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_assign_and_add[tensordict-eager]	1.5543ms	1.3296ms	752.0839 Ops/s	741.7592 Ops/s	$\color{#35bf28}+1.39\%$
test_compile_assign_and_add[pytree-compile]	0.3638ms	0.2027ms	4.9339 KOps/s	5.0757 KOps/s	$\color{#d91a1a}-2.79\%$
test_compile_assign_and_add[pytree-eager]	1.0031ms	0.7780ms	1.2853 KOps/s	1.3012 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_assign_and_add_stack[compile]	0.5470ms	0.4546ms	2.1996 KOps/s	2.2426 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_assign_and_add_stack[eager]	3.7284ms	2.7967ms	357.5676 Ops/s	370.9456 Ops/s	$\color{#d91a1a}-3.61\%$
test_compile_indexing[tensor-tensordict-compile]	0.1101ms	35.5634μs	28.1188 KOps/s	28.8526 KOps/s	$\color{#d91a1a}-2.54\%$
test_compile_indexing[tensor-tensordict-eager]	0.5126ms	32.9530μs	30.3462 KOps/s	30.4283 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[tensor-tensorclass-compile]	99.6660μs	29.1886μs	34.2599 KOps/s	35.0980 KOps/s	$\color{#d91a1a}-2.39\%$
test_compile_indexing[tensor-tensorclass-eager]	88.9160μs	22.7394μs	43.9765 KOps/s	43.3668 KOps/s	$\color{#35bf28}+1.41\%$
test_compile_indexing[tensor-pytree-compile]	73.1970μs	29.3679μs	34.0507 KOps/s	34.2770 KOps/s	$\color{#d91a1a}-0.66\%$
test_compile_indexing[tensor-pytree-eager]	74.2490μs	22.6757μs	44.1002 KOps/s	43.3492 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_indexing[slice-tensordict-compile]	0.1554ms	50.6712μs	19.7351 KOps/s	19.8064 KOps/s	$\color{#d91a1a}-0.36\%$
test_compile_indexing[slice-tensordict-eager]	0.7338ms	20.4737μs	48.8432 KOps/s	48.2546 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_indexing[slice-tensorclass-compile]	98.1230μs	43.3024μs	23.0934 KOps/s	23.1618 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_indexing[slice-tensorclass-eager]	79.4680μs	18.9345μs	52.8136 KOps/s	51.6601 KOps/s	$\color{#35bf28}+2.23\%$
test_compile_indexing[slice-pytree-compile]	0.1079ms	43.9935μs	22.7306 KOps/s	22.7700 KOps/s	$\color{#d91a1a}-0.17\%$
test_compile_indexing[slice-pytree-eager]	0.1002ms	18.6117μs	53.7296 KOps/s	51.5806 KOps/s	$\color{#35bf28}+4.17\%$
test_compile_indexing[int-tensordict-compile]	0.1305ms	51.5744μs	19.3895 KOps/s	19.2467 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_indexing[int-tensordict-eager]	1.0134ms	20.0009μs	49.9977 KOps/s	48.4635 KOps/s	$\color{#35bf28}+3.17\%$
test_compile_indexing[int-tensorclass-compile]	0.1436ms	44.0142μs	22.7200 KOps/s	22.9940 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_indexing[int-tensorclass-eager]	65.7430μs	18.6850μs	53.5188 KOps/s	51.9562 KOps/s	$\color{#35bf28}+3.01\%$
test_compile_indexing[int-pytree-compile]	0.1115ms	44.3257μs	22.5603 KOps/s	22.5220 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_indexing[int-pytree-eager]	66.2540μs	18.6918μs	53.4993 KOps/s	52.0195 KOps/s	$\color{#35bf28}+2.84\%$
test_mod_add[eager]	93.9250μs	36.4117μs	27.4637 KOps/s	29.1261 KOps/s	$\textbf{\color{#d91a1a}-5.71\%}$
test_mod_add[compile]	0.1207ms	46.4070μs	21.5485 KOps/s	20.7893 KOps/s	$\color{#35bf28}+3.65\%$
test_mod_add[compile-overhead]	0.2527ms	48.0259μs	20.8221 KOps/s	20.5109 KOps/s	$\color{#35bf28}+1.52\%$
test_mod_wrap[eager]	0.3440ms	0.2218ms	4.5094 KOps/s	4.4056 KOps/s	$\color{#35bf28}+2.35\%$
test_mod_wrap[compile]	0.3601ms	0.2035ms	4.9138 KOps/s	4.8672 KOps/s	$\color{#35bf28}+0.96\%$
test_mod_wrap[compile-overhead]	0.3686ms	0.2019ms	4.9533 KOps/s	4.8053 KOps/s	$\color{#35bf28}+3.08\%$
test_mod_wrap_and_backward[eager]	12.7225ms	11.1293ms	89.8525 Ops/s	85.7906 Ops/s	$\color{#35bf28}+4.73\%$
test_mod_wrap_and_backward[compile]	12.6280ms	11.0244ms	90.7080 Ops/s	87.3060 Ops/s	$\color{#35bf28}+3.90\%$
test_mod_wrap_and_backward[compile-overhead]	12.3143ms	11.1315ms	89.8349 Ops/s	77.6533 Ops/s	$\textbf{\color{#35bf28}+15.69\%}$
test_seq_add[eager]	0.2800ms	0.1226ms	8.1547 KOps/s	8.6144 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_seq_add[compile]	0.1286ms	62.3551μs	16.0372 KOps/s	16.1851 KOps/s	$\color{#d91a1a}-0.91\%$
test_seq_add[compile-overhead]	0.1409ms	60.0272μs	16.6591 KOps/s	16.6438 KOps/s	$\color{#35bf28}+0.09\%$
test_seq_wrap[eager]	0.6941ms	0.4452ms	2.2462 KOps/s	2.2168 KOps/s	$\color{#35bf28}+1.33\%$
test_seq_wrap[compile]	0.3247ms	0.2217ms	4.5101 KOps/s	4.4029 KOps/s	$\color{#35bf28}+2.44\%$
test_seq_wrap[compile-overhead]	0.3910ms	0.2238ms	4.4681 KOps/s	4.3314 KOps/s	$\color{#35bf28}+3.16\%$
test_func_call_runtime[False-eager]	0.7176ms	0.5416ms	1.8464 KOps/s	1.8280 KOps/s	$\color{#35bf28}+1.01\%$
test_func_call_runtime[False-compile]	0.5103ms	0.4166ms	2.4006 KOps/s	2.3601 KOps/s	$\color{#35bf28}+1.72\%$
test_func_call_runtime[False-compile-overhead]	0.9885ms	0.4154ms	2.4074 KOps/s	2.3728 KOps/s	$\color{#35bf28}+1.46\%$
test_func_call_runtime[True-eager]	1.2952ms	0.7535ms	1.3272 KOps/s	1.2994 KOps/s	$\color{#35bf28}+2.14\%$
test_func_call_runtime[True-compile]	0.5757ms	0.4522ms	2.2114 KOps/s	2.1535 KOps/s	$\color{#35bf28}+2.69\%$
test_func_call_runtime[True-compile-overhead]	0.8783ms	0.4551ms	2.1974 KOps/s	2.1578 KOps/s	$\color{#35bf28}+1.83\%$
test_func_call_cm_runtime[False-eager]	0.9184ms	0.5439ms	1.8387 KOps/s	1.8282 KOps/s	$\color{#35bf28}+0.58\%$
test_func_call_cm_runtime[False-compile]	0.6516ms	0.4141ms	2.4148 KOps/s	2.3456 KOps/s	$\color{#35bf28}+2.95\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5172ms	0.4129ms	2.4221 KOps/s	2.3612 KOps/s	$\color{#35bf28}+2.58\%$
test_func_call_cm_runtime[True-eager]	1.4993ms	0.8999ms	1.1113 KOps/s	1.0807 KOps/s	$\color{#35bf28}+2.83\%$
test_func_call_cm_runtime[True-compile]	0.7176ms	0.4805ms	2.0813 KOps/s	2.0537 KOps/s	$\color{#35bf28}+1.34\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8638ms	0.4804ms	2.0815 KOps/s	2.0401 KOps/s	$\color{#35bf28}+2.03\%$
test_vmap_func_call_cm_runtime[eager]	3.0887ms	1.9147ms	522.2677 Ops/s	521.4903 Ops/s	$\color{#35bf28}+0.15\%$
test_vmap_func_call_cm_runtime[compile]	0.6777ms	0.5135ms	1.9472 KOps/s	1.9115 KOps/s	$\color{#35bf28}+1.87\%$
test_vmap_func_call_cm_runtime[compile-overhead]	1.1487ms	0.5144ms	1.9439 KOps/s	1.9322 KOps/s	$\color{#35bf28}+0.61\%$
test_distributed	0.2734ms	0.1251ms	7.9946 KOps/s	7.8134 KOps/s	$\color{#35bf28}+2.32\%$
test_tdmodule	0.1695ms	27.2426μs	36.7072 KOps/s	38.8975 KOps/s	$\textbf{\color{#d91a1a}-5.63\%}$
test_tdmodule_dispatch	80.1390μs	49.1110μs	20.3620 KOps/s	21.3200 KOps/s	$\color{#d91a1a}-4.49\%$
test_tdseq	47.7990μs	29.3763μs	34.0410 KOps/s	36.2610 KOps/s	$\textbf{\color{#d91a1a}-6.12\%}$
test_tdseq_dispatch	91.2610μs	55.4449μs	18.0359 KOps/s	19.3757 KOps/s	$\textbf{\color{#d91a1a}-6.91\%}$
test_instantiation_functorch	1.7771ms	1.5230ms	656.5894 Ops/s	653.2495 Ops/s	$\color{#35bf28}+0.51\%$
test_exec_functorch	0.3419ms	0.1815ms	5.5105 KOps/s	5.5346 KOps/s	$\color{#d91a1a}-0.44\%$
test_exec_functional_call	0.4365ms	0.1703ms	5.8716 KOps/s	5.7854 KOps/s	$\color{#35bf28}+1.49\%$
test_exec_td_decorator	0.4600ms	0.2316ms	4.3187 KOps/s	4.2365 KOps/s	$\color{#35bf28}+1.94\%$
test_vmap_mlp_speed_decorator[True-True]	0.9305ms	0.6600ms	1.5151 KOps/s	1.5182 KOps/s	$\color{#d91a1a}-0.21\%$
test_vmap_mlp_speed_decorator[True-False]	0.9845ms	0.6614ms	1.5120 KOps/s	1.5185 KOps/s	$\color{#d91a1a}-0.43\%$
test_vmap_mlp_speed_decorator[False-True]	0.7210ms	0.5271ms	1.8971 KOps/s	1.8742 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_mlp_speed_decorator[False-False]	0.8563ms	0.5316ms	1.8812 KOps/s	1.8825 KOps/s	$\color{#d91a1a}-0.07\%$
test_to_module_speed[True]	2.5100ms	1.3671ms	731.4660 Ops/s	714.9622 Ops/s	$\color{#35bf28}+2.31\%$
test_to_module_speed[False]	2.0083ms	1.3286ms	752.6757 Ops/s	744.9655 Ops/s	$\color{#35bf28}+1.03\%$
test_tc_init	88.6830μs	46.6785μs	21.4232 KOps/s	20.7869 KOps/s	$\color{#35bf28}+3.06\%$
test_tc_init_nested	0.1934ms	94.7268μs	10.5567 KOps/s	10.2888 KOps/s	$\color{#35bf28}+2.60\%$
test_tc_first_layer_tensor	46.9960μs	1.5365μs	650.8370 KOps/s	649.1385 KOps/s	$\color{#35bf28}+0.26\%$
test_tc_first_layer_nontensor	44.4630μs	4.7172μs	211.9907 KOps/s	207.7409 KOps/s	$\color{#35bf28}+2.05\%$
test_tc_second_layer_tensor	50.4330μs	2.8487μs	351.0336 KOps/s	343.1875 KOps/s	$\color{#35bf28}+2.29\%$
test_tc_second_layer_nontensor	42.1980μs	6.0743μs	164.6280 KOps/s	164.9944 KOps/s	$\color{#d91a1a}-0.22\%$
test_unbind	0.2285s	14.3304ms	69.7819 Ops/s	77.6004 Ops/s	$\textbf{\color{#d91a1a}-10.08\%}$
test_full_like	8.8891ms	7.2024ms	138.8432 Ops/s	140.4832 Ops/s	$\color{#d91a1a}-1.17\%$
test_zeros_like	3.8835ms	2.7633ms	361.8809 Ops/s	365.5348 Ops/s	$\color{#d91a1a}-1.00\%$
test_ones_like	4.3613ms	3.3481ms	298.6777 Ops/s	315.1473 Ops/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_clone	5.7142ms	5.0569ms	197.7478 Ops/s	201.3130 Ops/s	$\color{#d91a1a}-1.77\%$
test_squeeze	62.8760μs	12.7837μs	78.2249 KOps/s	79.1612 KOps/s	$\color{#d91a1a}-1.18\%$
test_unsqueeze	0.1577ms	91.4005μs	10.9409 KOps/s	10.6624 KOps/s	$\color{#35bf28}+2.61\%$
test_split	0.5029ms	0.1951ms	5.1255 KOps/s	5.1340 KOps/s	$\color{#d91a1a}-0.17\%$
test_permute	0.3476ms	0.2096ms	4.7702 KOps/s	4.9308 KOps/s	$\color{#d91a1a}-3.26\%$
test_stack	29.5472ms	25.1984ms	39.6851 Ops/s	40.0574 Ops/s	$\color{#d91a1a}-0.93\%$
test_cat	29.4842ms	25.1652ms	39.7374 Ops/s	40.5052 Ops/s	$\color{#d91a1a}-1.90\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}30$. Worsened: $\large\color{#d91a1a}16$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	31.7710μs	11.7886μs	84.8279 KOps/s	77.4740 KOps/s	$\textbf{\color{#35bf28}+9.49\%}$
test_plain_set_stack_nested	35.2510μs	12.0581μs	82.9316 KOps/s	75.8615 KOps/s	$\textbf{\color{#35bf28}+9.32\%}$
test_plain_set_nested_inplace	37.5410μs	12.8692μs	77.7052 KOps/s	70.7535 KOps/s	$\textbf{\color{#35bf28}+9.83\%}$
test_plain_set_stack_nested_inplace	48.3620μs	12.8672μs	77.7172 KOps/s	70.9076 KOps/s	$\textbf{\color{#35bf28}+9.60\%}$
test_items	27.0210μs	2.8747μs	347.8678 KOps/s	341.1938 KOps/s	$\color{#35bf28}+1.96\%$
test_items_nested	0.5021ms	0.3664ms	2.7296 KOps/s	2.7449 KOps/s	$\color{#d91a1a}-0.56\%$
test_items_nested_locked	0.4570ms	0.3638ms	2.7484 KOps/s	2.7462 KOps/s	$\color{#35bf28}+0.08\%$
test_items_nested_leaf	82.9440μs	58.6789μs	17.0419 KOps/s	17.1106 KOps/s	$\color{#d91a1a}-0.40\%$
test_items_stack_nested	0.3898ms	0.3661ms	2.7318 KOps/s	2.7412 KOps/s	$\color{#d91a1a}-0.34\%$
test_items_stack_nested_leaf	90.8340μs	59.5320μs	16.7977 KOps/s	17.2017 KOps/s	$\color{#d91a1a}-2.35\%$
test_items_stack_nested_locked	0.3896ms	0.3634ms	2.7516 KOps/s	2.7531 KOps/s	$\color{#d91a1a}-0.05\%$
test_keys	30.4920μs	3.4832μs	287.0884 KOps/s	288.7427 KOps/s	$\color{#d91a1a}-0.57\%$
test_keys_nested	0.1178ms	81.7679μs	12.2297 KOps/s	12.3582 KOps/s	$\color{#d91a1a}-1.04\%$
test_keys_nested_locked	0.7557ms	87.8903μs	11.3778 KOps/s	11.4711 KOps/s	$\color{#d91a1a}-0.81\%$
test_keys_nested_leaf	0.1085ms	72.0446μs	13.8803 KOps/s	13.9420 KOps/s	$\color{#d91a1a}-0.44\%$
test_keys_stack_nested	0.1259ms	82.0995μs	12.1803 KOps/s	12.3433 KOps/s	$\color{#d91a1a}-1.32\%$
test_keys_stack_nested_leaf	0.1061ms	73.2788μs	13.6465 KOps/s	13.8940 KOps/s	$\color{#d91a1a}-1.78\%$
test_keys_stack_nested_locked	0.1344ms	88.5728μs	11.2902 KOps/s	11.4845 KOps/s	$\color{#d91a1a}-1.69\%$
test_values	8.1538μs	0.8544μs	1.1704 MOps/s	1.1739 MOps/s	$\color{#d91a1a}-0.30\%$
test_values_nested	64.0530μs	34.4823μs	29.0004 KOps/s	29.0007 KOps/s	$-0.00\%$
test_values_nested_locked	73.4530μs	36.0686μs	27.7249 KOps/s	27.6226 KOps/s	$\color{#35bf28}+0.37\%$
test_values_nested_leaf	73.6130μs	38.8819μs	25.7189 KOps/s	25.4558 KOps/s	$\color{#35bf28}+1.03\%$
test_values_stack_nested	68.7330μs	35.0180μs	28.5568 KOps/s	29.0285 KOps/s	$\color{#d91a1a}-1.63\%$
test_values_stack_nested_leaf	64.3830μs	39.1591μs	25.5368 KOps/s	25.3263 KOps/s	$\color{#35bf28}+0.83\%$
test_values_stack_nested_locked	66.5830μs	36.3167μs	27.5355 KOps/s	27.5235 KOps/s	$\color{#35bf28}+0.04\%$
test_membership	1.7636μs	0.5113μs	1.9558 MOps/s	1.9746 MOps/s	$\color{#d91a1a}-0.95\%$
test_membership_nested	17.1860μs	2.0133μs	496.6892 KOps/s	498.5110 KOps/s	$\color{#d91a1a}-0.37\%$
test_membership_nested_leaf	19.3410μs	2.0268μs	493.3976 KOps/s	490.8595 KOps/s	$\color{#35bf28}+0.52\%$
test_membership_stacked_nested	27.7420μs	2.0712μs	482.8169 KOps/s	478.9149 KOps/s	$\color{#35bf28}+0.81\%$
test_membership_stacked_nested_leaf	39.2520μs	2.0788μs	481.0533 KOps/s	461.7857 KOps/s	$\color{#35bf28}+4.17\%$
test_membership_nested_last	33.1020μs	3.1119μs	321.3482 KOps/s	325.2775 KOps/s	$\color{#d91a1a}-1.21\%$
test_membership_nested_leaf_last	39.6220μs	3.1213μs	320.3801 KOps/s	315.6347 KOps/s	$\color{#35bf28}+1.50\%$
test_membership_stacked_nested_last	25.9420μs	3.8734μs	258.1711 KOps/s	314.7711 KOps/s	$\textbf{\color{#d91a1a}-17.98\%}$
test_membership_stacked_nested_leaf_last	38.8920μs	3.8396μs	260.4420 KOps/s	316.6546 KOps/s	$\textbf{\color{#d91a1a}-17.75\%}$
test_nested_getleaf	56.2820μs	6.2263μs	160.6079 KOps/s	161.4637 KOps/s	$\color{#d91a1a}-0.53\%$
test_nested_get	36.1120μs	5.9003μs	169.4843 KOps/s	169.8194 KOps/s	$\color{#d91a1a}-0.20\%$
test_stacked_getleaf	30.5720μs	6.1939μs	161.4498 KOps/s	163.0279 KOps/s	$\color{#d91a1a}-0.97\%$
test_stacked_get	41.3420μs	5.8548μs	170.8005 KOps/s	171.6912 KOps/s	$\color{#d91a1a}-0.52\%$
test_nested_getitemleaf	28.8220μs	6.2893μs	159.0012 KOps/s	160.6485 KOps/s	$\color{#d91a1a}-1.03\%$
test_nested_getitem	38.8320μs	6.0168μs	166.2023 KOps/s	165.9326 KOps/s	$\color{#35bf28}+0.16\%$
test_stacked_getitemleaf	31.1110μs	6.2956μs	158.8411 KOps/s	159.8270 KOps/s	$\color{#d91a1a}-0.62\%$
test_stacked_getitem	41.0120μs	5.9796μs	167.2355 KOps/s	167.8746 KOps/s	$\color{#d91a1a}-0.38\%$
test_lock_nested	0.7500ms	0.3819ms	2.6188 KOps/s	2.6493 KOps/s	$\color{#d91a1a}-1.15\%$
test_lock_stack_nested	0.4469ms	0.3521ms	2.8397 KOps/s	2.8719 KOps/s	$\color{#d91a1a}-1.12\%$
test_unlock_nested	0.6277ms	0.3216ms	3.1091 KOps/s	3.1246 KOps/s	$\color{#d91a1a}-0.50\%$
test_unlock_stack_nested	0.3519ms	0.2895ms	3.4538 KOps/s	3.4850 KOps/s	$\color{#d91a1a}-0.90\%$
test_flatten_speed	0.1591ms	74.3220μs	13.4550 KOps/s	13.1786 KOps/s	$\color{#35bf28}+2.10\%$
test_unflatten_speed	0.4006ms	0.3228ms	3.0976 KOps/s	3.1471 KOps/s	$\color{#d91a1a}-1.57\%$
test_common_ops	1.4993ms	0.6110ms	1.6367 KOps/s	1.5580 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_creation	0.1004ms	1.7828μs	560.9136 KOps/s	568.8705 KOps/s	$\color{#d91a1a}-1.40\%$
test_creation_empty	38.1320μs	7.4516μs	134.1998 KOps/s	102.9610 KOps/s	$\textbf{\color{#35bf28}+30.34\%}$
test_creation_nested_1	47.6630μs	9.2018μs	108.6746 KOps/s	88.1544 KOps/s	$\textbf{\color{#35bf28}+23.28\%}$
test_creation_nested_2	44.6020μs	11.9680μs	83.5561 KOps/s	70.9100 KOps/s	$\textbf{\color{#35bf28}+17.83\%}$
test_clone	77.7940μs	11.4975μs	86.9752 KOps/s	94.9310 KOps/s	$\textbf{\color{#d91a1a}-8.38\%}$
test_getitem[int]	1.4997ms	11.2394μs	88.9729 KOps/s	92.3789 KOps/s	$\color{#d91a1a}-3.69\%$
test_getitem[slice_int]	0.1131ms	21.8580μs	45.7498 KOps/s	48.2051 KOps/s	$\textbf{\color{#d91a1a}-5.09\%}$
test_getitem[range]	0.1302ms	39.0622μs	25.6002 KOps/s	26.2315 KOps/s	$\color{#d91a1a}-2.41\%$
test_getitem[tuple]	0.1096ms	18.9917μs	52.6545 KOps/s	53.8047 KOps/s	$\color{#d91a1a}-2.14\%$
test_getitem[list]	0.2073ms	34.7575μs	28.7707 KOps/s	29.3210 KOps/s	$\color{#d91a1a}-1.88\%$
test_setitem_dim[int]	39.6920μs	19.9442μs	50.1399 KOps/s	51.0703 KOps/s	$\color{#d91a1a}-1.82\%$
test_setitem_dim[slice_int]	62.3730μs	39.5586μs	25.2790 KOps/s	25.6311 KOps/s	$\color{#d91a1a}-1.37\%$
test_setitem_dim[range]	83.9840μs	54.2221μs	18.4426 KOps/s	18.6988 KOps/s	$\color{#d91a1a}-1.37\%$
test_setitem_dim[tuple]	74.3740μs	33.9679μs	29.4395 KOps/s	31.1166 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_setitem	91.3150μs	15.4529μs	64.7127 KOps/s	63.0062 KOps/s	$\color{#35bf28}+2.71\%$
test_set	85.9540μs	14.7203μs	67.9336 KOps/s	64.6081 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_set_shared	1.5386ms	0.1537ms	6.5048 KOps/s	6.5236 KOps/s	$\color{#d91a1a}-0.29\%$
test_update	0.3258ms	17.2613μs	57.9331 KOps/s	52.0636 KOps/s	$\textbf{\color{#35bf28}+11.27\%}$
test_update_nested	99.8350μs	22.5582μs	44.3298 KOps/s	39.7149 KOps/s	$\textbf{\color{#35bf28}+11.62\%}$
test_update__nested	1.0933ms	27.1096μs	36.8873 KOps/s	38.5410 KOps/s	$\color{#d91a1a}-4.29\%$
test_set_nested	90.8740μs	16.5590μs	60.3900 KOps/s	59.2550 KOps/s	$\color{#35bf28}+1.92\%$
test_set_nested_new	0.1031ms	18.4019μs	54.3421 KOps/s	51.2897 KOps/s	$\textbf{\color{#35bf28}+5.95\%}$
test_select	0.1177ms	30.7590μs	32.5108 KOps/s	31.8098 KOps/s	$\color{#35bf28}+2.20\%$
test_select_nested	75.3240μs	43.5157μs	22.9802 KOps/s	22.9282 KOps/s	$\color{#35bf28}+0.23\%$
test_exclude_nested	98.2850μs	62.7353μs	15.9400 KOps/s	15.6571 KOps/s	$\color{#35bf28}+1.81\%$
test_empty[True]	0.3243ms	0.2895ms	3.4545 KOps/s	3.4674 KOps/s	$\color{#d91a1a}-0.37\%$
test_empty[False]	3.7702μs	0.8207μs	1.2184 MOps/s	1.2151 MOps/s	$\color{#35bf28}+0.27\%$
test_to	86.7450μs	57.1041μs	17.5119 KOps/s	17.6838 KOps/s	$\color{#d91a1a}-0.97\%$
test_to_nonblocking	0.1975ms	49.0998μs	20.3667 KOps/s	20.3721 KOps/s	$\color{#d91a1a}-0.03\%$
test_unbind_speed	1.5944ms	0.2420ms	4.1314 KOps/s	4.2686 KOps/s	$\color{#d91a1a}-3.21\%$
test_unbind_speed_stack0	0.2893ms	0.2453ms	4.0767 KOps/s	4.2121 KOps/s	$\color{#d91a1a}-3.21\%$
test_unbind_speed_stack1	92.8715ms	0.6791ms	1.4726 KOps/s	1.4657 KOps/s	$\color{#35bf28}+0.47\%$
test_split	93.9551ms	1.7599ms	568.2249 Ops/s	631.7508 Ops/s	$\textbf{\color{#d91a1a}-10.06\%}$
test_chunk	1.5958ms	1.4861ms	672.9023 Ops/s	579.3242 Ops/s	$\textbf{\color{#35bf28}+16.15\%}$
test_consolidate[False-None]	97.7936ms	3.0082ms	332.4280 Ops/s	373.2395 Ops/s	$\textbf{\color{#d91a1a}-10.93\%}$
test_consolidate[default-None]	1.8904ms	1.7194ms	581.6011 Ops/s	583.8379 Ops/s	$\color{#d91a1a}-0.38\%$
test_consolidate[reduce-overhead-None]	1.8913ms	1.7551ms	569.7643 Ops/s	565.6528 Ops/s	$\color{#35bf28}+0.73\%$
test_consolidate_njt[False-None]	6.9938ms	6.6924ms	149.4233 Ops/s	111.8498 Ops/s	$\textbf{\color{#35bf28}+33.59\%}$
test_to[False-False-None]	1.8447ms	1.7683ms	565.5155 Ops/s	563.9923 Ops/s	$\color{#35bf28}+0.27\%$
test_to[True-False-None]	1.6387ms	1.4075ms	710.4881 Ops/s	753.8072 Ops/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_to[within-False-None]	4.3345ms	4.2356ms	236.0928 Ops/s	239.5364 Ops/s	$\color{#d91a1a}-1.44\%$
test_to[True-default-None]	6.1017ms	5.6414ms	177.2609 Ops/s	177.9046 Ops/s	$\color{#d91a1a}-0.36\%$
test_to_njt[False-False-None]	7.5545ms	7.3812ms	135.4799 Ops/s	135.1494 Ops/s	$\color{#35bf28}+0.24\%$
test_to_njt[True-False-None]	6.0272ms	5.7950ms	172.5632 Ops/s	172.8597 Ops/s	$\color{#d91a1a}-0.17\%$
test_to_njt[within-False-None]	12.9977ms	12.4825ms	80.1120 Ops/s	78.9143 Ops/s	$\color{#35bf28}+1.52\%$
test_creation[device0]	0.4562ms	85.1956μs	11.7377 KOps/s	12.2803 KOps/s	$\color{#d91a1a}-4.42\%$
test_creation_from_tensor	0.4470ms	88.4552μs	11.3052 KOps/s	11.5249 KOps/s	$\color{#d91a1a}-1.91\%$
test_add_one[memmap_tensor0]	0.4007ms	7.3275μs	136.4730 KOps/s	145.5067 KOps/s	$\textbf{\color{#d91a1a}-6.21\%}$
test_contiguous[memmap_tensor0]	2.0356μs	0.4163μs	2.4019 MOps/s	2.3580 MOps/s	$\color{#35bf28}+1.86\%$
test_stack[memmap_tensor0]	29.7020μs	4.4969μs	222.3771 KOps/s	230.7603 KOps/s	$\color{#d91a1a}-3.63\%$
test_memmaptd_index	1.6745ms	0.2638ms	3.7913 KOps/s	3.9550 KOps/s	$\color{#d91a1a}-4.14\%$
test_memmaptd_index_astensor	0.5919ms	0.3231ms	3.0955 KOps/s	3.1778 KOps/s	$\color{#d91a1a}-2.59\%$
test_memmaptd_index_op	1.0845ms	0.6033ms	1.6575 KOps/s	1.6252 KOps/s	$\color{#35bf28}+1.99\%$
test_serialize_model	0.1320s	0.1311s	7.6258 Ops/s	7.6286 Ops/s	$\color{#d91a1a}-0.04\%$
test_serialize_model_pickle	1.3447s	1.1910s	0.8396 Ops/s	0.8220 Ops/s	$\color{#35bf28}+2.14\%$
test_serialize_weights	0.1313s	0.1302s	7.6831 Ops/s	7.6856 Ops/s	$\color{#d91a1a}-0.03\%$
test_serialize_weights_returnearly	0.3463s	55.8492ms	17.9054 Ops/s	14.6026 Ops/s	$\textbf{\color{#35bf28}+22.62\%}$
test_serialize_weights_pickle	1.3558s	1.2158s	0.8225 Ops/s	0.8228 Ops/s	$\color{#d91a1a}-0.04\%$
test_reshape_pytree	0.1576ms	22.4945μs	44.4553 KOps/s	43.5934 KOps/s	$\color{#35bf28}+1.98\%$
test_reshape_td	58.3630μs	27.3697μs	36.5367 KOps/s	32.7952 KOps/s	$\textbf{\color{#35bf28}+11.41\%}$
test_view_pytree	78.9140μs	22.1609μs	45.1245 KOps/s	43.3792 KOps/s	$\color{#35bf28}+4.02\%$
test_view_td	0.1161ms	31.0849μs	32.1700 KOps/s	29.6924 KOps/s	$\textbf{\color{#35bf28}+8.34\%}$
test_unbind_pytree	60.5930μs	28.4944μs	35.0947 KOps/s	33.7676 KOps/s	$\color{#35bf28}+3.93\%$
test_unbind_td	0.7628ms	37.5982μs	26.5970 KOps/s	25.4106 KOps/s	$\color{#35bf28}+4.67\%$
test_split_pytree	64.8130μs	30.9489μs	32.3114 KOps/s	30.8577 KOps/s	$\color{#35bf28}+4.71\%$
test_split_td	0.9319ms	38.9773μs	25.6559 KOps/s	26.4752 KOps/s	$\color{#d91a1a}-3.09\%$
test_add_pytree	0.1722ms	36.0090μs	27.7708 KOps/s	27.6758 KOps/s	$\color{#35bf28}+0.34\%$
test_add_td	90.1550μs	47.3224μs	21.1316 KOps/s	18.1062 KOps/s	$\textbf{\color{#35bf28}+16.71\%}$
test_compile_add_one_nested[tensordict-compile]	0.1721ms	0.1230ms	8.1324 KOps/s	7.9331 KOps/s	$\color{#35bf28}+2.51\%$
test_compile_add_one_nested[tensordict-eager]	0.2801ms	0.1303ms	7.6717 KOps/s	7.6824 KOps/s	$\color{#d91a1a}-0.14\%$
test_compile_add_one_nested[pytree-compile]	0.2111ms	97.5316μs	10.2531 KOps/s	9.9801 KOps/s	$\color{#35bf28}+2.74\%$
test_compile_add_one_nested[pytree-eager]	1.4590ms	0.1536ms	6.5092 KOps/s	6.6491 KOps/s	$\color{#d91a1a}-2.10\%$
test_compile_copy_nested[tensordict-compile]	0.1685ms	23.4560μs	42.6330 KOps/s	44.4450 KOps/s	$\color{#d91a1a}-4.08\%$
test_compile_copy_nested[tensordict-eager]	0.1193ms	29.8053μs	33.5511 KOps/s	33.6150 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_copy_nested[pytree-compile]	0.4764ms	65.0116μs	15.3819 KOps/s	15.1187 KOps/s	$\color{#35bf28}+1.74\%$
test_compile_copy_nested[pytree-eager]	81.9540μs	49.3945μs	20.2452 KOps/s	20.1842 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_add_one_flat[tensordict-compile]	0.2032ms	0.1460ms	6.8494 KOps/s	7.0118 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_add_one_flat[tensordict-eager]	0.3546ms	0.2159ms	4.6319 KOps/s	4.6876 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_add_one_flat[tensorclass-compile]	0.1443ms	0.1003ms	9.9743 KOps/s	10.0513 KOps/s	$\color{#d91a1a}-0.77\%$
test_compile_add_one_flat[tensorclass-eager]	0.1508ms	55.2916μs	18.0859 KOps/s	17.5116 KOps/s	$\color{#35bf28}+3.28\%$
test_compile_add_one_flat[pytree-compile]	0.1901ms	0.1432ms	6.9827 KOps/s	7.2921 KOps/s	$\color{#d91a1a}-4.24\%$
test_compile_add_one_flat[pytree-eager]	0.6533ms	0.5058ms	1.9770 KOps/s	2.0778 KOps/s	$\color{#d91a1a}-4.85\%$
test_compile_add_self_flat[tensordict-eager]	0.3883ms	0.2628ms	3.8054 KOps/s	3.8787 KOps/s	$\color{#d91a1a}-1.89\%$
test_compile_add_self_flat[tensordict-compile]	0.3244ms	0.1528ms	6.5434 KOps/s	6.9868 KOps/s	$\textbf{\color{#d91a1a}-6.35\%}$
test_compile_add_self_flat[tensorclass-eager]	0.2736ms	67.5349μs	14.8072 KOps/s	15.3292 KOps/s	$\color{#d91a1a}-3.41\%$
test_compile_add_self_flat[tensorclass-compile]	0.1441ms	0.1018ms	9.8269 KOps/s	10.0238 KOps/s	$\color{#d91a1a}-1.96\%$
test_compile_add_self_flat[pytree-eager]	0.4652ms	0.4241ms	2.3579 KOps/s	2.4489 KOps/s	$\color{#d91a1a}-3.72\%$
test_compile_add_self_flat[pytree-compile]	0.2329ms	0.1428ms	7.0024 KOps/s	7.3561 KOps/s	$\color{#d91a1a}-4.81\%$
test_compile_copy_flat[tensordict-compile]	0.1311ms	24.8624μs	40.2214 KOps/s	52.6049 KOps/s	$\textbf{\color{#d91a1a}-23.54\%}$
test_compile_copy_flat[tensordict-eager]	68.3440μs	31.1428μs	32.1102 KOps/s	31.7637 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_copy_flat[pytree-compile]	0.1108ms	70.9672μs	14.0910 KOps/s	14.0261 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_copy_flat[pytree-eager]	81.4040μs	51.5893μs	19.3839 KOps/s	19.4041 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_assign_and_add[tensordict-compile]	1.6628ms	0.4080ms	2.4512 KOps/s	2.2211 KOps/s	$\textbf{\color{#35bf28}+10.36\%}$
test_compile_assign_and_add[tensordict-eager]	3.0084ms	2.7690ms	361.1468 Ops/s	375.8325 Ops/s	$\color{#d91a1a}-3.91\%$
test_compile_assign_and_add[pytree-compile]	1.5951ms	0.4347ms	2.3003 KOps/s	2.2569 KOps/s	$\color{#35bf28}+1.92\%$
test_compile_assign_and_add[pytree-eager]	2.9376ms	2.7308ms	366.1895 Ops/s	371.4134 Ops/s	$\color{#d91a1a}-1.41\%$
test_compile_indexing[tensor-tensordict-compile]	0.7804ms	0.1154ms	8.6651 KOps/s	8.6048 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_indexing[tensor-tensordict-eager]	0.5868ms	83.8885μs	11.9206 KOps/s	11.5897 KOps/s	$\color{#35bf28}+2.85\%$
test_compile_indexing[tensor-tensorclass-compile]	0.5378ms	0.1139ms	8.7792 KOps/s	9.2219 KOps/s	$\color{#d91a1a}-4.80\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2197ms	70.4852μs	14.1874 KOps/s	13.5388 KOps/s	$\color{#35bf28}+4.79\%$
test_compile_indexing[tensor-pytree-compile]	0.3066ms	0.1110ms	9.0080 KOps/s	9.1634 KOps/s	$\color{#d91a1a}-1.70\%$
test_compile_indexing[tensor-pytree-eager]	0.2102ms	69.9705μs	14.2917 KOps/s	14.2479 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_indexing[slice-tensordict-compile]	0.2360ms	0.1036ms	9.6531 KOps/s	9.7726 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_indexing[slice-tensordict-eager]	0.1679ms	17.6460μs	56.6700 KOps/s	56.2552 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_indexing[slice-tensorclass-compile]	0.1440ms	0.1019ms	9.8150 KOps/s	10.1128 KOps/s	$\color{#d91a1a}-2.95\%$
test_compile_indexing[slice-tensorclass-eager]	56.2820μs	16.1243μs	62.0181 KOps/s	60.8756 KOps/s	$\color{#35bf28}+1.88\%$
test_compile_indexing[slice-pytree-compile]	0.2884ms	0.1022ms	9.7843 KOps/s	10.0248 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_indexing[slice-pytree-eager]	0.1436ms	16.1676μs	61.8522 KOps/s	62.8394 KOps/s	$\color{#d91a1a}-1.57\%$
test_compile_indexing[int-tensordict-compile]	0.2582ms	0.1039ms	9.6249 KOps/s	9.4870 KOps/s	$\color{#35bf28}+1.45\%$
test_compile_indexing[int-tensordict-eager]	0.5496ms	17.4839μs	57.1955 KOps/s	53.0392 KOps/s	$\textbf{\color{#35bf28}+7.84\%}$
test_compile_indexing[int-tensorclass-compile]	0.2642ms	0.1038ms	9.6302 KOps/s	10.0209 KOps/s	$\color{#d91a1a}-3.90\%$
test_compile_indexing[int-tensorclass-eager]	78.9240μs	18.1503μs	55.0954 KOps/s	63.4309 KOps/s	$\textbf{\color{#d91a1a}-13.14\%}$
test_compile_indexing[int-pytree-compile]	0.2456ms	99.2221μs	10.0784 KOps/s	9.9649 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_indexing[int-pytree-eager]	42.9820μs	16.0917μs	62.1438 KOps/s	64.1328 KOps/s	$\color{#d91a1a}-3.10\%$
test_mod_add[eager]	0.1909ms	38.7928μs	25.7780 KOps/s	25.5903 KOps/s	$\color{#35bf28}+0.73\%$
test_mod_add[compile]	0.2705ms	81.0498μs	12.3381 KOps/s	12.2104 KOps/s	$\color{#35bf28}+1.05\%$
test_mod_add[compile-overhead]	0.3598ms	0.1743ms	5.7366 KOps/s	5.6120 KOps/s	$\color{#35bf28}+2.22\%$
test_mod_wrap[eager]	0.3356ms	0.2567ms	3.8963 KOps/s	3.8709 KOps/s	$\color{#35bf28}+0.66\%$
test_mod_wrap[compile]	0.7153ms	0.2901ms	3.4470 KOps/s	3.4266 KOps/s	$\color{#35bf28}+0.60\%$
test_mod_wrap[compile-overhead]	7.2735ms	3.6823ms	271.5670 Ops/s	269.6477 Ops/s	$\color{#35bf28}+0.71\%$
test_mod_wrap_and_backward[eager]	1.5853ms	1.3879ms	720.4955 Ops/s	680.1990 Ops/s	$\textbf{\color{#35bf28}+5.92\%}$
test_mod_wrap_and_backward[compile]	1.4133ms	1.2924ms	773.7690 Ops/s	716.0286 Ops/s	$\textbf{\color{#35bf28}+8.06\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3983ms	0.9379ms	1.0663 KOps/s	939.4165 Ops/s	$\textbf{\color{#35bf28}+13.50\%}$
test_seq_add[eager]	0.2655ms	0.1185ms	8.4388 KOps/s	8.2959 KOps/s	$\color{#35bf28}+1.72\%$
test_seq_add[compile]	0.2040ms	89.6851μs	11.1501 KOps/s	11.1152 KOps/s	$\color{#35bf28}+0.31\%$
test_seq_add[compile-overhead]	0.1867ms	0.1320ms	7.5744 KOps/s	7.5474 KOps/s	$\color{#35bf28}+0.36\%$
test_seq_wrap[eager]	0.5676ms	0.4261ms	2.3469 KOps/s	2.2948 KOps/s	$\color{#35bf28}+2.27\%$
test_seq_wrap[compile]	0.5248ms	0.3136ms	3.1889 KOps/s	3.2660 KOps/s	$\color{#d91a1a}-2.36\%$
test_seq_wrap[compile-overhead]	0.2759ms	0.2340ms	4.2734 KOps/s	4.3431 KOps/s	$\color{#d91a1a}-1.60\%$
test_func_call_runtime[False-eager]	1.0230ms	0.8264ms	1.2101 KOps/s	1.3195 KOps/s	$\textbf{\color{#d91a1a}-8.29\%}$
test_func_call_runtime[False-compile]	0.8607ms	0.8054ms	1.2416 KOps/s	1.3191 KOps/s	$\textbf{\color{#d91a1a}-5.87\%}$
test_func_call_runtime[False-compile-overhead]	0.5019ms	0.3698ms	2.7043 KOps/s	2.6863 KOps/s	$\color{#35bf28}+0.67\%$
test_func_call_runtime[True-eager]	1.0685ms	0.9239ms	1.0823 KOps/s	1.0805 KOps/s	$\color{#35bf28}+0.16\%$
test_func_call_runtime[True-compile]	0.9603ms	0.7822ms	1.2784 KOps/s	1.2822 KOps/s	$\color{#d91a1a}-0.30\%$
test_func_call_runtime[True-compile-overhead]	0.4583ms	0.3887ms	2.5724 KOps/s	2.5550 KOps/s	$\color{#35bf28}+0.68\%$
test_func_call_cm_runtime[False-eager]	0.8351ms	0.7623ms	1.3118 KOps/s	1.3241 KOps/s	$\color{#d91a1a}-0.93\%$
test_func_call_cm_runtime[False-compile]	0.8922ms	0.7585ms	1.3184 KOps/s	1.3066 KOps/s	$\color{#35bf28}+0.90\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4254ms	0.3717ms	2.6904 KOps/s	2.6793 KOps/s	$\color{#35bf28}+0.41\%$
test_func_call_cm_runtime[True-eager]	1.1929ms	1.0245ms	976.1081 Ops/s	966.5917 Ops/s	$\color{#35bf28}+0.98\%$
test_func_call_cm_runtime[True-compile]	0.9510ms	0.8077ms	1.2380 KOps/s	1.2404 KOps/s	$\color{#d91a1a}-0.19\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5606ms	0.4173ms	2.3964 KOps/s	2.3863 KOps/s	$\color{#35bf28}+0.42\%$
test_vmap_func_call_cm_runtime[eager]	2.5936ms	2.1238ms	470.8482 Ops/s	464.9323 Ops/s	$\color{#35bf28}+1.27\%$
test_vmap_func_call_cm_runtime[compile]	0.9879ms	0.8247ms	1.2126 KOps/s	1.2037 KOps/s	$\color{#35bf28}+0.75\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4664ms	0.4200ms	2.3808 KOps/s	2.3632 KOps/s	$\color{#35bf28}+0.74\%$
test_distributed	2.4645ms	0.2379ms	4.2030 KOps/s	8.3390 KOps/s	$\textbf{\color{#d91a1a}-49.60\%}$
test_tdmodule	59.2430μs	19.4323μs	51.4607 KOps/s	48.7222 KOps/s	$\textbf{\color{#35bf28}+5.62\%}$
test_tdmodule_dispatch	71.0430μs	34.2953μs	29.1585 KOps/s	26.8377 KOps/s	$\textbf{\color{#35bf28}+8.65\%}$
test_tdseq	59.0730μs	20.4471μs	48.9066 KOps/s	46.1611 KOps/s	$\textbf{\color{#35bf28}+5.95\%}$
test_tdseq_dispatch	57.4730μs	37.7919μs	26.4607 KOps/s	24.6151 KOps/s	$\textbf{\color{#35bf28}+7.50\%}$
test_instantiation_functorch	1.6583ms	1.5770ms	634.1164 Ops/s	629.2838 Ops/s	$\color{#35bf28}+0.77\%$
test_exec_functorch	0.2797ms	0.1501ms	6.6633 KOps/s	6.7818 KOps/s	$\color{#d91a1a}-1.75\%$
test_exec_functional_call	0.2247ms	0.1438ms	6.9559 KOps/s	7.0323 KOps/s	$\color{#d91a1a}-1.09\%$
test_exec_td_decorator	0.3770ms	0.1928ms	5.1855 KOps/s	5.2133 KOps/s	$\color{#d91a1a}-0.53\%$
test_vmap_mlp_speed_decorator[True-True]	0.8185ms	0.6957ms	1.4375 KOps/s	1.4108 KOps/s	$\color{#35bf28}+1.89\%$
test_vmap_mlp_speed_decorator[True-False]	0.8491ms	0.6950ms	1.4388 KOps/s	1.4346 KOps/s	$\color{#35bf28}+0.30\%$
test_vmap_mlp_speed_decorator[False-True]	0.7493ms	0.6092ms	1.6415 KOps/s	1.6424 KOps/s	$\color{#d91a1a}-0.05\%$
test_vmap_mlp_speed_decorator[False-False]	0.7257ms	0.6098ms	1.6400 KOps/s	1.6082 KOps/s	$\color{#35bf28}+1.98\%$
test_vmap_transformer_speed_decorator[True-True]	20.4219ms	19.6264ms	50.9517 Ops/s	51.0086 Ops/s	$\color{#d91a1a}-0.11\%$
test_vmap_transformer_speed_decorator[True-False]	19.7641ms	19.6047ms	51.0083 Ops/s	50.6519 Ops/s	$\color{#35bf28}+0.70\%$
test_vmap_transformer_speed_decorator[False-True]	19.7663ms	19.5324ms	51.1970 Ops/s	51.6000 Ops/s	$\color{#d91a1a}-0.78\%$
test_vmap_transformer_speed_decorator[False-False]	19.5800ms	19.4628ms	51.3802 Ops/s	51.4877 Ops/s	$\color{#d91a1a}-0.21\%$
test_to_module_speed[True]	2.2443ms	0.9793ms	1.0212 KOps/s	1.0164 KOps/s	$\color{#35bf28}+0.47\%$
test_to_module_speed[False]	1.1178ms	0.9679ms	1.0332 KOps/s	1.0396 KOps/s	$\color{#d91a1a}-0.62\%$
test_tc_init	63.5430μs	36.2732μs	27.5685 KOps/s	25.5773 KOps/s	$\textbf{\color{#35bf28}+7.78\%}$
test_tc_init_nested	0.1069ms	72.1049μs	13.8687 KOps/s	12.9197 KOps/s	$\textbf{\color{#35bf28}+7.35\%}$
test_tc_first_layer_tensor	5.0003μs	0.7155μs	1.3977 MOps/s	1.4282 MOps/s	$\color{#d91a1a}-2.13\%$
test_tc_first_layer_nontensor	31.6020μs	2.2811μs	438.3923 KOps/s	449.3955 KOps/s	$\color{#d91a1a}-2.45\%$
test_tc_second_layer_tensor	8.0355μs	1.4406μs	694.1323 KOps/s	696.0600 KOps/s	$\color{#d91a1a}-0.28\%$
test_tc_second_layer_nontensor	46.4720μs	3.0239μs	330.6971 KOps/s	334.2481 KOps/s	$\color{#d91a1a}-1.06\%$
test_unbind	0.2171s	12.1382ms	82.3842 Ops/s	141.0333 Ops/s	$\textbf{\color{#d91a1a}-41.59\%}$
test_full_like	9.8978ms	9.4271ms	106.0767 Ops/s	107.1698 Ops/s	$\color{#d91a1a}-1.02\%$
test_zeros_like	4.8474ms	4.2227ms	236.8155 Ops/s	232.9392 Ops/s	$\color{#35bf28}+1.66\%$
test_ones_like	5.0777ms	4.3558ms	229.5785 Ops/s	235.8710 Ops/s	$\color{#d91a1a}-2.67\%$
test_clone	7.8881ms	6.6058ms	151.3823 Ops/s	153.0043 Ops/s	$\color{#d91a1a}-1.06\%$
test_squeeze	58.7130μs	9.6897μs	103.2019 KOps/s	100.9199 KOps/s	$\color{#35bf28}+2.26\%$
test_unsqueeze	0.1267ms	72.3036μs	13.8306 KOps/s	13.0079 KOps/s	$\textbf{\color{#35bf28}+6.32\%}$
test_split	0.4181ms	0.1621ms	6.1692 KOps/s	5.9763 KOps/s	$\color{#35bf28}+3.23\%$
test_permute	0.2314ms	0.1807ms	5.5326 KOps/s	5.5319 KOps/s	$\color{#35bf28}+0.01\%$
test_stack	52.0863ms	51.3397ms	19.4781 Ops/s	19.5855 Ops/s	$\color{#d91a1a}-0.55\%$
test_cat	51.9216ms	51.3332ms	19.4806 Ops/s	19.5738 Ops/s	$\color{#d91a1a}-0.48\%$