[Feature] str2td

[vmoens]

Stack from ghstack (oldest at bottom):

• -> [Feature] str2td #953

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}22$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	54.2510μs	19.7582μs	50.6118 KOps/s	50.3875 KOps/s	$\color{#35bf28}+0.45\%$
test_plain_set_stack_nested	47.2690μs	20.1838μs	49.5448 KOps/s	49.4162 KOps/s	$\color{#35bf28}+0.26\%$
test_plain_set_nested_inplace	55.2040μs	21.4807μs	46.5535 KOps/s	46.3358 KOps/s	$\color{#35bf28}+0.47\%$
test_plain_set_stack_nested_inplace	67.4870μs	21.4250μs	46.6745 KOps/s	43.6517 KOps/s	$\textbf{\color{#35bf28}+6.92\%}$
test_items	22.6320μs	4.1907μs	238.6215 KOps/s	242.8176 KOps/s	$\color{#d91a1a}-1.73\%$
test_items_nested	0.7146ms	0.3375ms	2.9631 KOps/s	3.0730 KOps/s	$\color{#d91a1a}-3.58\%$
test_items_nested_locked	0.5257ms	0.3375ms	2.9630 KOps/s	3.0792 KOps/s	$\color{#d91a1a}-3.77\%$
test_items_nested_leaf	0.2016ms	85.8746μs	11.6449 KOps/s	11.7256 KOps/s	$\color{#d91a1a}-0.69\%$
test_items_stack_nested	0.5181ms	0.3378ms	2.9607 KOps/s	3.0509 KOps/s	$\color{#d91a1a}-2.96\%$
test_items_stack_nested_leaf	0.1608ms	83.8456μs	11.9267 KOps/s	11.8423 KOps/s	$\color{#35bf28}+0.71\%$
test_items_stack_nested_locked	0.4327ms	0.3368ms	2.9689 KOps/s	3.0575 KOps/s	$\color{#d91a1a}-2.90\%$
test_keys	36.3480μs	3.5281μs	283.4426 KOps/s	281.9610 KOps/s	$\color{#35bf28}+0.53\%$
test_keys_nested	0.1830ms	96.8303μs	10.3273 KOps/s	10.2215 KOps/s	$\color{#35bf28}+1.04\%$
test_keys_nested_locked	1.8026ms	0.1033ms	9.6839 KOps/s	9.8528 KOps/s	$\color{#d91a1a}-1.71\%$
test_keys_nested_leaf	0.1835ms	81.9226μs	12.2066 KOps/s	11.9699 KOps/s	$\color{#35bf28}+1.98\%$
test_keys_stack_nested	0.1646ms	95.2988μs	10.4933 KOps/s	10.4800 KOps/s	$\color{#35bf28}+0.13\%$
test_keys_stack_nested_leaf	0.1763ms	79.8440μs	12.5244 KOps/s	12.5806 KOps/s	$\color{#d91a1a}-0.45\%$
test_keys_stack_nested_locked	0.1950ms	99.8303μs	10.0170 KOps/s	10.0667 KOps/s	$\color{#d91a1a}-0.49\%$
test_values	10.3118μs	1.0635μs	940.3354 KOps/s	927.7392 KOps/s	$\color{#35bf28}+1.36\%$
test_values_nested	90.3690μs	48.0000μs	20.8333 KOps/s	20.2710 KOps/s	$\color{#35bf28}+2.77\%$
test_values_nested_locked	84.0570μs	47.9436μs	20.8578 KOps/s	20.7636 KOps/s	$\color{#35bf28}+0.45\%$
test_values_nested_leaf	0.1223ms	42.6563μs	23.4432 KOps/s	23.7696 KOps/s	$\color{#d91a1a}-1.37\%$
test_values_stack_nested	87.8950μs	48.1655μs	20.7618 KOps/s	20.7810 KOps/s	$\color{#d91a1a}-0.09\%$
test_values_stack_nested_leaf	89.6070μs	41.4550μs	24.1226 KOps/s	24.5493 KOps/s	$\color{#d91a1a}-1.74\%$
test_values_stack_nested_locked	92.8730μs	48.3440μs	20.6851 KOps/s	20.8164 KOps/s	$\color{#d91a1a}-0.63\%$
test_membership	4.8934μs	0.6946μs	1.4397 MOps/s	1.1675 MOps/s	$\textbf{\color{#35bf28}+23.32\%}$
test_membership_nested	19.9070μs	2.5975μs	384.9801 KOps/s	385.0532 KOps/s	$\color{#d91a1a}-0.02\%$
test_membership_nested_leaf	30.1760μs	2.5992μs	384.7379 KOps/s	390.4880 KOps/s	$\color{#d91a1a}-1.47\%$
test_membership_stacked_nested	29.5960μs	2.6109μs	383.0093 KOps/s	388.8942 KOps/s	$\color{#d91a1a}-1.51\%$
test_membership_stacked_nested_leaf	31.6990μs	2.6699μs	374.5459 KOps/s	383.7570 KOps/s	$\color{#d91a1a}-2.40\%$
test_membership_nested_last	31.8000μs	3.8150μs	262.1244 KOps/s	267.5132 KOps/s	$\color{#d91a1a}-2.01\%$
test_membership_nested_leaf_last	37.0890μs	3.8052μs	262.7995 KOps/s	264.6012 KOps/s	$\color{#d91a1a}-0.68\%$
test_membership_stacked_nested_last	32.0100μs	4.8205μs	207.4469 KOps/s	235.1893 KOps/s	$\textbf{\color{#d91a1a}-11.80\%}$
test_membership_stacked_nested_leaf_last	29.4250μs	4.8454μs	206.3823 KOps/s	233.8531 KOps/s	$\textbf{\color{#d91a1a}-11.75\%}$
test_nested_getleaf	30.5970μs	10.5913μs	94.4173 KOps/s	92.6239 KOps/s	$\color{#35bf28}+1.94\%$
test_nested_get	46.3570μs	9.9968μs	100.0316 KOps/s	98.2999 KOps/s	$\color{#35bf28}+1.76\%$
test_stacked_getleaf	37.4300μs	10.6161μs	94.1964 KOps/s	93.9600 KOps/s	$\color{#35bf28}+0.25\%$
test_stacked_get	48.3900μs	9.9846μs	100.1538 KOps/s	98.5857 KOps/s	$\color{#35bf28}+1.59\%$
test_nested_getitemleaf	39.2530μs	10.9713μs	91.1465 KOps/s	90.7708 KOps/s	$\color{#35bf28}+0.41\%$
test_nested_getitem	49.5120μs	10.2791μs	97.2849 KOps/s	96.6023 KOps/s	$\color{#35bf28}+0.71\%$
test_stacked_getitemleaf	38.7520μs	10.8718μs	91.9810 KOps/s	91.4686 KOps/s	$\color{#35bf28}+0.56\%$
test_stacked_getitem	39.8140μs	10.2275μs	97.7753 KOps/s	98.3970 KOps/s	$\color{#d91a1a}-0.63\%$
test_lock_nested	89.0178ms	0.5719ms	1.7486 KOps/s	2.0881 KOps/s	$\textbf{\color{#d91a1a}-16.26\%}$
test_lock_stack_nested	0.7954ms	0.4486ms	2.2290 KOps/s	2.2463 KOps/s	$\color{#d91a1a}-0.77\%$
test_unlock_nested	91.0712ms	0.4974ms	2.0104 KOps/s	2.4880 KOps/s	$\textbf{\color{#d91a1a}-19.19\%}$
test_unlock_stack_nested	0.4663ms	0.3627ms	2.7568 KOps/s	2.7346 KOps/s	$\color{#35bf28}+0.81\%$
test_flatten_speed	0.2121ms	0.1042ms	9.5994 KOps/s	9.4464 KOps/s	$\color{#35bf28}+1.62\%$
test_unflatten_speed	0.5479ms	0.4585ms	2.1809 KOps/s	2.2039 KOps/s	$\color{#d91a1a}-1.05\%$
test_common_ops	4.7204ms	1.0877ms	919.3928 Ops/s	893.1228 Ops/s	$\color{#35bf28}+2.94\%$
test_creation	84.0770μs	2.1312μs	469.2158 KOps/s	470.4667 KOps/s	$\color{#d91a1a}-0.27\%$
test_creation_empty	45.4340μs	16.4765μs	60.6925 KOps/s	56.8370 KOps/s	$\textbf{\color{#35bf28}+6.78\%}$
test_creation_nested_1	49.2220μs	19.4350μs	51.4534 KOps/s	48.5301 KOps/s	$\textbf{\color{#35bf28}+6.02\%}$
test_creation_nested_2	51.9470μs	23.9940μs	41.6771 KOps/s	40.2020 KOps/s	$\color{#35bf28}+3.67\%$
test_clone	0.1829ms	17.0409μs	58.6825 KOps/s	56.4214 KOps/s	$\color{#35bf28}+4.01\%$
test_getitem[int]	0.8981ms	16.9210μs	59.0981 KOps/s	60.3314 KOps/s	$\color{#d91a1a}-2.04\%$
test_getitem[slice_int]	0.1478ms	31.0716μs	32.1838 KOps/s	31.3587 KOps/s	$\color{#35bf28}+2.63\%$
test_getitem[range]	0.2848ms	58.6529μs	17.0494 KOps/s	16.9522 KOps/s	$\color{#35bf28}+0.57\%$
test_getitem[tuple]	0.1627ms	25.7219μs	38.8773 KOps/s	39.7771 KOps/s	$\color{#d91a1a}-2.26\%$
test_getitem[list]	0.2508ms	52.7425μs	18.9600 KOps/s	18.2714 KOps/s	$\color{#35bf28}+3.77\%$
test_setitem_dim[int]	55.4040μs	37.7643μs	26.4800 KOps/s	25.1791 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_setitem_dim[slice_int]	0.1033ms	66.9104μs	14.9454 KOps/s	14.3978 KOps/s	$\color{#35bf28}+3.80\%$
test_setitem_dim[range]	0.1812ms	92.2885μs	10.8356 KOps/s	10.7824 KOps/s	$\color{#35bf28}+0.49\%$
test_setitem_dim[tuple]	0.1015ms	55.5250μs	18.0099 KOps/s	17.8822 KOps/s	$\color{#35bf28}+0.71\%$
test_setitem	0.1132ms	29.4427μs	33.9642 KOps/s	33.1172 KOps/s	$\color{#35bf28}+2.56\%$
test_set	94.9670μs	29.1112μs	34.3510 KOps/s	33.7323 KOps/s	$\color{#35bf28}+1.83\%$
test_set_shared	1.1779ms	0.2114ms	4.7304 KOps/s	4.6508 KOps/s	$\color{#35bf28}+1.71\%$
test_update	0.1515ms	35.1994μs	28.4095 KOps/s	27.8572 KOps/s	$\color{#35bf28}+1.98\%$
test_update_nested	0.2050ms	44.8585μs	22.2923 KOps/s	21.5270 KOps/s	$\color{#35bf28}+3.56\%$
test_update__nested	0.1139ms	34.9556μs	28.6077 KOps/s	28.0498 KOps/s	$\color{#35bf28}+1.99\%$
test_set_nested	90.7090μs	30.9450μs	32.3154 KOps/s	31.2196 KOps/s	$\color{#35bf28}+3.51\%$
test_set_nested_new	0.1244ms	36.1416μs	27.6689 KOps/s	26.7400 KOps/s	$\color{#35bf28}+3.47\%$
test_select	0.1859ms	55.1884μs	18.1198 KOps/s	18.3203 KOps/s	$\color{#d91a1a}-1.09\%$
test_select_nested	0.1513ms	59.6532μs	16.7636 KOps/s	16.7950 KOps/s	$\color{#d91a1a}-0.19\%$
test_exclude_nested	0.1416ms	75.1848μs	13.3006 KOps/s	13.3519 KOps/s	$\color{#d91a1a}-0.38\%$
test_empty[True]	0.5184ms	0.3147ms	3.1774 KOps/s	3.1661 KOps/s	$\color{#35bf28}+0.36\%$
test_empty[False]	7.3076μs	1.1684μs	855.8460 KOps/s	806.6329 KOps/s	$\textbf{\color{#35bf28}+6.10\%}$
test_unbind_speed	0.4799ms	0.3076ms	3.2505 KOps/s	3.2537 KOps/s	$\color{#d91a1a}-0.10\%$
test_unbind_speed_stack0	0.5134ms	0.2937ms	3.4043 KOps/s	3.4512 KOps/s	$\color{#d91a1a}-1.36\%$
test_unbind_speed_stack1	99.6902ms	0.8107ms	1.2335 KOps/s	1.3829 KOps/s	$\textbf{\color{#d91a1a}-10.80\%}$
test_split	93.9126ms	2.2113ms	452.2271 Ops/s	459.8287 Ops/s	$\color{#d91a1a}-1.65\%$
test_chunk	3.2903ms	2.0247ms	493.9019 Ops/s	463.0873 Ops/s	$\textbf{\color{#35bf28}+6.65\%}$
test_creation[device0]	4.2086ms	0.1202ms	8.3224 KOps/s	8.5212 KOps/s	$\color{#d91a1a}-2.33\%$
test_creation_from_tensor	0.2442ms	0.1185ms	8.4412 KOps/s	8.4520 KOps/s	$\color{#d91a1a}-0.13\%$
test_add_one[memmap_tensor0]	0.1649ms	7.7185μs	129.5586 KOps/s	131.6916 KOps/s	$\color{#d91a1a}-1.62\%$
test_contiguous[memmap_tensor0]	18.7850μs	1.9813μs	504.7129 KOps/s	523.2414 KOps/s	$\color{#d91a1a}-3.54\%$
test_stack[memmap_tensor0]	49.2720μs	5.9927μs	166.8694 KOps/s	170.2663 KOps/s	$\color{#d91a1a}-2.00\%$
test_memmaptd_index	1.1580ms	0.4011ms	2.4929 KOps/s	2.4904 KOps/s	$\color{#35bf28}+0.10\%$
test_memmaptd_index_astensor	0.7868ms	0.4765ms	2.0985 KOps/s	2.0610 KOps/s	$\color{#35bf28}+1.82\%$
test_memmaptd_index_op	2.4675ms	0.9897ms	1.0104 KOps/s	962.5372 Ops/s	$\color{#35bf28}+4.97\%$
test_serialize_model	0.2224s	0.1309s	7.6393 Ops/s	8.4288 Ops/s	$\textbf{\color{#d91a1a}-9.37\%}$
test_serialize_model_pickle	0.4743s	0.3976s	2.5151 Ops/s	2.5174 Ops/s	$\color{#d91a1a}-0.09\%$
test_serialize_weights	0.1216s	0.1172s	8.5304 Ops/s	7.7280 Ops/s	$\textbf{\color{#35bf28}+10.38\%}$
test_serialize_weights_returnearly	0.2440s	0.1709s	5.8499 Ops/s	6.2873 Ops/s	$\textbf{\color{#d91a1a}-6.96\%}$
test_serialize_weights_pickle	0.6552s	0.4519s	2.2129 Ops/s	1.1831 Ops/s	$\textbf{\color{#35bf28}+87.04\%}$
test_serialize_weights_filesystem	0.1507s	0.1411s	7.0850 Ops/s	7.0371 Ops/s	$\color{#35bf28}+0.68\%$
test_serialize_model_filesystem	0.1497s	0.1436s	6.9623 Ops/s	6.4835 Ops/s	$\textbf{\color{#35bf28}+7.39\%}$
test_reshape_pytree	86.3310μs	38.6706μs	25.8594 KOps/s	25.7619 KOps/s	$\color{#35bf28}+0.38\%$
test_reshape_td	0.1037ms	45.8130μs	21.8279 KOps/s	21.0762 KOps/s	$\color{#35bf28}+3.57\%$
test_view_pytree	0.1040ms	39.4188μs	25.3686 KOps/s	25.7704 KOps/s	$\color{#d91a1a}-1.56\%$
test_view_td	0.1334ms	52.0600μs	19.2086 KOps/s	18.8265 KOps/s	$\color{#35bf28}+2.03\%$
test_unbind_pytree	0.1076ms	36.8332μs	27.1495 KOps/s	27.4717 KOps/s	$\color{#d91a1a}-1.17\%$
test_unbind_td	0.3416ms	44.9734μs	22.2354 KOps/s	21.6201 KOps/s	$\color{#35bf28}+2.85\%$
test_split_pytree	96.1800μs	38.5283μs	25.9549 KOps/s	25.8173 KOps/s	$\color{#35bf28}+0.53\%$
test_split_td	0.5026ms	58.5245μs	17.0869 KOps/s	17.2799 KOps/s	$\color{#d91a1a}-1.12\%$
test_add_pytree	0.1128ms	45.1001μs	22.1729 KOps/s	21.6743 KOps/s	$\color{#35bf28}+2.30\%$
test_add_td	0.1517ms	78.1791μs	12.7911 KOps/s	12.2287 KOps/s	$\color{#35bf28}+4.60\%$
test_compile_add_one_nested[tensordict-compile]	0.1298ms	58.6194μs	17.0592 KOps/s	17.3803 KOps/s	$\color{#d91a1a}-1.85\%$
test_compile_add_one_nested[tensordict-eager]	0.3372ms	0.1870ms	5.3473 KOps/s	5.3208 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_add_one_nested[pytree-compile]	0.1355ms	57.3402μs	17.4398 KOps/s	17.8565 KOps/s	$\color{#d91a1a}-2.33\%$
test_compile_add_one_nested[pytree-eager]	0.2772ms	0.1434ms	6.9730 KOps/s	6.9255 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_copy_nested[tensordict-compile]	73.9380μs	20.9325μs	47.7725 KOps/s	48.2755 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_copy_nested[tensordict-eager]	0.1379ms	66.7807μs	14.9744 KOps/s	14.9747 KOps/s	$-0.00\%$
test_compile_copy_nested[pytree-compile]	0.1524ms	75.4920μs	13.2464 KOps/s	13.2888 KOps/s	$\color{#d91a1a}-0.32\%$
test_compile_copy_nested[pytree-eager]	0.1464ms	68.0274μs	14.6999 KOps/s	14.8574 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_add_one_flat[tensordict-compile]	0.3631ms	0.1768ms	5.6576 KOps/s	5.7662 KOps/s	$\color{#d91a1a}-1.88\%$
test_compile_add_one_flat[tensordict-eager]	0.3686ms	0.1874ms	5.3370 KOps/s	5.2173 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_add_one_flat[tensorclass-compile]	0.1127ms	48.0682μs	20.8038 KOps/s	21.3354 KOps/s	$\color{#d91a1a}-2.49\%$
test_compile_add_one_flat[tensorclass-eager]	0.5302ms	68.1759μs	14.6679 KOps/s	14.3295 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_add_one_flat[pytree-compile]	0.3807ms	0.1785ms	5.6035 KOps/s	5.7385 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_add_one_flat[pytree-eager]	0.4838ms	0.2957ms	3.3820 KOps/s	3.3258 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_add_self_flat[tensordict-eager]	0.4679ms	0.2077ms	4.8153 KOps/s	4.8936 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_add_self_flat[tensordict-compile]	0.3899ms	0.1783ms	5.6070 KOps/s	5.7896 KOps/s	$\color{#d91a1a}-3.15\%$
test_compile_add_self_flat[tensorclass-eager]	0.1235ms	62.7999μs	15.9236 KOps/s	15.9881 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_add_self_flat[tensorclass-compile]	0.1136ms	48.5809μs	20.5842 KOps/s	20.4383 KOps/s	$\color{#35bf28}+0.71\%$
test_compile_add_self_flat[pytree-eager]	0.3468ms	0.2396ms	4.1733 KOps/s	4.0896 KOps/s	$\color{#35bf28}+2.04\%$
test_compile_add_self_flat[pytree-compile]	0.3403ms	0.1811ms	5.5226 KOps/s	5.6928 KOps/s	$\color{#d91a1a}-2.99\%$
test_compile_copy_flat[tensordict-compile]	0.2402ms	0.1053ms	9.4973 KOps/s	9.7851 KOps/s	$\color{#d91a1a}-2.94\%$
test_compile_copy_flat[tensordict-eager]	0.1335ms	57.7456μs	17.3173 KOps/s	16.8463 KOps/s	$\color{#35bf28}+2.80\%$
test_compile_copy_flat[pytree-compile]	0.1632ms	78.5821μs	12.7255 KOps/s	12.8730 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_copy_flat[pytree-eager]	0.1206ms	69.2044μs	14.4499 KOps/s	14.6087 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_assign_and_add[tensordict-compile]	0.4085ms	0.1970ms	5.0772 KOps/s	5.1383 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_assign_and_add[tensordict-eager]	2.2179ms	1.6323ms	612.6331 Ops/s	596.4690 Ops/s	$\color{#35bf28}+2.71\%$
test_compile_assign_and_add[pytree-compile]	0.2738ms	0.1974ms	5.0655 KOps/s	5.1330 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_assign_and_add[pytree-eager]	1.2610ms	1.1166ms	895.5898 Ops/s	878.2217 Ops/s	$\color{#35bf28}+1.98\%$
test_compile_assign_and_add_stack[compile]	0.7638ms	0.4154ms	2.4072 KOps/s	2.3449 KOps/s	$\color{#35bf28}+2.65\%$
test_compile_assign_and_add_stack[eager]	3.9383ms	3.6216ms	276.1188 Ops/s	258.0824 Ops/s	$\textbf{\color{#35bf28}+6.99\%}$
test_compile_indexing[tensor-tensordict-compile]	77.1450μs	34.9693μs	28.5965 KOps/s	28.4616 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_indexing[tensor-tensordict-eager]	0.4004s	75.1795μs	13.3015 KOps/s	20.2657 KOps/s	$\textbf{\color{#d91a1a}-34.36\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.1026ms	30.7955μs	32.4723 KOps/s	32.9977 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_indexing[tensor-tensorclass-eager]	83.2160μs	28.3454μs	35.2791 KOps/s	34.3835 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_indexing[tensor-pytree-compile]	88.5760μs	31.0732μs	32.1821 KOps/s	32.9461 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_indexing[tensor-pytree-eager]	79.8290μs	28.1752μs	35.4922 KOps/s	34.0101 KOps/s	$\color{#35bf28}+4.36\%$
test_compile_indexing[slice-tensordict-compile]	0.1636ms	76.3105μs	13.1044 KOps/s	13.5401 KOps/s	$\color{#d91a1a}-3.22\%$
test_compile_indexing[slice-tensordict-eager]	0.5738ms	27.8241μs	35.9400 KOps/s	35.7627 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[slice-tensorclass-compile]	0.1685ms	71.2371μs	14.0376 KOps/s	14.2861 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_indexing[slice-tensorclass-eager]	70.6620μs	23.2935μs	42.9304 KOps/s	43.2406 KOps/s	$\color{#d91a1a}-0.72\%$
test_compile_indexing[slice-pytree-compile]	0.1286ms	69.9958μs	14.2866 KOps/s	14.8800 KOps/s	$\color{#d91a1a}-3.99\%$
test_compile_indexing[slice-pytree-eager]	74.4690μs	23.2109μs	43.0832 KOps/s	43.3988 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[int-tensordict-compile]	0.1341ms	75.4622μs	13.2517 KOps/s	13.6054 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_indexing[int-tensordict-eager]	1.0381ms	28.0051μs	35.7078 KOps/s	35.8726 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_indexing[int-tensorclass-compile]	0.1724ms	70.8194μs	14.1204 KOps/s	14.5739 KOps/s	$\color{#d91a1a}-3.11\%$
test_compile_indexing[int-tensorclass-eager]	70.1910μs	23.2447μs	43.0205 KOps/s	42.9175 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_indexing[int-pytree-compile]	0.1532ms	70.5461μs	14.1751 KOps/s	14.4403 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_indexing[int-pytree-eager]	68.2370μs	22.9970μs	43.4839 KOps/s	43.7762 KOps/s	$\color{#d91a1a}-0.67\%$
test_mod_add[eager]	73.1570μs	22.9583μs	43.5572 KOps/s	39.4356 KOps/s	$\textbf{\color{#35bf28}+10.45\%}$
test_mod_add[compile]	0.1070ms	40.1728μs	24.8924 KOps/s	23.8041 KOps/s	$\color{#35bf28}+4.57\%$
test_mod_add[compile-overhead]	84.7780μs	40.2789μs	24.8269 KOps/s	24.2594 KOps/s	$\color{#35bf28}+2.34\%$
test_mod_wrap[eager]	0.4121ms	0.2105ms	4.7514 KOps/s	4.6807 KOps/s	$\color{#35bf28}+1.51\%$
test_mod_wrap[compile]	0.3666ms	0.2352ms	4.2515 KOps/s	4.3026 KOps/s	$\color{#d91a1a}-1.19\%$
test_mod_wrap[compile-overhead]	0.3240ms	0.2299ms	4.3488 KOps/s	4.3408 KOps/s	$\color{#35bf28}+0.19\%$
test_mod_wrap_and_backward[eager]	11.5221ms	10.5810ms	94.5086 Ops/s	93.4037 Ops/s	$\color{#35bf28}+1.18\%$
test_mod_wrap_and_backward[compile]	12.1789ms	10.7582ms	92.9523 Ops/s	88.5089 Ops/s	$\textbf{\color{#35bf28}+5.02\%}$
test_mod_wrap_and_backward[compile-overhead]	11.9226ms	10.8010ms	92.5838 Ops/s	83.4666 Ops/s	$\textbf{\color{#35bf28}+10.92\%}$
test_seq_add[eager]	0.1787ms	84.7723μs	11.7963 KOps/s	11.1183 KOps/s	$\textbf{\color{#35bf28}+6.10\%}$
test_seq_add[compile]	0.1528ms	66.2800μs	15.0875 KOps/s	15.4125 KOps/s	$\color{#d91a1a}-2.11\%$
test_seq_add[compile-overhead]	0.1369ms	63.7724μs	15.6808 KOps/s	15.9715 KOps/s	$\color{#d91a1a}-1.82\%$
test_seq_wrap[eager]	0.6012ms	0.3763ms	2.6573 KOps/s	2.5957 KOps/s	$\color{#35bf28}+2.37\%$
test_seq_wrap[compile]	0.5359ms	0.2685ms	3.7244 KOps/s	3.6953 KOps/s	$\color{#35bf28}+0.78\%$
test_seq_wrap[compile-overhead]	0.4851ms	0.2671ms	3.7434 KOps/s	3.6885 KOps/s	$\color{#35bf28}+1.49\%$
test_func_call_runtime[False-eager]	0.9439ms	0.5310ms	1.8833 KOps/s	1.9074 KOps/s	$\color{#d91a1a}-1.26\%$
test_func_call_runtime[False-compile]	0.8496ms	0.5055ms	1.9784 KOps/s	1.9594 KOps/s	$\color{#35bf28}+0.97\%$
test_func_call_runtime[False-compile-overhead]	0.9395ms	0.5013ms	1.9946 KOps/s	1.9764 KOps/s	$\color{#35bf28}+0.92\%$
test_func_call_runtime[True-eager]	1.2784ms	0.7459ms	1.3407 KOps/s	1.3207 KOps/s	$\color{#35bf28}+1.51\%$
test_func_call_runtime[True-compile]	0.6399ms	0.5158ms	1.9386 KOps/s	1.9283 KOps/s	$\color{#35bf28}+0.53\%$
test_func_call_runtime[True-compile-overhead]	0.9218ms	0.5154ms	1.9401 KOps/s	1.9262 KOps/s	$\color{#35bf28}+0.72\%$
test_func_call_cm_runtime[False-eager]	0.7143ms	0.5237ms	1.9094 KOps/s	1.9381 KOps/s	$\color{#d91a1a}-1.48\%$
test_func_call_cm_runtime[False-compile]	0.9198ms	0.5054ms	1.9787 KOps/s	1.9775 KOps/s	$\color{#35bf28}+0.06\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6074ms	0.5019ms	1.9923 KOps/s	1.9616 KOps/s	$\color{#35bf28}+1.57\%$
test_func_call_cm_runtime[True-eager]	1.0511ms	0.8684ms	1.1516 KOps/s	1.1306 KOps/s	$\color{#35bf28}+1.86\%$
test_func_call_cm_runtime[True-compile]	0.8945ms	0.7404ms	1.3506 KOps/s	1.3408 KOps/s	$\color{#35bf28}+0.73\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8974ms	0.7308ms	1.3683 KOps/s	1.3203 KOps/s	$\color{#35bf28}+3.64\%$
test_vmap_func_call_cm_runtime[eager]	2.6149ms	1.8730ms	533.9011 Ops/s	525.6203 Ops/s	$\color{#35bf28}+1.58\%$
test_vmap_func_call_cm_runtime[compile]	2.7310ms	1.9188ms	521.1678 Ops/s	510.9846 Ops/s	$\color{#35bf28}+1.99\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.8024ms	1.9145ms	522.3354 Ops/s	510.1659 Ops/s	$\color{#35bf28}+2.39\%$
test_distributed	0.2255ms	0.1230ms	8.1291 KOps/s	7.8411 KOps/s	$\color{#35bf28}+3.67\%$
test_tdmodule	29.3040μs	16.0796μs	62.1906 KOps/s	55.7239 KOps/s	$\textbf{\color{#35bf28}+11.60\%}$
test_tdmodule_dispatch	84.9190μs	34.2183μs	29.2242 KOps/s	27.7822 KOps/s	$\textbf{\color{#35bf28}+5.19\%}$
test_tdseq	54.3920μs	19.4346μs	51.4546 KOps/s	48.7185 KOps/s	$\textbf{\color{#35bf28}+5.62\%}$
test_tdseq_dispatch	71.5730μs	40.3985μs	24.7534 KOps/s	24.4642 KOps/s	$\color{#35bf28}+1.18\%$
test_instantiation_functorch	2.5748ms	1.6051ms	623.0157 Ops/s	621.0659 Ops/s	$\color{#35bf28}+0.31\%$
test_instantiation_td	1.8812ms	1.1767ms	849.8182 Ops/s	841.6440 Ops/s	$\color{#35bf28}+0.97\%$
test_exec_functorch	0.3400ms	0.1825ms	5.4787 KOps/s	5.3926 KOps/s	$\color{#35bf28}+1.60\%$
test_exec_functional_call	0.3223ms	0.1759ms	5.6841 KOps/s	5.6208 KOps/s	$\color{#35bf28}+1.12\%$
test_exec_td	0.3081ms	0.1676ms	5.9652 KOps/s	5.7977 KOps/s	$\color{#35bf28}+2.89\%$
test_exec_td_decorator	0.8653ms	0.2239ms	4.4670 KOps/s	4.4263 KOps/s	$\color{#35bf28}+0.92\%$
test_vmap_mlp_speed[True-True]	0.9647ms	0.6409ms	1.5602 KOps/s	1.5229 KOps/s	$\color{#35bf28}+2.45\%$
test_vmap_mlp_speed[True-False]	0.9870ms	0.6367ms	1.5705 KOps/s	1.5283 KOps/s	$\color{#35bf28}+2.76\%$
test_vmap_mlp_speed[False-True]	0.6179ms	0.4944ms	2.0228 KOps/s	1.9564 KOps/s	$\color{#35bf28}+3.40\%$
test_vmap_mlp_speed[False-False]	0.9615ms	0.5092ms	1.9640 KOps/s	1.9550 KOps/s	$\color{#35bf28}+0.46\%$
test_vmap_mlp_speed_decorator[True-True]	1.3066ms	0.6155ms	1.6247 KOps/s	1.5661 KOps/s	$\color{#35bf28}+3.74\%$
test_vmap_mlp_speed_decorator[True-False]	0.8801ms	0.6178ms	1.6186 KOps/s	1.5573 KOps/s	$\color{#35bf28}+3.94\%$
test_vmap_mlp_speed_decorator[False-True]	0.9245ms	0.5132ms	1.9486 KOps/s	1.9031 KOps/s	$\color{#35bf28}+2.39\%$
test_vmap_mlp_speed_decorator[False-False]	0.6929ms	0.5093ms	1.9634 KOps/s	1.9056 KOps/s	$\color{#35bf28}+3.03\%$
test_to_module_speed[True]	1.7065ms	1.2786ms	782.0872 Ops/s	771.8578 Ops/s	$\color{#35bf28}+1.33\%$
test_to_module_speed[False]	1.7648ms	1.2479ms	801.3408 Ops/s	791.1296 Ops/s	$\color{#35bf28}+1.29\%$
test_tc_init	87.1920μs	43.0597μs	23.2236 KOps/s	23.1329 KOps/s	$\color{#35bf28}+0.39\%$
test_tc_init_nested	0.1538ms	85.9261μs	11.6379 KOps/s	11.4905 KOps/s	$\color{#35bf28}+1.28\%$
test_tc_first_layer_tensor	18.8750μs	1.5948μs	627.0506 KOps/s	675.6225 KOps/s	$\textbf{\color{#d91a1a}-7.19\%}$
test_tc_first_layer_nontensor	39.7840μs	4.7654μs	209.8446 KOps/s	217.0363 KOps/s	$\color{#d91a1a}-3.31\%$
test_tc_second_layer_tensor	27.7620μs	2.8945μs	345.4868 KOps/s	360.2096 KOps/s	$\color{#d91a1a}-4.09\%$
test_tc_second_layer_nontensor	32.1200μs	6.0721μs	164.6865 KOps/s	163.6429 KOps/s	$\color{#35bf28}+0.64\%$
test_unbind	0.4572s	12.7866ms	78.2067 Ops/s	64.4978 Ops/s	$\textbf{\color{#35bf28}+21.25\%}$
test_full_like	8.1585ms	6.9807ms	143.2522 Ops/s	139.5363 Ops/s	$\color{#35bf28}+2.66\%$
test_zeros_like	3.2738ms	2.6615ms	375.7263 Ops/s	154.1934 Ops/s	$\textbf{\color{#35bf28}+143.67\%}$
test_ones_like	14.3302ms	6.6020ms	151.4681 Ops/s	123.4016 Ops/s	$\textbf{\color{#35bf28}+22.74\%}$
test_clone	13.0379ms	8.2263ms	121.5615 Ops/s	104.5588 Ops/s	$\textbf{\color{#35bf28}+16.26\%}$
test_squeeze	71.7140μs	12.3976μs	80.6606 KOps/s	81.0435 KOps/s	$\color{#d91a1a}-0.47\%$
test_unsqueeze	0.1672ms	90.3444μs	11.0687 KOps/s	10.8349 KOps/s	$\color{#35bf28}+2.16\%$
test_split	0.4739ms	0.1953ms	5.1211 KOps/s	5.1059 KOps/s	$\color{#35bf28}+0.30\%$
test_permute	0.3594ms	0.2189ms	4.5693 KOps/s	4.5661 KOps/s	$\color{#35bf28}+0.07\%$
test_stack	33.2928ms	25.5657ms	39.1149 Ops/s	41.5363 Ops/s	$\textbf{\color{#d91a1a}-5.83\%}$
test_cat	33.4592ms	25.3897ms	39.3861 Ops/s	41.9868 Ops/s	$\textbf{\color{#d91a1a}-6.19\%}$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}34$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.4743ms	13.7088μs	72.9459 KOps/s	68.0308 KOps/s	$\textbf{\color{#35bf28}+7.22\%}$
test_plain_set_stack_nested	39.6910μs	14.0089μs	71.3831 KOps/s	67.3871 KOps/s	$\textbf{\color{#35bf28}+5.93\%}$
test_plain_set_nested_inplace	45.1610μs	14.7500μs	67.7967 KOps/s	62.9640 KOps/s	$\textbf{\color{#35bf28}+7.68\%}$
test_plain_set_stack_nested_inplace	47.2200μs	14.9624μs	66.8344 KOps/s	63.7270 KOps/s	$\color{#35bf28}+4.88\%$
test_items	33.8010μs	2.8452μs	351.4683 KOps/s	349.6420 KOps/s	$\color{#35bf28}+0.52\%$
test_items_nested	0.3637ms	0.3127ms	3.1976 KOps/s	3.2116 KOps/s	$\color{#d91a1a}-0.44\%$
test_items_nested_locked	0.3737ms	0.3127ms	3.1981 KOps/s	3.1570 KOps/s	$\color{#35bf28}+1.30\%$
test_items_nested_leaf	97.3210μs	62.9724μs	15.8800 KOps/s	15.9115 KOps/s	$\color{#d91a1a}-0.20\%$
test_items_stack_nested	0.3733ms	0.3145ms	3.1792 KOps/s	3.2054 KOps/s	$\color{#d91a1a}-0.82\%$
test_items_stack_nested_leaf	96.2210μs	64.5668μs	15.4878 KOps/s	15.9401 KOps/s	$\color{#d91a1a}-2.84\%$
test_items_stack_nested_locked	0.3701ms	0.3139ms	3.1853 KOps/s	3.1956 KOps/s	$\color{#d91a1a}-0.32\%$
test_keys	32.0210μs	3.3990μs	294.2083 KOps/s	294.0127 KOps/s	$\color{#35bf28}+0.07\%$
test_keys_nested	83.8910μs	55.5977μs	17.9864 KOps/s	18.1646 KOps/s	$\color{#d91a1a}-0.98\%$
test_keys_nested_locked	0.8248ms	60.9095μs	16.4178 KOps/s	16.7641 KOps/s	$\color{#d91a1a}-2.07\%$
test_keys_nested_leaf	74.2710μs	47.2139μs	21.1802 KOps/s	21.4172 KOps/s	$\color{#d91a1a}-1.11\%$
test_keys_stack_nested	86.8610μs	55.7566μs	17.9351 KOps/s	18.0189 KOps/s	$\color{#d91a1a}-0.47\%$
test_keys_stack_nested_leaf	77.1710μs	47.4506μs	21.0746 KOps/s	21.4875 KOps/s	$\color{#d91a1a}-1.92\%$
test_keys_stack_nested_locked	90.1110μs	60.2971μs	16.5845 KOps/s	16.6465 KOps/s	$\color{#d91a1a}-0.37\%$
test_values	9.4452μs	0.8164μs	1.2249 MOps/s	1.2435 MOps/s	$\color{#d91a1a}-1.50\%$
test_values_nested	52.2910μs	27.3312μs	36.5882 KOps/s	36.1003 KOps/s	$\color{#35bf28}+1.35\%$
test_values_nested_locked	56.6910μs	29.5147μs	33.8814 KOps/s	34.1316 KOps/s	$\color{#d91a1a}-0.73\%$
test_values_nested_leaf	51.0810μs	24.0352μs	41.6056 KOps/s	41.0027 KOps/s	$\color{#35bf28}+1.47\%$
test_values_stack_nested	52.8710μs	27.9831μs	35.7359 KOps/s	36.0172 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_stack_nested_leaf	48.9800μs	24.5665μs	40.7058 KOps/s	41.1467 KOps/s	$\color{#d91a1a}-1.07\%$
test_values_stack_nested_locked	62.8510μs	30.1648μs	33.1513 KOps/s	34.0484 KOps/s	$\color{#d91a1a}-2.63\%$
test_membership	2.1315μs	0.4700μs	2.1275 MOps/s	2.1137 MOps/s	$\color{#35bf28}+0.65\%$
test_membership_nested	12.1350μs	1.7935μs	557.5776 KOps/s	563.9411 KOps/s	$\color{#d91a1a}-1.13\%$
test_membership_nested_leaf	11.7367μs	1.7417μs	574.1385 KOps/s	564.6197 KOps/s	$\color{#35bf28}+1.69\%$
test_membership_stacked_nested	24.4900μs	1.8093μs	552.6853 KOps/s	548.6632 KOps/s	$\color{#35bf28}+0.73\%$
test_membership_stacked_nested_leaf	29.8000μs	1.7990μs	555.8709 KOps/s	538.8158 KOps/s	$\color{#35bf28}+3.17\%$
test_membership_nested_last	71.4110μs	2.6451μs	378.0530 KOps/s	372.1097 KOps/s	$\color{#35bf28}+1.60\%$
test_membership_nested_leaf_last	26.1700μs	2.6359μs	379.3795 KOps/s	373.6340 KOps/s	$\color{#35bf28}+1.54\%$
test_membership_stacked_nested_last	25.4400μs	3.0219μs	330.9174 KOps/s	380.0421 KOps/s	$\textbf{\color{#d91a1a}-12.93\%}$
test_membership_stacked_nested_leaf_last	36.5800μs	3.0099μs	332.2404 KOps/s	375.3886 KOps/s	$\textbf{\color{#d91a1a}-11.49\%}$
test_nested_getleaf	25.3300μs	6.1552μs	162.4633 KOps/s	164.6943 KOps/s	$\color{#d91a1a}-1.35\%$
test_nested_get	34.3410μs	5.8109μs	172.0891 KOps/s	173.9414 KOps/s	$\color{#d91a1a}-1.06\%$
test_stacked_getleaf	35.7400μs	6.1585μs	162.3775 KOps/s	166.6915 KOps/s	$\color{#d91a1a}-2.59\%$
test_stacked_get	29.5300μs	5.7120μs	175.0697 KOps/s	174.5312 KOps/s	$\color{#35bf28}+0.31\%$
test_nested_getitemleaf	26.7600μs	6.2050μs	161.1614 KOps/s	163.5467 KOps/s	$\color{#d91a1a}-1.46\%$
test_nested_getitem	30.1100μs	5.8161μs	171.9362 KOps/s	173.8755 KOps/s	$\color{#d91a1a}-1.12\%$
test_stacked_getitemleaf	41.3100μs	6.1506μs	162.5859 KOps/s	164.5978 KOps/s	$\color{#d91a1a}-1.22\%$
test_stacked_getitem	32.0510μs	5.7191μs	174.8526 KOps/s	175.5656 KOps/s	$\color{#d91a1a}-0.41\%$
test_lock_nested	1.3286ms	0.4154ms	2.4070 KOps/s	2.3809 KOps/s	$\color{#35bf28}+1.10\%$
test_lock_stack_nested	0.4387ms	0.3816ms	2.6207 KOps/s	2.6232 KOps/s	$\color{#d91a1a}-0.10\%$
test_unlock_nested	0.7472ms	0.3562ms	2.8078 KOps/s	2.7960 KOps/s	$\color{#35bf28}+0.42\%$
test_unlock_stack_nested	0.3659ms	0.3208ms	3.1174 KOps/s	3.1205 KOps/s	$\color{#d91a1a}-0.10\%$
test_flatten_speed	0.1663ms	81.8554μs	12.2167 KOps/s	12.6031 KOps/s	$\color{#d91a1a}-3.07\%$
test_unflatten_speed	0.3326ms	0.2865ms	3.4904 KOps/s	3.5064 KOps/s	$\color{#d91a1a}-0.46\%$
test_common_ops	92.0901ms	1.3693ms	730.3248 Ops/s	761.0714 Ops/s	$\color{#d91a1a}-4.04\%$
test_creation	30.4200μs	1.5137μs	660.6469 KOps/s	659.5173 KOps/s	$\color{#35bf28}+0.17\%$
test_creation_empty	50.7500μs	14.9576μs	66.8556 KOps/s	58.2012 KOps/s	$\textbf{\color{#35bf28}+14.87\%}$
test_creation_nested_1	46.5800μs	16.6530μs	60.0492 KOps/s	53.0669 KOps/s	$\textbf{\color{#35bf28}+13.16\%}$
test_creation_nested_2	48.8210μs	19.3630μs	51.6448 KOps/s	46.3838 KOps/s	$\textbf{\color{#35bf28}+11.34\%}$
test_clone	65.5210μs	28.8232μs	34.6943 KOps/s	34.8493 KOps/s	$\color{#d91a1a}-0.44\%$
test_getitem[int]	1.2619ms	16.0810μs	62.1853 KOps/s	61.0078 KOps/s	$\color{#35bf28}+1.93\%$
test_getitem[slice_int]	0.1200ms	27.7694μs	36.0109 KOps/s	35.9655 KOps/s	$\color{#35bf28}+0.13\%$
test_getitem[range]	0.2180ms	0.1092ms	9.1600 KOps/s	9.1329 KOps/s	$\color{#35bf28}+0.30\%$
test_getitem[tuple]	0.1203ms	24.3246μs	41.1106 KOps/s	41.6137 KOps/s	$\color{#d91a1a}-1.21\%$
test_getitem[list]	0.1960ms	99.0681μs	10.0941 KOps/s	10.1807 KOps/s	$\color{#d91a1a}-0.85\%$
test_setitem_dim[int]	75.0410μs	50.8740μs	19.6564 KOps/s	19.0281 KOps/s	$\color{#35bf28}+3.30\%$
test_setitem_dim[slice_int]	0.1084ms	74.9354μs	13.3448 KOps/s	13.1548 KOps/s	$\color{#35bf28}+1.44\%$
test_setitem_dim[range]	0.1799ms	0.1344ms	7.4428 KOps/s	7.3053 KOps/s	$\color{#35bf28}+1.88\%$
test_setitem_dim[tuple]	93.3210μs	67.7284μs	14.7648 KOps/s	14.6068 KOps/s	$\color{#35bf28}+1.08\%$
test_setitem	81.5210μs	41.7133μs	23.9732 KOps/s	23.8213 KOps/s	$\color{#35bf28}+0.64\%$
test_set	99.9520μs	41.1619μs	24.2943 KOps/s	24.3181 KOps/s	$\color{#d91a1a}-0.10\%$
test_set_shared	0.3570ms	50.7299μs	19.7122 KOps/s	19.7654 KOps/s	$\color{#d91a1a}-0.27\%$
test_update	84.9810μs	49.2449μs	20.3067 KOps/s	18.7318 KOps/s	$\textbf{\color{#35bf28}+8.41\%}$
test_update_nested	0.1144ms	55.5403μs	18.0050 KOps/s	16.3352 KOps/s	$\textbf{\color{#35bf28}+10.22\%}$
test_update__nested	0.3857ms	60.3270μs	16.5763 KOps/s	15.1637 KOps/s	$\textbf{\color{#35bf28}+9.32\%}$
test_set_nested	79.7710μs	43.4074μs	23.0375 KOps/s	23.0470 KOps/s	$\color{#d91a1a}-0.04\%$
test_set_nested_new	0.1266ms	47.1341μs	21.2161 KOps/s	20.9971 KOps/s	$\color{#35bf28}+1.04\%$
test_select	97.9610μs	60.5858μs	16.5055 KOps/s	15.7541 KOps/s	$\color{#35bf28}+4.77\%$
test_select_nested	0.2244ms	43.3117μs	23.0885 KOps/s	23.7251 KOps/s	$\color{#d91a1a}-2.68\%$
test_exclude_nested	95.9410μs	60.1923μs	16.6134 KOps/s	16.7417 KOps/s	$\color{#d91a1a}-0.77\%$
test_empty[True]	0.2926ms	0.2418ms	4.1354 KOps/s	4.1288 KOps/s	$\color{#35bf28}+0.16\%$
test_empty[False]	2.9880μs	0.7573μs	1.3204 MOps/s	1.3510 MOps/s	$\color{#d91a1a}-2.27\%$
test_to	59.6110μs	25.0426μs	39.9319 KOps/s	34.9360 KOps/s	$\textbf{\color{#35bf28}+14.30\%}$
test_to_nonblocking	64.9310μs	24.3882μs	41.0035 KOps/s	41.4692 KOps/s	$\color{#d91a1a}-1.12\%$
test_unbind_speed	1.5204ms	0.2770ms	3.6101 KOps/s	3.3132 KOps/s	$\textbf{\color{#35bf28}+8.96\%}$
test_unbind_speed_stack0	0.3213ms	0.2751ms	3.6355 KOps/s	3.3822 KOps/s	$\textbf{\color{#35bf28}+7.49\%}$
test_unbind_speed_stack1	91.5579ms	0.7161ms	1.3965 KOps/s	1.3795 KOps/s	$\color{#35bf28}+1.23\%$
test_split	92.7777ms	2.1880ms	457.0444 Ops/s	459.7868 Ops/s	$\color{#d91a1a}-0.60\%$
test_chunk	95.0311ms	2.2020ms	454.1397 Ops/s	458.9797 Ops/s	$\color{#d91a1a}-1.05\%$
test_creation[device0]	0.3530ms	0.1272ms	7.8604 KOps/s	7.8479 KOps/s	$\color{#35bf28}+0.16\%$
test_creation_from_tensor	0.3473ms	0.1325ms	7.5498 KOps/s	7.4258 KOps/s	$\color{#35bf28}+1.67\%$
test_add_one[memmap_tensor0]	0.1283ms	8.9551μs	111.6688 KOps/s	115.6200 KOps/s	$\color{#d91a1a}-3.42\%$
test_contiguous[memmap_tensor0]	24.9510μs	2.2105μs	452.3773 KOps/s	460.4108 KOps/s	$\color{#d91a1a}-1.74\%$
test_stack[memmap_tensor0]	40.7300μs	6.6893μs	149.4923 KOps/s	145.8618 KOps/s	$\color{#35bf28}+2.49\%$
test_memmaptd_index	1.0460ms	0.4226ms	2.3661 KOps/s	2.2632 KOps/s	$\color{#35bf28}+4.55\%$
test_memmaptd_index_astensor	0.7376ms	0.4784ms	2.0905 KOps/s	2.0114 KOps/s	$\color{#35bf28}+3.93\%$
test_memmaptd_index_op	1.4075ms	1.0093ms	990.7431 Ops/s	951.6112 Ops/s	$\color{#35bf28}+4.11\%$
test_serialize_model	0.1303s	0.1295s	7.7231 Ops/s	7.7068 Ops/s	$\color{#35bf28}+0.21\%$
test_serialize_model_pickle	1.3490s	1.2118s	0.8252 Ops/s	0.8249 Ops/s	$\color{#35bf28}+0.04\%$
test_serialize_weights	0.1291s	0.1280s	7.8121 Ops/s	7.7651 Ops/s	$\color{#35bf28}+0.60\%$
test_serialize_weights_returnearly	0.2323s	61.3899ms	16.2893 Ops/s	18.2389 Ops/s	$\textbf{\color{#d91a1a}-10.69\%}$
test_serialize_weights_pickle	1.3719s	1.2164s	0.8221 Ops/s	0.8213 Ops/s	$\color{#35bf28}+0.10\%$
test_reshape_pytree	0.4193ms	35.8649μs	27.8824 KOps/s	27.8446 KOps/s	$\color{#35bf28}+0.14\%$
test_reshape_td	84.7310μs	41.5846μs	24.0473 KOps/s	24.6233 KOps/s	$\color{#d91a1a}-2.34\%$
test_view_pytree	0.4247ms	35.2929μs	28.3343 KOps/s	28.3625 KOps/s	$\color{#d91a1a}-0.10\%$
test_view_td	88.2010μs	47.3397μs	21.1239 KOps/s	21.5831 KOps/s	$\color{#d91a1a}-2.13\%$
test_unbind_pytree	0.4109ms	33.7302μs	29.6470 KOps/s	29.4641 KOps/s	$\color{#35bf28}+0.62\%$
test_unbind_td	0.3955ms	42.2103μs	23.6909 KOps/s	23.9867 KOps/s	$\color{#d91a1a}-1.23\%$
test_split_pytree	0.4238ms	46.0956μs	21.6940 KOps/s	21.4422 KOps/s	$\color{#35bf28}+1.17\%$
test_split_td	0.1520ms	56.7946μs	17.6073 KOps/s	15.5292 KOps/s	$\textbf{\color{#35bf28}+13.38\%}$
test_add_pytree	0.4322ms	56.0042μs	17.8558 KOps/s	18.1090 KOps/s	$\color{#d91a1a}-1.40\%$
test_add_td	0.1558ms	90.5976μs	11.0378 KOps/s	10.8596 KOps/s	$\color{#35bf28}+1.64\%$
test_compile_add_one_nested[tensordict-compile]	0.4080ms	0.2123ms	4.7099 KOps/s	4.7741 KOps/s	$\color{#d91a1a}-1.34\%$
test_compile_add_one_nested[tensordict-eager]	0.5497ms	0.1556ms	6.4274 KOps/s	6.3558 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_add_one_nested[pytree-compile]	0.5425ms	0.1437ms	6.9609 KOps/s	6.9129 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_add_one_nested[pytree-eager]	0.2595ms	0.1804ms	5.5421 KOps/s	5.5738 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_copy_nested[tensordict-compile]	0.4206ms	21.7546μs	45.9673 KOps/s	47.1873 KOps/s	$\color{#d91a1a}-2.59\%$
test_compile_copy_nested[tensordict-eager]	0.1214ms	42.7597μs	23.3865 KOps/s	22.5447 KOps/s	$\color{#35bf28}+3.73\%$
test_compile_copy_nested[pytree-compile]	0.2659ms	64.3071μs	15.5504 KOps/s	15.4964 KOps/s	$\color{#35bf28}+0.35\%$
test_compile_copy_nested[pytree-eager]	92.0410μs	49.1940μs	20.3277 KOps/s	20.1499 KOps/s	$\color{#35bf28}+0.88\%$
test_compile_add_one_flat[tensordict-compile]	0.4564ms	0.3190ms	3.1347 KOps/s	3.1306 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_add_one_flat[tensordict-eager]	0.3079ms	0.2079ms	4.8101 KOps/s	4.8899 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_add_one_flat[tensorclass-compile]	0.1827ms	0.1265ms	7.9065 KOps/s	7.5651 KOps/s	$\color{#35bf28}+4.51\%$
test_compile_add_one_flat[tensorclass-eager]	0.1285ms	59.8053μs	16.7209 KOps/s	16.1217 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_add_one_flat[pytree-compile]	0.4524ms	0.3161ms	3.1637 KOps/s	3.1085 KOps/s	$\color{#35bf28}+1.77\%$
test_compile_add_one_flat[pytree-eager]	0.7164ms	0.6072ms	1.6470 KOps/s	1.6555 KOps/s	$\color{#d91a1a}-0.52\%$
test_compile_add_self_flat[tensordict-eager]	0.3583ms	0.2442ms	4.0946 KOps/s	4.0787 KOps/s	$\color{#35bf28}+0.39\%$
test_compile_add_self_flat[tensordict-compile]	0.3577ms	0.3206ms	3.1192 KOps/s	3.0992 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_add_self_flat[tensorclass-eager]	0.1501ms	70.9825μs	14.0880 KOps/s	14.2611 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_add_self_flat[tensorclass-compile]	0.2059ms	0.1285ms	7.7817 KOps/s	7.5357 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_add_self_flat[pytree-eager]	0.6159ms	0.5289ms	1.8908 KOps/s	1.9593 KOps/s	$\color{#d91a1a}-3.50\%$
test_compile_add_self_flat[pytree-compile]	0.3688ms	0.3175ms	3.1495 KOps/s	3.1292 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_copy_flat[tensordict-compile]	69.3810μs	18.9785μs	52.6911 KOps/s	53.1097 KOps/s	$\color{#d91a1a}-0.79\%$
test_compile_copy_flat[tensordict-eager]	64.7210μs	27.2402μs	36.7105 KOps/s	36.4830 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_copy_flat[pytree-compile]	0.1078ms	70.0636μs	14.2727 KOps/s	14.1920 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_copy_flat[pytree-eager]	83.6820μs	51.4170μs	19.4488 KOps/s	19.4877 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_assign_and_add[tensordict-compile]	2.3257ms	0.8100ms	1.2346 KOps/s	1.1223 KOps/s	$\textbf{\color{#35bf28}+10.01\%}$
test_compile_assign_and_add[tensordict-eager]	3.2530ms	3.1172ms	320.7978 Ops/s	315.4240 Ops/s	$\color{#35bf28}+1.70\%$
test_compile_assign_and_add[pytree-compile]	2.2741ms	0.7977ms	1.2537 KOps/s	1.1394 KOps/s	$\textbf{\color{#35bf28}+10.03\%}$
test_compile_assign_and_add[pytree-eager]	3.3088ms	3.1754ms	314.9207 Ops/s	314.4383 Ops/s	$\color{#35bf28}+0.15\%$
test_compile_indexing[tensor-tensordict-compile]	0.1553ms	0.1131ms	8.8424 KOps/s	9.2014 KOps/s	$\color{#d91a1a}-3.90\%$
test_compile_indexing[tensor-tensordict-eager]	0.1960ms	63.7983μs	15.6744 KOps/s	16.1381 KOps/s	$\color{#d91a1a}-2.87\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1453ms	0.1025ms	9.7521 KOps/s	9.3182 KOps/s	$\color{#35bf28}+4.66\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1669ms	44.4635μs	22.4903 KOps/s	21.5227 KOps/s	$\color{#35bf28}+4.50\%$
test_compile_indexing[tensor-pytree-compile]	0.1457ms	0.1038ms	9.6372 KOps/s	9.0992 KOps/s	$\textbf{\color{#35bf28}+5.91\%}$
test_compile_indexing[tensor-pytree-eager]	84.1220μs	42.8070μs	23.3606 KOps/s	21.8371 KOps/s	$\textbf{\color{#35bf28}+6.98\%}$
test_compile_indexing[slice-tensordict-compile]	0.1985ms	0.1389ms	7.2010 KOps/s	7.2642 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_indexing[slice-tensordict-eager]	0.1677ms	25.2651μs	39.5803 KOps/s	38.9236 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_indexing[slice-tensorclass-compile]	0.1801ms	0.1339ms	7.4702 KOps/s	7.4520 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_indexing[slice-tensorclass-eager]	65.9810μs	21.0951μs	47.4044 KOps/s	48.6960 KOps/s	$\color{#d91a1a}-2.65\%$
test_compile_indexing[slice-pytree-compile]	0.2249ms	0.1333ms	7.4996 KOps/s	7.5551 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[slice-pytree-eager]	53.3610μs	20.8990μs	47.8491 KOps/s	48.9941 KOps/s	$\color{#d91a1a}-2.34\%$
test_compile_indexing[int-tensordict-compile]	0.1702ms	0.1379ms	7.2534 KOps/s	7.2428 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_indexing[int-tensordict-eager]	0.4804ms	25.0352μs	39.9438 KOps/s	39.6744 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_indexing[int-tensorclass-compile]	0.1760ms	0.1306ms	7.6543 KOps/s	7.5341 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_indexing[int-tensorclass-eager]	0.1500ms	24.4888μs	40.8350 KOps/s	48.2346 KOps/s	$\textbf{\color{#d91a1a}-15.34\%}$
test_compile_indexing[int-pytree-compile]	0.1925ms	0.1311ms	7.6274 KOps/s	7.5678 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_indexing[int-pytree-eager]	54.2010μs	20.7069μs	48.2930 KOps/s	47.8557 KOps/s	$\color{#35bf28}+0.91\%$
test_mod_add[eager]	71.6910μs	31.2504μs	31.9996 KOps/s	29.0603 KOps/s	$\textbf{\color{#35bf28}+10.11\%}$
test_mod_add[compile]	0.1106ms	69.0467μs	14.4829 KOps/s	14.0093 KOps/s	$\color{#35bf28}+3.38\%$
test_mod_add[compile-overhead]	0.2648ms	0.1415ms	7.0647 KOps/s	7.0641 KOps/s	$+0.01\%$
test_mod_wrap[eager]	0.3329ms	0.2395ms	4.1755 KOps/s	3.8779 KOps/s	$\textbf{\color{#35bf28}+7.67\%}$
test_mod_wrap[compile]	0.4440ms	0.2823ms	3.5423 KOps/s	3.3413 KOps/s	$\textbf{\color{#35bf28}+6.02\%}$
test_mod_wrap[compile-overhead]	7.3511ms	3.8992ms	256.4627 Ops/s	246.2545 Ops/s	$\color{#35bf28}+4.15\%$
test_mod_wrap_and_backward[eager]	1.4533ms	1.3410ms	745.7356 Ops/s	697.8158 Ops/s	$\textbf{\color{#35bf28}+6.87\%}$
test_mod_wrap_and_backward[compile]	2.7359ms	1.3076ms	764.7573 Ops/s	699.5514 Ops/s	$\textbf{\color{#35bf28}+9.32\%}$
test_mod_wrap_and_backward[compile-overhead]	1.2757ms	0.8850ms	1.1299 KOps/s	1.0141 KOps/s	$\textbf{\color{#35bf28}+11.42\%}$
test_seq_add[eager]	0.1530ms	95.3208μs	10.4909 KOps/s	9.7707 KOps/s	$\textbf{\color{#35bf28}+7.37\%}$
test_seq_add[compile]	0.3126ms	80.9966μs	12.3462 KOps/s	12.2702 KOps/s	$\color{#35bf28}+0.62\%$
test_seq_add[compile-overhead]	0.1514ms	0.1141ms	8.7625 KOps/s	8.7715 KOps/s	$\color{#d91a1a}-0.10\%$
test_seq_wrap[eager]	0.4708ms	0.3729ms	2.6819 KOps/s	2.5493 KOps/s	$\textbf{\color{#35bf28}+5.20\%}$
test_seq_wrap[compile]	0.3657ms	0.3013ms	3.3194 KOps/s	3.2154 KOps/s	$\color{#35bf28}+3.24\%$
test_seq_wrap[compile-overhead]	0.2897ms	0.2087ms	4.7906 KOps/s	4.5678 KOps/s	$\color{#35bf28}+4.88\%$
test_func_call_runtime[False-eager]	0.7998ms	0.7324ms	1.3654 KOps/s	1.3429 KOps/s	$\color{#35bf28}+1.68\%$
test_func_call_runtime[False-compile]	1.0383ms	0.7784ms	1.2848 KOps/s	1.2668 KOps/s	$\color{#35bf28}+1.42\%$
test_func_call_runtime[False-compile-overhead]	0.4025ms	0.3462ms	2.8885 KOps/s	2.8134 KOps/s	$\color{#35bf28}+2.67\%$
test_func_call_runtime[True-eager]	1.0934ms	0.8906ms	1.1229 KOps/s	1.0862 KOps/s	$\color{#35bf28}+3.37\%$
test_func_call_runtime[True-compile]	0.8982ms	0.8114ms	1.2324 KOps/s	1.1464 KOps/s	$\textbf{\color{#35bf28}+7.51\%}$
test_func_call_runtime[True-compile-overhead]	0.4374ms	0.3809ms	2.6252 KOps/s	2.5873 KOps/s	$\color{#35bf28}+1.46\%$
test_func_call_cm_runtime[False-eager]	0.8022ms	0.7300ms	1.3698 KOps/s	1.2721 KOps/s	$\textbf{\color{#35bf28}+7.69\%}$
test_func_call_cm_runtime[False-compile]	1.0469ms	0.7775ms	1.2862 KOps/s	1.1832 KOps/s	$\textbf{\color{#35bf28}+8.70\%}$
test_func_call_cm_runtime[False-compile-overhead]	0.4026ms	0.3497ms	2.8593 KOps/s	2.8106 KOps/s	$\color{#35bf28}+1.73\%$
test_func_call_cm_runtime[True-eager]	1.0697ms	0.9853ms	1.0150 KOps/s	995.0649 Ops/s	$\color{#35bf28}+2.00\%$
test_func_call_cm_runtime[True-compile]	0.8840ms	0.8370ms	1.1948 KOps/s	1.1715 KOps/s	$\color{#35bf28}+1.99\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5006ms	0.4055ms	2.4663 KOps/s	2.4266 KOps/s	$\color{#35bf28}+1.63\%$
test_vmap_func_call_cm_runtime[eager]	2.5596ms	2.0650ms	484.2544 Ops/s	478.7228 Ops/s	$\color{#35bf28}+1.16\%$
test_vmap_func_call_cm_runtime[compile]	0.9254ms	0.8587ms	1.1645 KOps/s	1.1465 KOps/s	$\color{#35bf28}+1.57\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4985ms	0.4098ms	2.4403 KOps/s	2.3994 KOps/s	$\color{#35bf28}+1.70\%$
test_distributed	1.9164ms	0.1724ms	5.7990 KOps/s	8.6855 KOps/s	$\textbf{\color{#d91a1a}-33.23\%}$
test_tdmodule	42.8300μs	14.2050μs	70.3977 KOps/s	62.9597 KOps/s	$\textbf{\color{#35bf28}+11.81\%}$
test_tdmodule_dispatch	56.7410μs	28.4838μs	35.1077 KOps/s	32.8340 KOps/s	$\textbf{\color{#35bf28}+6.92\%}$
test_tdseq	22.1100μs	14.8570μs	67.3083 KOps/s	62.2291 KOps/s	$\textbf{\color{#35bf28}+8.16\%}$
test_tdseq_dispatch	50.8710μs	30.7098μs	32.5629 KOps/s	30.2979 KOps/s	$\textbf{\color{#35bf28}+7.48\%}$
test_instantiation_functorch	2.0181ms	1.8397ms	543.5619 Ops/s	532.9209 Ops/s	$\color{#35bf28}+2.00\%$
test_instantiation_td	1.7883ms	1.1937ms	837.7189 Ops/s	828.2105 Ops/s	$\color{#35bf28}+1.15\%$
test_exec_functorch	0.2912ms	0.2209ms	4.5260 KOps/s	4.7320 KOps/s	$\color{#d91a1a}-4.35\%$
test_exec_functional_call	0.3208ms	0.2064ms	4.8438 KOps/s	4.7233 KOps/s	$\color{#35bf28}+2.55\%$
test_exec_td	0.2746ms	0.2135ms	4.6842 KOps/s	4.6944 KOps/s	$\color{#d91a1a}-0.22\%$
test_exec_td_decorator	0.5882ms	0.2534ms	3.9469 KOps/s	3.7262 KOps/s	$\textbf{\color{#35bf28}+5.92\%}$
test_vmap_mlp_speed[True-True]	0.8492ms	0.6882ms	1.4531 KOps/s	1.4473 KOps/s	$\color{#35bf28}+0.40\%$
test_vmap_mlp_speed[True-False]	0.7311ms	0.6812ms	1.4679 KOps/s	1.4593 KOps/s	$\color{#35bf28}+0.59\%$
test_vmap_mlp_speed[False-True]	0.6179ms	0.5714ms	1.7500 KOps/s	1.6600 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_vmap_mlp_speed[False-False]	0.6150ms	0.5726ms	1.7463 KOps/s	1.6999 KOps/s	$\color{#35bf28}+2.73\%$
test_vmap_mlp_speed_decorator[True-True]	0.7861ms	0.6655ms	1.5026 KOps/s	1.4802 KOps/s	$\color{#35bf28}+1.51\%$
test_vmap_mlp_speed_decorator[True-False]	0.8538ms	0.6665ms	1.5003 KOps/s	1.4825 KOps/s	$\color{#35bf28}+1.20\%$
test_vmap_mlp_speed_decorator[False-True]	0.7006ms	0.5880ms	1.7008 KOps/s	1.6985 KOps/s	$\color{#35bf28}+0.14\%$
test_vmap_mlp_speed_decorator[False-False]	0.7143ms	0.5873ms	1.7028 KOps/s	1.6981 KOps/s	$\color{#35bf28}+0.27\%$
test_vmap_transformer_speed[True-True]	8.3888ms	8.3053ms	120.4055 Ops/s	119.4687 Ops/s	$\color{#35bf28}+0.78\%$
test_vmap_transformer_speed[True-False]	8.2966ms	8.2468ms	121.2587 Ops/s	119.6583 Ops/s	$\color{#35bf28}+1.34\%$
test_vmap_transformer_speed[False-True]	8.1725ms	8.0684ms	123.9406 Ops/s	122.8932 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed[False-False]	8.1694ms	8.0932ms	123.5605 Ops/s	122.8291 Ops/s	$\color{#35bf28}+0.60\%$
test_vmap_transformer_speed_decorator[True-True]	19.9789ms	19.3177ms	51.7659 Ops/s	51.5586 Ops/s	$\color{#35bf28}+0.40\%$
test_vmap_transformer_speed_decorator[True-False]	19.4196ms	19.3385ms	51.7103 Ops/s	51.5378 Ops/s	$\color{#35bf28}+0.33\%$
test_vmap_transformer_speed_decorator[False-True]	19.3169ms	19.2166ms	52.0384 Ops/s	51.8863 Ops/s	$\color{#35bf28}+0.29\%$
test_vmap_transformer_speed_decorator[False-False]	19.2779ms	19.1888ms	52.1138 Ops/s	51.9142 Ops/s	$\color{#35bf28}+0.38\%$
test_to_module_speed[True]	1.4368ms	0.9399ms	1.0639 KOps/s	1.0635 KOps/s	$\color{#35bf28}+0.04\%$
test_to_module_speed[False]	1.2903ms	0.9185ms	1.0887 KOps/s	1.0811 KOps/s	$\color{#35bf28}+0.71\%$
test_tc_init	71.2910μs	34.3988μs	29.0708 KOps/s	27.7800 KOps/s	$\color{#35bf28}+4.65\%$
test_tc_init_nested	0.1066ms	71.6526μs	13.9562 KOps/s	13.4348 KOps/s	$\color{#35bf28}+3.88\%$
test_tc_first_layer_tensor	4.7030μs	0.6835μs	1.4632 MOps/s	1.4461 MOps/s	$\color{#35bf28}+1.18\%$
test_tc_first_layer_nontensor	28.6810μs	2.2416μs	446.1033 KOps/s	448.2151 KOps/s	$\color{#d91a1a}-0.47\%$
test_tc_second_layer_tensor	7.2950μs	1.3839μs	722.5981 KOps/s	729.3432 KOps/s	$\color{#d91a1a}-0.92\%$
test_tc_second_layer_nontensor	22.8600μs	2.9543μs	338.4893 KOps/s	340.2674 KOps/s	$\color{#d91a1a}-0.52\%$
test_unbind	0.1919s	11.9371ms	83.7721 Ops/s	93.2137 Ops/s	$\textbf{\color{#d91a1a}-10.13\%}$
test_full_like	0.6579ms	0.5739ms	1.7425 KOps/s	1.7373 KOps/s	$\color{#35bf28}+0.30\%$
test_zeros_like	0.2692ms	0.1979ms	5.0520 KOps/s	5.0525 KOps/s	$\color{#d91a1a}-0.01\%$
test_ones_like	0.2575ms	0.1977ms	5.0586 KOps/s	5.0532 KOps/s	$\color{#35bf28}+0.11\%$
test_clone	0.4453ms	0.4131ms	2.4206 KOps/s	2.4105 KOps/s	$\color{#35bf28}+0.42\%$
test_squeeze	35.3200μs	9.7534μs	102.5283 KOps/s	100.9646 KOps/s	$\color{#35bf28}+1.55\%$
test_unsqueeze	0.2205ms	74.0326μs	13.5076 KOps/s	13.3637 KOps/s	$\color{#35bf28}+1.08\%$
test_split	0.4135ms	0.1569ms	6.3730 KOps/s	6.3295 KOps/s	$\color{#35bf28}+0.69\%$
test_permute	0.2803ms	0.1800ms	5.5558 KOps/s	5.3402 KOps/s	$\color{#35bf28}+4.04\%$
test_stack	1.2561ms	0.8742ms	1.1439 KOps/s	1.1964 KOps/s	$\color{#d91a1a}-4.39\%$
test_cat	1.2701ms	1.2322ms	811.5606 Ops/s	811.7761 Ops/s	$\color{#d91a1a}-0.03\%$