[Feature] Better typing for tensorclass

[vmoens]

Stack from ghstack (oldest at bottom):

• [Feature] Frozen tensorclass #984
• -> [Feature] Better typing for tensorclass #983

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}29$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1239ms	13.1415μs	76.0947 KOps/s	68.7821 KOps/s	$\textbf{\color{#35bf28}+10.63\%}$
test_plain_set_stack_nested	46.2320μs	13.2986μs	75.1960 KOps/s	67.9668 KOps/s	$\textbf{\color{#35bf28}+10.64\%}$
test_plain_set_nested_inplace	65.8530μs	13.8701μs	72.0977 KOps/s	64.4589 KOps/s	$\textbf{\color{#35bf28}+11.85\%}$
test_plain_set_stack_nested_inplace	36.6320μs	13.9168μs	71.8557 KOps/s	65.1915 KOps/s	$\textbf{\color{#35bf28}+10.22\%}$
test_items	25.0610μs	2.8163μs	355.0803 KOps/s	353.0562 KOps/s	$\color{#35bf28}+0.57\%$
test_items_nested	0.4944ms	0.3136ms	3.1891 KOps/s	3.1796 KOps/s	$\color{#35bf28}+0.30\%$
test_items_nested_locked	0.3493ms	0.3130ms	3.1951 KOps/s	3.1413 KOps/s	$\color{#35bf28}+1.71\%$
test_items_nested_leaf	85.0140μs	62.6781μs	15.9545 KOps/s	15.8642 KOps/s	$\color{#35bf28}+0.57\%$
test_items_stack_nested	0.3475ms	0.3122ms	3.2029 KOps/s	3.2061 KOps/s	$\color{#d91a1a}-0.10\%$
test_items_stack_nested_leaf	89.5130μs	63.1871μs	15.8260 KOps/s	15.5779 KOps/s	$\color{#35bf28}+1.59\%$
test_items_stack_nested_locked	0.3707ms	0.3117ms	3.2085 KOps/s	3.1568 KOps/s	$\color{#35bf28}+1.64\%$
test_keys	27.2410μs	3.3749μs	296.3037 KOps/s	295.3248 KOps/s	$\color{#35bf28}+0.33\%$
test_keys_nested	85.1540μs	55.0834μs	18.1543 KOps/s	18.8260 KOps/s	$\color{#d91a1a}-3.57\%$
test_keys_nested_locked	2.6343ms	60.1669μs	16.6204 KOps/s	16.5520 KOps/s	$\color{#35bf28}+0.41\%$
test_keys_nested_leaf	78.7240μs	46.4832μs	21.5131 KOps/s	21.4408 KOps/s	$\color{#35bf28}+0.34\%$
test_keys_stack_nested	81.9830μs	54.4676μs	18.3595 KOps/s	17.9678 KOps/s	$\color{#35bf28}+2.18\%$
test_keys_stack_nested_leaf	78.9830μs	46.0441μs	21.7183 KOps/s	21.2261 KOps/s	$\color{#35bf28}+2.32\%$
test_keys_stack_nested_locked	96.0650μs	59.5332μs	16.7973 KOps/s	16.7499 KOps/s	$\color{#35bf28}+0.28\%$
test_values	4.9646μs	0.8267μs	1.2097 MOps/s	1.2034 MOps/s	$\color{#35bf28}+0.52\%$
test_values_nested	52.4820μs	27.2069μs	36.7554 KOps/s	36.5665 KOps/s	$\color{#35bf28}+0.52\%$
test_values_nested_locked	54.6520μs	28.9797μs	34.5069 KOps/s	34.1139 KOps/s	$\color{#35bf28}+1.15\%$
test_values_nested_leaf	46.1820μs	23.9844μs	41.6938 KOps/s	41.3097 KOps/s	$\color{#35bf28}+0.93\%$
test_values_stack_nested	71.8530μs	27.5477μs	36.3007 KOps/s	35.1668 KOps/s	$\color{#35bf28}+3.22\%$
test_values_stack_nested_leaf	50.7220μs	24.0530μs	41.5749 KOps/s	39.9040 KOps/s	$\color{#35bf28}+4.19\%$
test_values_stack_nested_locked	57.0920μs	29.1826μs	34.2670 KOps/s	33.0163 KOps/s	$\color{#35bf28}+3.79\%$
test_membership	1.5906μs	0.4692μs	2.1314 MOps/s	2.1169 MOps/s	$\color{#35bf28}+0.69\%$
test_membership_nested	22.2200μs	1.7975μs	556.3246 KOps/s	549.8856 KOps/s	$\color{#35bf28}+1.17\%$
test_membership_nested_leaf	17.2507μs	1.7193μs	581.6464 KOps/s	575.0417 KOps/s	$\color{#35bf28}+1.15\%$
test_membership_stacked_nested	23.4510μs	1.7840μs	560.5477 KOps/s	568.0304 KOps/s	$\color{#d91a1a}-1.32\%$
test_membership_stacked_nested_leaf	23.0010μs	1.7669μs	565.9526 KOps/s	566.3434 KOps/s	$\color{#d91a1a}-0.07\%$
test_membership_nested_last	26.3810μs	2.6086μs	383.3490 KOps/s	388.2769 KOps/s	$\color{#d91a1a}-1.27\%$
test_membership_nested_leaf_last	32.2910μs	2.5821μs	387.2860 KOps/s	388.4820 KOps/s	$\color{#d91a1a}-0.31\%$
test_membership_stacked_nested_last	31.7020μs	2.5680μs	389.4145 KOps/s	339.7404 KOps/s	$\textbf{\color{#35bf28}+14.62\%}$
test_membership_stacked_nested_leaf_last	23.3510μs	2.5577μs	390.9821 KOps/s	341.6913 KOps/s	$\textbf{\color{#35bf28}+14.43\%}$
test_nested_getleaf	32.9710μs	6.0859μs	164.3140 KOps/s	165.7879 KOps/s	$\color{#d91a1a}-0.89\%$
test_nested_get	34.5420μs	5.7387μs	174.2544 KOps/s	174.7792 KOps/s	$\color{#d91a1a}-0.30\%$
test_stacked_getleaf	46.6520μs	6.0361μs	165.6705 KOps/s	166.9420 KOps/s	$\color{#d91a1a}-0.76\%$
test_stacked_get	25.4110μs	5.5822μs	179.1422 KOps/s	179.0888 KOps/s	$\color{#35bf28}+0.03\%$
test_nested_getitemleaf	35.4810μs	6.0786μs	164.5113 KOps/s	162.5466 KOps/s	$\color{#35bf28}+1.21\%$
test_nested_getitem	46.0820μs	5.7323μs	174.4511 KOps/s	175.6317 KOps/s	$\color{#d91a1a}-0.67\%$
test_stacked_getitemleaf	40.0120μs	6.1366μs	162.9568 KOps/s	166.0539 KOps/s	$\color{#d91a1a}-1.87\%$
test_stacked_getitem	27.7310μs	5.6569μs	176.7741 KOps/s	175.6515 KOps/s	$\color{#35bf28}+0.64\%$
test_lock_nested	7.3591ms	0.4256ms	2.3495 KOps/s	2.3890 KOps/s	$\color{#d91a1a}-1.66\%$
test_lock_stack_nested	0.4644ms	0.3829ms	2.6115 KOps/s	2.6209 KOps/s	$\color{#d91a1a}-0.36\%$
test_unlock_nested	0.8017ms	0.3595ms	2.7820 KOps/s	2.8078 KOps/s	$\color{#d91a1a}-0.92\%$
test_unlock_stack_nested	0.3766ms	0.3242ms	3.0843 KOps/s	3.1114 KOps/s	$\color{#d91a1a}-0.87\%$
test_flatten_speed	0.3237ms	77.9898μs	12.8222 KOps/s	12.8129 KOps/s	$\color{#35bf28}+0.07\%$
test_unflatten_speed	0.3315ms	0.2810ms	3.5585 KOps/s	3.6318 KOps/s	$\color{#d91a1a}-2.02\%$
test_common_ops	1.4783ms	1.2615ms	792.6998 Ops/s	797.1247 Ops/s	$\color{#d91a1a}-0.56\%$
test_creation	23.4510μs	1.4639μs	683.1200 KOps/s	678.5927 KOps/s	$\color{#35bf28}+0.67\%$
test_creation_empty	0.7839ms	13.8960μs	71.9630 KOps/s	60.5744 KOps/s	$\textbf{\color{#35bf28}+18.80\%}$
test_creation_nested_1	51.6820μs	15.5909μs	64.1400 KOps/s	55.1220 KOps/s	$\textbf{\color{#35bf28}+16.36\%}$
test_creation_nested_2	49.7020μs	18.1911μs	54.9720 KOps/s	47.7224 KOps/s	$\textbf{\color{#35bf28}+15.19\%}$
test_clone	66.3420μs	29.3154μs	34.1117 KOps/s	34.4717 KOps/s	$\color{#d91a1a}-1.04\%$
test_getitem[int]	1.1627ms	16.1256μs	62.0132 KOps/s	62.7840 KOps/s	$\color{#d91a1a}-1.23\%$
test_getitem[slice_int]	0.1203ms	28.6031μs	34.9612 KOps/s	35.9733 KOps/s	$\color{#d91a1a}-2.81\%$
test_getitem[range]	0.2154ms	0.1097ms	9.1166 KOps/s	8.8720 KOps/s	$\color{#35bf28}+2.76\%$
test_getitem[tuple]	0.1142ms	24.0058μs	41.6565 KOps/s	42.5481 KOps/s	$\color{#d91a1a}-2.10\%$
test_getitem[list]	0.1897ms	97.7115μs	10.2342 KOps/s	9.9691 KOps/s	$\color{#35bf28}+2.66\%$
test_setitem_dim[int]	72.5930μs	49.2761μs	20.2938 KOps/s	19.1948 KOps/s	$\textbf{\color{#35bf28}+5.73\%}$
test_setitem_dim[slice_int]	0.1009ms	72.7973μs	13.7368 KOps/s	13.2020 KOps/s	$\color{#35bf28}+4.05\%$
test_setitem_dim[range]	0.1819ms	0.1332ms	7.5093 KOps/s	7.2110 KOps/s	$\color{#35bf28}+4.14\%$
test_setitem_dim[tuple]	90.2940μs	65.9705μs	15.1583 KOps/s	14.4167 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_setitem	80.0140μs	40.1170μs	24.9271 KOps/s	23.7324 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_set	86.0840μs	39.2657μs	25.4675 KOps/s	24.2232 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_set_shared	0.3588ms	50.0950μs	19.9621 KOps/s	19.6496 KOps/s	$\color{#35bf28}+1.59\%$
test_update	82.6430μs	47.5096μs	21.0484 KOps/s	20.0350 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_update_nested	0.1124ms	54.5197μs	18.3420 KOps/s	17.4607 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_update__nested	92.3850μs	59.8915μs	16.6969 KOps/s	16.6846 KOps/s	$\color{#35bf28}+0.07\%$
test_set_nested	0.4727ms	42.5167μs	23.5202 KOps/s	22.7589 KOps/s	$\color{#35bf28}+3.35\%$
test_set_nested_new	87.3940μs	45.0539μs	22.1956 KOps/s	21.1811 KOps/s	$\color{#35bf28}+4.79\%$
test_select	93.6340μs	57.2916μs	17.4546 KOps/s	16.7251 KOps/s	$\color{#35bf28}+4.36\%$
test_select_nested	70.3830μs	41.4516μs	24.1245 KOps/s	23.7560 KOps/s	$\color{#35bf28}+1.55\%$
test_exclude_nested	90.6940μs	58.9790μs	16.9552 KOps/s	16.9637 KOps/s	$\color{#d91a1a}-0.05\%$
test_empty[True]	0.3157ms	0.2408ms	4.1533 KOps/s	4.1685 KOps/s	$\color{#d91a1a}-0.36\%$
test_empty[False]	3.1792μs	0.7535μs	1.3272 MOps/s	1.3575 MOps/s	$\color{#d91a1a}-2.23\%$
test_to	59.6620μs	25.2687μs	39.5747 KOps/s	38.8833 KOps/s	$\color{#35bf28}+1.78\%$
test_to_nonblocking	66.8320μs	24.1635μs	41.3847 KOps/s	40.9927 KOps/s	$\color{#35bf28}+0.96\%$
test_unbind_speed	0.3128ms	0.2790ms	3.5844 KOps/s	3.5949 KOps/s	$\color{#d91a1a}-0.29\%$
test_unbind_speed_stack0	0.3240ms	0.2782ms	3.5939 KOps/s	3.6279 KOps/s	$\color{#d91a1a}-0.94\%$
test_unbind_speed_stack1	92.9038ms	0.7083ms	1.4119 KOps/s	1.4028 KOps/s	$\color{#35bf28}+0.65\%$
test_split	93.8652ms	2.1938ms	455.8246 Ops/s	456.2332 Ops/s	$\color{#d91a1a}-0.09\%$
test_chunk	94.6946ms	2.2054ms	453.4385 Ops/s	455.4933 Ops/s	$\color{#d91a1a}-0.45\%$
test_creation[device0]	0.4310ms	0.1252ms	7.9877 KOps/s	7.8930 KOps/s	$\color{#35bf28}+1.20\%$
test_creation_from_tensor	0.3803ms	0.1290ms	7.7501 KOps/s	7.6920 KOps/s	$\color{#35bf28}+0.75\%$
test_add_one[memmap_tensor0]	0.1405ms	9.2347μs	108.2878 KOps/s	111.0567 KOps/s	$\color{#d91a1a}-2.49\%$
test_contiguous[memmap_tensor0]	29.6820μs	2.2006μs	454.4177 KOps/s	448.8761 KOps/s	$\color{#35bf28}+1.23\%$
test_stack[memmap_tensor0]	48.0720μs	6.9704μs	143.4647 KOps/s	142.7763 KOps/s	$\color{#35bf28}+0.48\%$
test_memmaptd_index	1.2627ms	0.4259ms	2.3478 KOps/s	2.3416 KOps/s	$\color{#35bf28}+0.27\%$
test_memmaptd_index_astensor	0.7384ms	0.4815ms	2.0770 KOps/s	2.0654 KOps/s	$\color{#35bf28}+0.56\%$
test_memmaptd_index_op	1.3985ms	1.0070ms	993.0408 Ops/s	952.0881 Ops/s	$\color{#35bf28}+4.30\%$
test_serialize_model	0.1303s	0.1291s	7.7484 Ops/s	7.7457 Ops/s	$\color{#35bf28}+0.04\%$
test_serialize_model_pickle	1.3516s	1.2134s	0.8241 Ops/s	0.8243 Ops/s	$\color{#d91a1a}-0.02\%$
test_serialize_weights	0.2255s	0.1426s	7.0109 Ops/s	7.0065 Ops/s	$\color{#35bf28}+0.06\%$
test_serialize_weights_returnearly	0.2108s	55.0934ms	18.1510 Ops/s	18.0029 Ops/s	$\color{#35bf28}+0.82\%$
test_serialize_weights_pickle	1.3756s	1.2177s	0.8213 Ops/s	0.8221 Ops/s	$\color{#d91a1a}-0.11\%$
test_reshape_pytree	97.5940μs	36.3002μs	27.5480 KOps/s	28.2496 KOps/s	$\color{#d91a1a}-2.48\%$
test_reshape_td	76.5530μs	42.2151μs	23.6882 KOps/s	24.1841 KOps/s	$\color{#d91a1a}-2.05\%$
test_view_pytree	61.3930μs	36.1587μs	27.6559 KOps/s	28.2490 KOps/s	$\color{#d91a1a}-2.10\%$
test_view_td	92.4440μs	46.3306μs	21.5840 KOps/s	21.2188 KOps/s	$\color{#35bf28}+1.72\%$
test_unbind_pytree	88.7840μs	35.2879μs	28.3383 KOps/s	28.6958 KOps/s	$\color{#d91a1a}-1.25\%$
test_unbind_td	0.4427ms	43.5026μs	22.9871 KOps/s	23.2745 KOps/s	$\color{#d91a1a}-1.23\%$
test_split_pytree	81.5130μs	46.8575μs	21.3413 KOps/s	21.5550 KOps/s	$\color{#d91a1a}-0.99\%$
test_split_td	94.7003ms	69.4287μs	14.4033 KOps/s	17.4991 KOps/s	$\textbf{\color{#d91a1a}-17.69\%}$
test_add_pytree	0.1070ms	63.5781μs	15.7287 KOps/s	16.0698 KOps/s	$\color{#d91a1a}-2.12\%$
test_add_td	0.1562ms	97.4840μs	10.2581 KOps/s	10.3653 KOps/s	$\color{#d91a1a}-1.03\%$
test_compile_add_one_nested[tensordict-compile]	0.4039ms	0.2060ms	4.8552 KOps/s	4.6986 KOps/s	$\color{#35bf28}+3.33\%$
test_compile_add_one_nested[tensordict-eager]	0.2548ms	0.1599ms	6.2536 KOps/s	6.2254 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_add_one_nested[pytree-compile]	0.2082ms	0.1452ms	6.8892 KOps/s	6.6176 KOps/s	$\color{#35bf28}+4.10\%$
test_compile_add_one_nested[pytree-eager]	0.2564ms	0.1883ms	5.3110 KOps/s	5.2061 KOps/s	$\color{#35bf28}+2.02\%$
test_compile_copy_nested[tensordict-compile]	64.4030μs	21.1321μs	47.3214 KOps/s	47.8639 KOps/s	$\color{#d91a1a}-1.13\%$
test_compile_copy_nested[tensordict-eager]	77.5730μs	44.3346μs	22.5558 KOps/s	22.6453 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_copy_nested[pytree-compile]	0.2311ms	64.3039μs	15.5512 KOps/s	15.9251 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_copy_nested[pytree-eager]	89.1340μs	49.7379μs	20.1054 KOps/s	20.5104 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_add_one_flat[tensordict-compile]	0.4426ms	0.3160ms	3.1649 KOps/s	3.0978 KOps/s	$\color{#35bf28}+2.17\%$
test_compile_add_one_flat[tensordict-eager]	0.2555ms	0.2093ms	4.7786 KOps/s	4.7540 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_add_one_flat[tensorclass-compile]	0.2201ms	0.1287ms	7.7727 KOps/s	7.6639 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_add_one_flat[tensorclass-eager]	0.1346ms	60.5607μs	16.5124 KOps/s	16.2531 KOps/s	$\color{#35bf28}+1.60\%$
test_compile_add_one_flat[pytree-compile]	0.3663ms	0.3163ms	3.1613 KOps/s	3.1152 KOps/s	$\color{#35bf28}+1.48\%$
test_compile_add_one_flat[pytree-eager]	0.7412ms	0.6448ms	1.5508 KOps/s	1.5437 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_add_self_flat[tensordict-eager]	0.2961ms	0.2484ms	4.0265 KOps/s	3.9333 KOps/s	$\color{#35bf28}+2.37\%$
test_compile_add_self_flat[tensordict-compile]	0.4027ms	0.3166ms	3.1589 KOps/s	3.1025 KOps/s	$\color{#35bf28}+1.82\%$
test_compile_add_self_flat[tensorclass-eager]	0.1630ms	71.4965μs	13.9867 KOps/s	14.1483 KOps/s	$\color{#d91a1a}-1.14\%$
test_compile_add_self_flat[tensorclass-compile]	0.1829ms	0.1364ms	7.3336 KOps/s	7.6909 KOps/s	$\color{#d91a1a}-4.65\%$
test_compile_add_self_flat[pytree-eager]	0.8125ms	0.5485ms	1.8232 KOps/s	1.8116 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_add_self_flat[pytree-compile]	0.3751ms	0.3183ms	3.1413 KOps/s	3.1120 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_copy_flat[tensordict-compile]	88.3030μs	17.9100μs	55.8347 KOps/s	55.2167 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_copy_flat[tensordict-eager]	64.3330μs	26.9208μs	37.1460 KOps/s	36.2550 KOps/s	$\color{#35bf28}+2.46\%$
test_compile_copy_flat[pytree-compile]	0.1086ms	67.8375μs	14.7411 KOps/s	14.6658 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_copy_flat[pytree-eager]	82.9130μs	50.9090μs	19.6429 KOps/s	19.5172 KOps/s	$\color{#35bf28}+0.64\%$
test_compile_assign_and_add[tensordict-compile]	2.3430ms	0.8127ms	1.2304 KOps/s	1.1236 KOps/s	$\textbf{\color{#35bf28}+9.51\%}$
test_compile_assign_and_add[tensordict-eager]	3.3262ms	3.1979ms	312.7006 Ops/s	312.9067 Ops/s	$\color{#d91a1a}-0.07\%$
test_compile_assign_and_add[pytree-compile]	2.2757ms	0.7977ms	1.2535 KOps/s	1.1557 KOps/s	$\textbf{\color{#35bf28}+8.46\%}$
test_compile_assign_and_add[pytree-eager]	3.3455ms	3.2812ms	304.7678 Ops/s	297.9161 Ops/s	$\color{#35bf28}+2.30\%$
test_compile_indexing[tensor-tensordict-compile]	0.1589ms	0.1100ms	9.0923 KOps/s	8.9168 KOps/s	$\color{#35bf28}+1.97\%$
test_compile_indexing[tensor-tensordict-eager]	0.1905ms	60.3379μs	16.5733 KOps/s	16.0342 KOps/s	$\color{#35bf28}+3.36\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1799ms	0.1033ms	9.6832 KOps/s	9.5808 KOps/s	$\color{#35bf28}+1.07\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1783ms	44.5518μs	22.4458 KOps/s	22.4683 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_indexing[tensor-pytree-compile]	0.1925ms	0.1066ms	9.3791 KOps/s	9.2080 KOps/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[tensor-pytree-eager]	85.6040μs	44.3898μs	22.5277 KOps/s	21.6304 KOps/s	$\color{#35bf28}+4.15\%$
test_compile_indexing[slice-tensordict-compile]	0.1900ms	0.1396ms	7.1643 KOps/s	6.9628 KOps/s	$\color{#35bf28}+2.89\%$
test_compile_indexing[slice-tensordict-eager]	0.1583ms	25.7006μs	38.9096 KOps/s	38.9052 KOps/s	$\color{#35bf28}+0.01\%$
test_compile_indexing[slice-tensorclass-compile]	0.1735ms	0.1321ms	7.5717 KOps/s	7.5395 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_indexing[slice-tensorclass-eager]	64.5620μs	21.3205μs	46.9033 KOps/s	47.9385 KOps/s	$\color{#d91a1a}-2.16\%$
test_compile_indexing[slice-pytree-compile]	0.1856ms	0.1389ms	7.2006 KOps/s	7.3073 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_indexing[slice-pytree-eager]	59.7430μs	21.0349μs	47.5400 KOps/s	48.9586 KOps/s	$\color{#d91a1a}-2.90\%$
test_compile_indexing[int-tensordict-compile]	0.1856ms	0.1398ms	7.1516 KOps/s	7.0461 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[int-tensordict-eager]	0.4674ms	25.2879μs	39.5446 KOps/s	39.6652 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_indexing[int-tensorclass-compile]	0.1797ms	0.1335ms	7.4905 KOps/s	7.4839 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_indexing[int-tensorclass-eager]	0.1595ms	21.8489μs	45.7688 KOps/s	47.7649 KOps/s	$\color{#d91a1a}-4.18\%$
test_compile_indexing[int-pytree-compile]	0.1980ms	0.1333ms	7.5003 KOps/s	7.2277 KOps/s	$\color{#35bf28}+3.77\%$
test_compile_indexing[int-pytree-eager]	0.3377ms	21.3110μs	46.9241 KOps/s	36.6938 KOps/s	$\textbf{\color{#35bf28}+27.88\%}$
test_mod_add[eager]	75.9830μs	29.5353μs	33.8577 KOps/s	31.0207 KOps/s	$\textbf{\color{#35bf28}+9.15\%}$
test_mod_add[compile]	0.1163ms	72.1520μs	13.8596 KOps/s	14.2716 KOps/s	$\color{#d91a1a}-2.89\%$
test_mod_add[compile-overhead]	0.2610ms	0.1353ms	7.3936 KOps/s	7.0005 KOps/s	$\textbf{\color{#35bf28}+5.61\%}$
test_mod_wrap[eager]	0.3514ms	0.2413ms	4.1447 KOps/s	4.0186 KOps/s	$\color{#35bf28}+3.14\%$
test_mod_wrap[compile]	1.2211ms	0.3023ms	3.3083 KOps/s	3.4570 KOps/s	$\color{#d91a1a}-4.30\%$
test_mod_wrap[compile-overhead]	7.8455ms	4.1134ms	243.1061 Ops/s	255.8213 Ops/s	$\color{#d91a1a}-4.97\%$
test_mod_wrap_and_backward[eager]	1.5098ms	1.3690ms	730.4559 Ops/s	684.5274 Ops/s	$\textbf{\color{#35bf28}+6.71\%}$
test_mod_wrap_and_backward[compile]	2.7277ms	1.3166ms	759.5365 Ops/s	700.8757 Ops/s	$\textbf{\color{#35bf28}+8.37\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3024ms	0.8853ms	1.1295 KOps/s	1.0091 KOps/s	$\textbf{\color{#35bf28}+11.94\%}$
test_seq_add[eager]	0.1854ms	99.1858μs	10.0821 KOps/s	10.0729 KOps/s	$\color{#35bf28}+0.09\%$
test_seq_add[compile]	0.1474ms	80.4463μs	12.4307 KOps/s	12.5328 KOps/s	$\color{#d91a1a}-0.82\%$
test_seq_add[compile-overhead]	0.1629ms	0.1150ms	8.6992 KOps/s	8.7377 KOps/s	$\color{#d91a1a}-0.44\%$
test_seq_wrap[eager]	0.4331ms	0.3730ms	2.6808 KOps/s	2.6033 KOps/s	$\color{#35bf28}+2.98\%$
test_seq_wrap[compile]	0.3559ms	0.3022ms	3.3088 KOps/s	3.2722 KOps/s	$\color{#35bf28}+1.12\%$
test_seq_wrap[compile-overhead]	0.2639ms	0.2088ms	4.7883 KOps/s	4.7609 KOps/s	$\color{#35bf28}+0.58\%$
test_func_call_runtime[False-eager]	0.8278ms	0.7318ms	1.3664 KOps/s	1.3340 KOps/s	$\color{#35bf28}+2.43\%$
test_func_call_runtime[False-compile]	1.1575ms	0.7889ms	1.2675 KOps/s	1.2624 KOps/s	$\color{#35bf28}+0.40\%$
test_func_call_runtime[False-compile-overhead]	0.3871ms	0.3478ms	2.8750 KOps/s	2.8604 KOps/s	$\color{#35bf28}+0.51\%$
test_func_call_runtime[True-eager]	0.9481ms	0.8965ms	1.1154 KOps/s	1.0990 KOps/s	$\color{#35bf28}+1.50\%$
test_func_call_runtime[True-compile]	0.8907ms	0.8222ms	1.2163 KOps/s	1.2143 KOps/s	$\color{#35bf28}+0.16\%$
test_func_call_runtime[True-compile-overhead]	0.4381ms	0.3820ms	2.6176 KOps/s	2.6102 KOps/s	$\color{#35bf28}+0.28\%$
test_func_call_cm_runtime[False-eager]	0.8330ms	0.7216ms	1.3858 KOps/s	1.3437 KOps/s	$\color{#35bf28}+3.14\%$
test_func_call_cm_runtime[False-compile]	0.8275ms	0.7828ms	1.2774 KOps/s	1.2615 KOps/s	$\color{#35bf28}+1.26\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4067ms	0.3501ms	2.8567 KOps/s	2.8529 KOps/s	$\color{#35bf28}+0.13\%$
test_func_call_cm_runtime[True-eager]	1.0827ms	0.9876ms	1.0125 KOps/s	997.5445 Ops/s	$\color{#35bf28}+1.50\%$
test_func_call_cm_runtime[True-compile]	0.9032ms	0.8465ms	1.1814 KOps/s	1.1733 KOps/s	$\color{#35bf28}+0.69\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4668ms	0.4064ms	2.4605 KOps/s	2.4438 KOps/s	$\color{#35bf28}+0.68\%$
test_vmap_func_call_cm_runtime[eager]	2.6595ms	2.0825ms	480.1857 Ops/s	476.2045 Ops/s	$\color{#35bf28}+0.84\%$
test_vmap_func_call_cm_runtime[compile]	0.9562ms	0.8614ms	1.1609 KOps/s	1.1537 KOps/s	$\color{#35bf28}+0.63\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4677ms	0.4099ms	2.4398 KOps/s	2.4183 KOps/s	$\color{#35bf28}+0.89\%$
test_distributed	3.0670ms	0.2320ms	4.3097 KOps/s	8.8004 KOps/s	$\textbf{\color{#d91a1a}-51.03\%}$
test_tdmodule	98.3340μs	13.3407μs	74.9588 KOps/s	66.9329 KOps/s	$\textbf{\color{#35bf28}+11.99\%}$
test_tdmodule_dispatch	49.2820μs	26.9485μs	37.1078 KOps/s	32.7019 KOps/s	$\textbf{\color{#35bf28}+13.47\%}$
test_tdseq	21.3010μs	13.7890μs	72.5214 KOps/s	60.9089 KOps/s	$\textbf{\color{#35bf28}+19.07\%}$
test_tdseq_dispatch	49.9220μs	29.2884μs	34.1432 KOps/s	29.8503 KOps/s	$\textbf{\color{#35bf28}+14.38\%}$
test_instantiation_functorch	1.9363ms	1.8408ms	543.2423 Ops/s	533.7081 Ops/s	$\color{#35bf28}+1.79\%$
test_instantiation_td	1.7878ms	1.1900ms	840.3530 Ops/s	835.9706 Ops/s	$\color{#35bf28}+0.52\%$
test_exec_functorch	0.2534ms	0.2097ms	4.7676 KOps/s	4.7285 KOps/s	$\color{#35bf28}+0.83\%$
test_exec_functional_call	0.2503ms	0.2098ms	4.7662 KOps/s	4.7275 KOps/s	$\color{#35bf28}+0.82\%$
test_exec_td	0.2717ms	0.2130ms	4.6958 KOps/s	4.6576 KOps/s	$\color{#35bf28}+0.82\%$
test_exec_td_decorator	0.3406ms	0.2576ms	3.8826 KOps/s	3.8801 KOps/s	$\color{#35bf28}+0.06\%$
test_vmap_mlp_speed[True-True]	0.7894ms	0.6798ms	1.4710 KOps/s	1.4419 KOps/s	$\color{#35bf28}+2.02\%$
test_vmap_mlp_speed[True-False]	0.7879ms	0.6866ms	1.4564 KOps/s	1.4499 KOps/s	$\color{#35bf28}+0.45\%$
test_vmap_mlp_speed[False-True]	0.6615ms	0.5917ms	1.6901 KOps/s	1.7211 KOps/s	$\color{#d91a1a}-1.80\%$
test_vmap_mlp_speed[False-False]	0.6829ms	0.6127ms	1.6320 KOps/s	1.7216 KOps/s	$\textbf{\color{#d91a1a}-5.21\%}$
test_vmap_mlp_speed_decorator[True-True]	1.4363ms	0.7056ms	1.4173 KOps/s	1.4764 KOps/s	$\color{#d91a1a}-4.00\%$
test_vmap_mlp_speed_decorator[True-False]	0.8353ms	0.7080ms	1.4124 KOps/s	1.4725 KOps/s	$\color{#d91a1a}-4.08\%$
test_vmap_mlp_speed_decorator[False-True]	0.7641ms	0.6240ms	1.6025 KOps/s	1.6849 KOps/s	$\color{#d91a1a}-4.89\%$
test_vmap_mlp_speed_decorator[False-False]	0.7248ms	0.6229ms	1.6055 KOps/s	1.6890 KOps/s	$\color{#d91a1a}-4.94\%$
test_vmap_transformer_speed[True-True]	8.8306ms	8.3845ms	119.2674 Ops/s	118.7906 Ops/s	$\color{#35bf28}+0.40\%$
test_vmap_transformer_speed[True-False]	8.8243ms	8.4629ms	118.1622 Ops/s	119.2528 Ops/s	$\color{#d91a1a}-0.91\%$
test_vmap_transformer_speed[False-True]	8.5438ms	8.3070ms	120.3805 Ops/s	121.7488 Ops/s	$\color{#d91a1a}-1.12\%$
test_vmap_transformer_speed[False-False]	8.5733ms	8.1573ms	122.5896 Ops/s	121.9764 Ops/s	$\color{#35bf28}+0.50\%$
test_vmap_transformer_speed_decorator[True-True]	19.9654ms	19.4751ms	51.3477 Ops/s	51.1282 Ops/s	$\color{#35bf28}+0.43\%$
test_vmap_transformer_speed_decorator[True-False]	19.5393ms	19.4438ms	51.4304 Ops/s	51.0383 Ops/s	$\color{#35bf28}+0.77\%$
test_vmap_transformer_speed_decorator[False-True]	20.1904ms	19.3129ms	51.7787 Ops/s	51.4998 Ops/s	$\color{#35bf28}+0.54\%$
test_vmap_transformer_speed_decorator[False-False]	19.3924ms	19.2928ms	51.8329 Ops/s	51.0499 Ops/s	$\color{#35bf28}+1.53\%$
test_to_module_speed[True]	1.1949ms	0.9242ms	1.0821 KOps/s	1.0828 KOps/s	$\color{#d91a1a}-0.07\%$
test_to_module_speed[False]	1.3312ms	0.9181ms	1.0892 KOps/s	1.1050 KOps/s	$\color{#d91a1a}-1.44\%$
test_tc_init	71.0930μs	32.9217μs	30.3751 KOps/s	28.7439 KOps/s	$\textbf{\color{#35bf28}+5.67\%}$
test_tc_init_nested	0.1147ms	67.9026μs	14.7270 KOps/s	13.5831 KOps/s	$\textbf{\color{#35bf28}+8.42\%}$
test_tc_first_layer_tensor	5.4868μs	0.6885μs	1.4525 MOps/s	1.4709 MOps/s	$\color{#d91a1a}-1.26\%$
test_tc_first_layer_nontensor	48.2420μs	2.2615μs	442.1873 KOps/s	455.5218 KOps/s	$\color{#d91a1a}-2.93\%$
test_tc_second_layer_tensor	10.2230μs	1.3584μs	736.1811 KOps/s	727.2560 KOps/s	$\color{#35bf28}+1.23\%$
test_tc_second_layer_nontensor	39.8120μs	2.9626μs	337.5376 KOps/s	341.5610 KOps/s	$\color{#d91a1a}-1.18\%$
test_unbind	0.1873s	12.0304ms	83.1226 Ops/s	94.5385 Ops/s	$\textbf{\color{#d91a1a}-12.08\%}$
test_full_like	0.6652ms	0.5757ms	1.7371 KOps/s	1.7393 KOps/s	$\color{#d91a1a}-0.13\%$
test_zeros_like	0.2696ms	0.1978ms	5.0560 KOps/s	5.0527 KOps/s	$\color{#35bf28}+0.07\%$
test_ones_like	0.2953ms	0.1977ms	5.0588 KOps/s	5.0554 KOps/s	$\color{#35bf28}+0.07\%$
test_clone	0.4520ms	0.4150ms	2.4098 KOps/s	2.4140 KOps/s	$\color{#d91a1a}-0.17\%$
test_squeeze	42.3420μs	10.8171μs	92.4466 KOps/s	101.5576 KOps/s	$\textbf{\color{#d91a1a}-8.97\%}$
test_unsqueeze	0.2449ms	82.5366μs	12.1158 KOps/s	13.3411 KOps/s	$\textbf{\color{#d91a1a}-9.18\%}$
test_split	0.4304ms	0.1728ms	5.7856 KOps/s	6.3444 KOps/s	$\textbf{\color{#d91a1a}-8.81\%}$
test_permute	0.3004ms	0.2100ms	4.7616 KOps/s	5.6323 KOps/s	$\textbf{\color{#d91a1a}-15.46\%}$
test_stack	1.2631ms	0.8428ms	1.1865 KOps/s	1.1680 KOps/s	$\color{#35bf28}+1.58\%$
test_cat	1.2570ms	1.2312ms	812.1972 Ops/s	812.0139 Ops/s	$\color{#35bf28}+0.02\%$

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}11$. Worsened: $\large\color{#d91a1a}18$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	67.8170μs	21.0939μs	47.4071 KOps/s	50.1567 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_plain_set_stack_nested	49.1510μs	20.4680μs	48.8569 KOps/s	48.9927 KOps/s	$\color{#d91a1a}-0.28\%$
test_plain_set_nested_inplace	60.2320μs	22.5663μs	44.3138 KOps/s	46.0879 KOps/s	$\color{#d91a1a}-3.85\%$
test_plain_set_stack_nested_inplace	63.2480μs	22.0821μs	45.2856 KOps/s	45.3428 KOps/s	$\color{#d91a1a}-0.13\%$
test_items	28.1330μs	4.1247μs	242.4417 KOps/s	240.2206 KOps/s	$\color{#35bf28}+0.92\%$
test_items_nested	0.4681ms	0.3289ms	3.0403 KOps/s	3.0219 KOps/s	$\color{#35bf28}+0.61\%$
test_items_nested_locked	0.5310ms	0.3316ms	3.0159 KOps/s	3.0558 KOps/s	$\color{#d91a1a}-1.31\%$
test_items_nested_leaf	0.1485ms	86.5267μs	11.5571 KOps/s	11.9023 KOps/s	$\color{#d91a1a}-2.90\%$
test_items_stack_nested	0.5572ms	0.3329ms	3.0038 KOps/s	3.0162 KOps/s	$\color{#d91a1a}-0.41\%$
test_items_stack_nested_leaf	0.1709ms	86.3346μs	11.5828 KOps/s	12.3199 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_items_stack_nested_locked	0.5186ms	0.3333ms	3.0005 KOps/s	3.0267 KOps/s	$\color{#d91a1a}-0.86\%$
test_keys	30.3060μs	3.5278μs	283.4625 KOps/s	287.0964 KOps/s	$\color{#d91a1a}-1.27\%$
test_keys_nested	0.2150ms	0.1005ms	9.9505 KOps/s	10.5405 KOps/s	$\textbf{\color{#d91a1a}-5.60\%}$
test_keys_nested_locked	0.7768ms	0.1065ms	9.3910 KOps/s	9.9571 KOps/s	$\textbf{\color{#d91a1a}-5.69\%}$
test_keys_nested_leaf	0.1586ms	83.5223μs	11.9728 KOps/s	12.6721 KOps/s	$\textbf{\color{#d91a1a}-5.52\%}$
test_keys_stack_nested	0.1677ms	98.8172μs	10.1197 KOps/s	10.5267 KOps/s	$\color{#d91a1a}-3.87\%$
test_keys_stack_nested_leaf	0.1532ms	80.3297μs	12.4487 KOps/s	12.6869 KOps/s	$\color{#d91a1a}-1.88\%$
test_keys_stack_nested_locked	0.4355ms	0.1067ms	9.3681 KOps/s	10.0049 KOps/s	$\textbf{\color{#d91a1a}-6.36\%}$
test_values	5.7628μs	1.1209μs	892.1650 KOps/s	932.0481 KOps/s	$\color{#d91a1a}-4.28\%$
test_values_nested	0.1763ms	49.3216μs	20.2751 KOps/s	20.9006 KOps/s	$\color{#d91a1a}-2.99\%$
test_values_nested_locked	0.1241ms	47.7393μs	20.9471 KOps/s	20.4947 KOps/s	$\color{#35bf28}+2.21\%$
test_values_nested_leaf	86.8710μs	41.9689μs	23.8272 KOps/s	23.7303 KOps/s	$\color{#35bf28}+0.41\%$
test_values_stack_nested	0.1072ms	48.7645μs	20.5067 KOps/s	21.2127 KOps/s	$\color{#d91a1a}-3.33\%$
test_values_stack_nested_leaf	0.1016ms	42.8307μs	23.3477 KOps/s	24.5349 KOps/s	$\color{#d91a1a}-4.84\%$
test_values_stack_nested_locked	0.3074ms	48.1198μs	20.7815 KOps/s	20.0757 KOps/s	$\color{#35bf28}+3.52\%$
test_membership	9.3044μs	0.6888μs	1.4517 MOps/s	925.5687 KOps/s	$\textbf{\color{#35bf28}+56.85\%}$
test_membership_nested	38.5020μs	2.5620μs	390.3181 KOps/s	389.0961 KOps/s	$\color{#35bf28}+0.31\%$
test_membership_nested_leaf	21.9310μs	2.5840μs	387.0026 KOps/s	387.1552 KOps/s	$\color{#d91a1a}-0.04\%$
test_membership_stacked_nested	29.6250μs	2.6137μs	382.5972 KOps/s	386.6299 KOps/s	$\color{#d91a1a}-1.04\%$
test_membership_stacked_nested_leaf	49.8130μs	2.5816μs	387.3566 KOps/s	379.7010 KOps/s	$\color{#35bf28}+2.02\%$
test_membership_nested_last	29.0840μs	3.7339μs	267.8153 KOps/s	267.5493 KOps/s	$\color{#35bf28}+0.10\%$
test_membership_nested_leaf_last	41.7580μs	3.8042μs	262.8647 KOps/s	264.6689 KOps/s	$\color{#d91a1a}-0.68\%$
test_membership_stacked_nested_last	30.0960μs	3.8053μs	262.7919 KOps/s	78.4623 KOps/s	$\textbf{\color{#35bf28}+234.93\%}$
test_membership_stacked_nested_leaf_last	40.0350μs	3.7049μs	269.9140 KOps/s	78.9360 KOps/s	$\textbf{\color{#35bf28}+241.94\%}$
test_nested_getleaf	48.1200μs	10.7665μs	92.8810 KOps/s	93.9579 KOps/s	$\color{#d91a1a}-1.15\%$
test_nested_get	52.6280μs	10.0792μs	99.2140 KOps/s	99.1643 KOps/s	$\color{#35bf28}+0.05\%$
test_stacked_getleaf	82.1470μs	10.5670μs	94.6339 KOps/s	94.2496 KOps/s	$\color{#35bf28}+0.41\%$
test_stacked_get	29.4350μs	10.1192μs	98.8220 KOps/s	99.5663 KOps/s	$\color{#d91a1a}-0.75\%$
test_nested_getitemleaf	29.5450μs	11.0535μs	90.4693 KOps/s	92.6838 KOps/s	$\color{#d91a1a}-2.39\%$
test_nested_getitem	41.9280μs	10.2315μs	97.7371 KOps/s	94.7939 KOps/s	$\color{#35bf28}+3.10\%$
test_stacked_getitemleaf	43.6610μs	11.0699μs	90.3347 KOps/s	87.7695 KOps/s	$\color{#35bf28}+2.92\%$
test_stacked_getitem	44.9040μs	10.3451μs	96.6643 KOps/s	97.9537 KOps/s	$\color{#d91a1a}-1.32\%$
test_lock_nested	99.7250ms	0.5914ms	1.6908 KOps/s	2.0726 KOps/s	$\textbf{\color{#d91a1a}-18.42\%}$
test_lock_stack_nested	0.7023ms	0.4539ms	2.2030 KOps/s	2.3080 KOps/s	$\color{#d91a1a}-4.55\%$
test_unlock_nested	0.1022s	0.5150ms	1.9417 KOps/s	2.4194 KOps/s	$\textbf{\color{#d91a1a}-19.74\%}$
test_unlock_stack_nested	0.6547ms	0.3744ms	2.6713 KOps/s	2.8238 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_flatten_speed	0.2569ms	0.1071ms	9.3386 KOps/s	9.5526 KOps/s	$\color{#d91a1a}-2.24\%$
test_unflatten_speed	1.0892ms	0.4671ms	2.1409 KOps/s	2.1861 KOps/s	$\color{#d91a1a}-2.07\%$
test_common_ops	5.8084ms	1.1320ms	883.3895 Ops/s	890.8554 Ops/s	$\color{#d91a1a}-0.84\%$
test_creation	42.1190μs	2.0904μs	478.3716 KOps/s	495.3382 KOps/s	$\color{#d91a1a}-3.43\%$
test_creation_empty	42.6990μs	17.2402μs	58.0038 KOps/s	57.6296 KOps/s	$\color{#35bf28}+0.65\%$
test_creation_nested_1	58.2090μs	20.7517μs	48.1888 KOps/s	48.3304 KOps/s	$\color{#d91a1a}-0.29\%$
test_creation_nested_2	59.0900μs	24.7404μs	40.4197 KOps/s	40.1236 KOps/s	$\color{#35bf28}+0.74\%$
test_clone	0.3319ms	16.7448μs	59.7201 KOps/s	60.4797 KOps/s	$\color{#d91a1a}-1.26\%$
test_getitem[int]	1.2941ms	16.0994μs	62.1139 KOps/s	60.3589 KOps/s	$\color{#35bf28}+2.91\%$
test_getitem[slice_int]	0.1630ms	29.7881μs	33.5705 KOps/s	33.3872 KOps/s	$\color{#35bf28}+0.55\%$
test_getitem[range]	0.2601ms	59.2733μs	16.8710 KOps/s	17.7094 KOps/s	$\color{#d91a1a}-4.73\%$
test_getitem[tuple]	0.1287ms	24.5036μs	40.8103 KOps/s	40.2944 KOps/s	$\color{#35bf28}+1.28\%$
test_getitem[list]	0.1979ms	53.7483μs	18.6052 KOps/s	19.5272 KOps/s	$\color{#d91a1a}-4.72\%$
test_setitem_dim[int]	0.1282ms	39.3041μs	25.4427 KOps/s	25.5480 KOps/s	$\color{#d91a1a}-0.41\%$
test_setitem_dim[slice_int]	0.1442ms	68.1734μs	14.6685 KOps/s	14.8266 KOps/s	$\color{#d91a1a}-1.07\%$
test_setitem_dim[range]	0.2124ms	92.0132μs	10.8680 KOps/s	11.0574 KOps/s	$\color{#d91a1a}-1.71\%$
test_setitem_dim[tuple]	96.2900μs	55.4421μs	18.0368 KOps/s	18.2372 KOps/s	$\color{#d91a1a}-1.10\%$
test_setitem	79.0680μs	28.9603μs	34.5301 KOps/s	33.9586 KOps/s	$\color{#35bf28}+1.68\%$
test_set	0.2715ms	27.6200μs	36.2056 KOps/s	34.6510 KOps/s	$\color{#35bf28}+4.49\%$
test_set_shared	3.7871ms	0.2151ms	4.6490 KOps/s	4.7025 KOps/s	$\color{#d91a1a}-1.14\%$
test_update	0.2515ms	34.5088μs	28.9781 KOps/s	28.9171 KOps/s	$\color{#35bf28}+0.21\%$
test_update_nested	0.1097ms	45.6727μs	21.8949 KOps/s	22.1652 KOps/s	$\color{#d91a1a}-1.22\%$
test_update__nested	0.1605ms	33.6045μs	29.7579 KOps/s	29.6638 KOps/s	$\color{#35bf28}+0.32\%$
test_set_nested	0.1813ms	30.1101μs	33.2115 KOps/s	32.3980 KOps/s	$\color{#35bf28}+2.51\%$
test_set_nested_new	0.5272ms	36.5159μs	27.3853 KOps/s	27.6978 KOps/s	$\color{#d91a1a}-1.13\%$
test_select	0.1825ms	52.8500μs	18.9215 KOps/s	18.8487 KOps/s	$\color{#35bf28}+0.39\%$
test_select_nested	0.1171ms	59.1930μs	16.8939 KOps/s	16.9945 KOps/s	$\color{#d91a1a}-0.59\%$
test_exclude_nested	0.1544ms	76.2030μs	13.1228 KOps/s	13.5686 KOps/s	$\color{#d91a1a}-3.28\%$
test_empty[True]	1.0483ms	0.3183ms	3.1415 KOps/s	3.2707 KOps/s	$\color{#d91a1a}-3.95\%$
test_empty[False]	31.8770μs	1.2278μs	814.4901 KOps/s	834.4569 KOps/s	$\color{#d91a1a}-2.39\%$
test_unbind_speed	0.4543ms	0.2957ms	3.3813 KOps/s	3.4380 KOps/s	$\color{#d91a1a}-1.65\%$
test_unbind_speed_stack0	0.4617ms	0.2963ms	3.3752 KOps/s	3.5879 KOps/s	$\textbf{\color{#d91a1a}-5.93\%}$
test_unbind_speed_stack1	0.1015s	0.8073ms	1.2387 KOps/s	1.4008 KOps/s	$\textbf{\color{#d91a1a}-11.58\%}$
test_split	93.1424ms	2.1666ms	461.5437 Ops/s	456.1330 Ops/s	$\color{#35bf28}+1.19\%$
test_chunk	89.6827ms	2.1610ms	462.7454 Ops/s	458.9606 Ops/s	$\color{#35bf28}+0.82\%$
test_creation[device0]	0.2358ms	0.1163ms	8.5967 KOps/s	8.5154 KOps/s	$\color{#35bf28}+0.96\%$
test_creation_from_tensor	3.6653ms	0.1190ms	8.4062 KOps/s	8.5594 KOps/s	$\color{#d91a1a}-1.79\%$
test_add_one[memmap_tensor0]	0.3565ms	7.3716μs	135.6557 KOps/s	137.6515 KOps/s	$\color{#d91a1a}-1.45\%$
test_contiguous[memmap_tensor0]	36.6880μs	1.9416μs	515.0388 KOps/s	539.0390 KOps/s	$\color{#d91a1a}-4.45\%$
test_stack[memmap_tensor0]	29.7050μs	5.7170μs	174.9159 KOps/s	176.4493 KOps/s	$\color{#d91a1a}-0.87\%$
test_memmaptd_index	1.0114ms	0.3890ms	2.5707 KOps/s	2.5140 KOps/s	$\color{#35bf28}+2.26\%$
test_memmaptd_index_astensor	0.9627ms	0.4727ms	2.1157 KOps/s	2.1002 KOps/s	$\color{#35bf28}+0.74\%$
test_memmaptd_index_op	1.3927ms	1.0080ms	992.0717 Ops/s	987.9252 Ops/s	$\color{#35bf28}+0.42\%$
test_serialize_model	0.1287s	0.1201s	8.3260 Ops/s	8.2908 Ops/s	$\color{#35bf28}+0.43\%$
test_serialize_model_pickle	0.5070s	0.4056s	2.4653 Ops/s	2.5622 Ops/s	$\color{#d91a1a}-3.78\%$
test_serialize_weights	0.1234s	0.1176s	8.5039 Ops/s	7.2714 Ops/s	$\textbf{\color{#35bf28}+16.95\%}$
test_serialize_weights_returnearly	0.2520s	0.1708s	5.8557 Ops/s	6.2366 Ops/s	$\textbf{\color{#d91a1a}-6.11\%}$
test_serialize_weights_pickle	1.0928s	0.7353s	1.3600 Ops/s	2.2384 Ops/s	$\textbf{\color{#d91a1a}-39.24\%}$
test_serialize_weights_filesystem	0.1452s	0.1432s	6.9823 Ops/s	7.0211 Ops/s	$\color{#d91a1a}-0.55\%$
test_serialize_model_filesystem	0.1551s	0.1467s	6.8165 Ops/s	5.9382 Ops/s	$\textbf{\color{#35bf28}+14.79\%}$
test_reshape_pytree	88.8150μs	37.5281μs	26.6467 KOps/s	25.7770 KOps/s	$\color{#35bf28}+3.37\%$
test_reshape_td	0.1263ms	44.8469μs	22.2981 KOps/s	22.0758 KOps/s	$\color{#35bf28}+1.01\%$
test_view_pytree	76.4030μs	37.7088μs	26.5190 KOps/s	25.7789 KOps/s	$\color{#35bf28}+2.87\%$
test_view_td	0.1242ms	51.5625μs	19.3939 KOps/s	18.8881 KOps/s	$\color{#35bf28}+2.68\%$
test_unbind_pytree	79.9090μs	35.1589μs	28.4423 KOps/s	28.1036 KOps/s	$\color{#35bf28}+1.21\%$
test_unbind_td	0.3164ms	43.9798μs	22.7377 KOps/s	22.9088 KOps/s	$\color{#d91a1a}-0.75\%$
test_split_pytree	0.1153ms	37.3710μs	26.7587 KOps/s	26.4195 KOps/s	$\color{#35bf28}+1.28\%$
test_split_td	0.2138ms	56.2919μs	17.7645 KOps/s	17.9007 KOps/s	$\color{#d91a1a}-0.76\%$
test_add_pytree	99.3650μs	45.2046μs	22.1216 KOps/s	22.7092 KOps/s	$\color{#d91a1a}-2.59\%$
test_add_td	0.1615ms	81.1504μs	12.3228 KOps/s	12.8697 KOps/s	$\color{#d91a1a}-4.25\%$
test_compile_add_one_nested[tensordict-compile]	0.1307ms	55.8923μs	17.8916 KOps/s	18.1867 KOps/s	$\color{#d91a1a}-1.62\%$
test_compile_add_one_nested[tensordict-eager]	0.3693ms	0.1894ms	5.2798 KOps/s	5.3014 KOps/s	$\color{#d91a1a}-0.41\%$
test_compile_add_one_nested[pytree-compile]	0.1291ms	56.7108μs	17.6333 KOps/s	18.1626 KOps/s	$\color{#d91a1a}-2.91\%$
test_compile_add_one_nested[pytree-eager]	0.2333ms	0.1422ms	7.0330 KOps/s	7.0773 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_copy_nested[tensordict-compile]	60.5230μs	20.4349μs	48.9358 KOps/s	47.9827 KOps/s	$\color{#35bf28}+1.99\%$
test_compile_copy_nested[tensordict-eager]	0.2798ms	70.9383μs	14.0968 KOps/s	15.3345 KOps/s	$\textbf{\color{#d91a1a}-8.07\%}$
test_compile_copy_nested[pytree-compile]	0.3358ms	77.3896μs	12.9216 KOps/s	13.6554 KOps/s	$\textbf{\color{#d91a1a}-5.37\%}$
test_compile_copy_nested[pytree-eager]	0.1510ms	68.8577μs	14.5227 KOps/s	14.6695 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_add_one_flat[tensordict-compile]	0.3804ms	0.1737ms	5.7555 KOps/s	5.8897 KOps/s	$\color{#d91a1a}-2.28\%$
test_compile_add_one_flat[tensordict-eager]	0.6230ms	0.1922ms	5.2026 KOps/s	5.2922 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_add_one_flat[tensorclass-compile]	0.1121ms	46.0142μs	21.7324 KOps/s	21.6894 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_add_one_flat[tensorclass-eager]	0.5310ms	70.0620μs	14.2731 KOps/s	14.2390 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_add_one_flat[pytree-compile]	0.2821ms	0.1754ms	5.7006 KOps/s	5.8306 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_add_one_flat[pytree-eager]	0.5560ms	0.2943ms	3.3978 KOps/s	3.4150 KOps/s	$\color{#d91a1a}-0.50\%$
test_compile_add_self_flat[tensordict-eager]	0.3824ms	0.2028ms	4.9300 KOps/s	4.9261 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_add_self_flat[tensordict-compile]	1.1310ms	0.1771ms	5.6458 KOps/s	5.8557 KOps/s	$\color{#d91a1a}-3.58\%$
test_compile_add_self_flat[tensorclass-eager]	0.1264ms	62.0104μs	16.1263 KOps/s	15.9041 KOps/s	$\color{#35bf28}+1.40\%$
test_compile_add_self_flat[tensorclass-compile]	0.1196ms	47.3684μs	21.1111 KOps/s	20.6471 KOps/s	$\color{#35bf28}+2.25\%$
test_compile_add_self_flat[pytree-eager]	0.5110ms	0.2336ms	4.2801 KOps/s	4.2632 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_add_self_flat[pytree-compile]	0.2895ms	0.1756ms	5.6936 KOps/s	5.8107 KOps/s	$\color{#d91a1a}-2.02\%$
test_compile_copy_flat[tensordict-compile]	0.2291ms	0.1021ms	9.7988 KOps/s	9.8719 KOps/s	$\color{#d91a1a}-0.74\%$
test_compile_copy_flat[tensordict-eager]	0.1423ms	58.5957μs	17.0661 KOps/s	17.5573 KOps/s	$\color{#d91a1a}-2.80\%$
test_compile_copy_flat[pytree-compile]	0.1555ms	78.8317μs	12.6852 KOps/s	12.8090 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_copy_flat[pytree-eager]	0.1510ms	72.1034μs	13.8690 KOps/s	14.0940 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_assign_and_add[tensordict-compile]	0.2783ms	0.1962ms	5.0960 KOps/s	5.0911 KOps/s	$\color{#35bf28}+0.10\%$
test_compile_assign_and_add[tensordict-eager]	2.9304ms	1.6680ms	599.5137 Ops/s	617.7817 Ops/s	$\color{#d91a1a}-2.96\%$
test_compile_assign_and_add[pytree-compile]	0.3878ms	0.1943ms	5.1456 KOps/s	5.0619 KOps/s	$\color{#35bf28}+1.65\%$
test_compile_assign_and_add[pytree-eager]	1.1969ms	1.0954ms	912.8891 Ops/s	911.8807 Ops/s	$\color{#35bf28}+0.11\%$
test_compile_assign_and_add_stack[compile]	1.0715ms	0.4389ms	2.2783 KOps/s	2.4038 KOps/s	$\textbf{\color{#d91a1a}-5.22\%}$
test_compile_assign_and_add_stack[eager]	5.6182ms	3.7932ms	263.6312 Ops/s	265.5177 Ops/s	$\color{#d91a1a}-0.71\%$
test_compile_indexing[tensor-tensordict-compile]	81.0810μs	33.5364μs	29.8184 KOps/s	29.8547 KOps/s	$\color{#d91a1a}-0.12\%$
test_compile_indexing[tensor-tensordict-eager]	1.4268ms	47.1226μs	21.2212 KOps/s	21.7730 KOps/s	$\color{#d91a1a}-2.53\%$
test_compile_indexing[tensor-tensorclass-compile]	90.4180μs	29.4856μs	33.9148 KOps/s	34.5492 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1020ms	27.7626μs	36.0197 KOps/s	35.6145 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_indexing[tensor-pytree-compile]	0.1948ms	29.4661μs	33.9373 KOps/s	34.9497 KOps/s	$\color{#d91a1a}-2.90\%$
test_compile_indexing[tensor-pytree-eager]	95.0570μs	28.0164μs	35.6933 KOps/s	35.6725 KOps/s	$\color{#35bf28}+0.06\%$
test_compile_indexing[slice-tensordict-compile]	0.1532ms	72.4602μs	13.8007 KOps/s	13.8049 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_indexing[slice-tensordict-eager]	0.6305ms	27.0361μs	36.9876 KOps/s	37.0965 KOps/s	$\color{#d91a1a}-0.29\%$
test_compile_indexing[slice-tensorclass-compile]	0.2128ms	67.8134μs	14.7464 KOps/s	14.8966 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_indexing[slice-tensorclass-eager]	68.8780μs	22.4632μs	44.5172 KOps/s	43.4887 KOps/s	$\color{#35bf28}+2.37\%$
test_compile_indexing[slice-pytree-compile]	0.1673ms	67.4537μs	14.8250 KOps/s	14.8398 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_indexing[slice-pytree-eager]	58.8300μs	22.4294μs	44.5844 KOps/s	43.0931 KOps/s	$\color{#35bf28}+3.46\%$
test_compile_indexing[int-tensordict-compile]	0.1885ms	71.4932μs	13.9873 KOps/s	14.0678 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_indexing[int-tensordict-eager]	1.4181ms	26.7522μs	37.3801 KOps/s	37.0910 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_indexing[int-tensorclass-compile]	0.1316ms	67.0960μs	14.9040 KOps/s	14.8579 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_indexing[int-tensorclass-eager]	64.6200μs	22.5107μs	44.4234 KOps/s	43.5378 KOps/s	$\color{#35bf28}+2.03\%$
test_compile_indexing[int-pytree-compile]	0.1390ms	66.1219μs	15.1236 KOps/s	14.7016 KOps/s	$\color{#35bf28}+2.87\%$
test_compile_indexing[int-pytree-eager]	0.5375ms	22.5231μs	44.3988 KOps/s	43.5859 KOps/s	$\color{#35bf28}+1.87\%$
test_mod_add[eager]	75.3200μs	23.8509μs	41.9271 KOps/s	42.6317 KOps/s	$\color{#d91a1a}-1.65\%$
test_mod_add[compile]	81.8120μs	39.3813μs	25.3928 KOps/s	25.7963 KOps/s	$\color{#d91a1a}-1.56\%$
test_mod_add[compile-overhead]	90.2380μs	38.4935μs	25.9784 KOps/s	26.4322 KOps/s	$\color{#d91a1a}-1.72\%$
test_mod_wrap[eager]	0.3561ms	0.2091ms	4.7825 KOps/s	4.6977 KOps/s	$\color{#35bf28}+1.81\%$
test_mod_wrap[compile]	0.4683ms	0.2343ms	4.2673 KOps/s	4.2924 KOps/s	$\color{#d91a1a}-0.58\%$
test_mod_wrap[compile-overhead]	0.4539ms	0.2337ms	4.2782 KOps/s	4.3774 KOps/s	$\color{#d91a1a}-2.27\%$
test_mod_wrap_and_backward[eager]	22.4828ms	12.4902ms	80.0629 Ops/s	89.3947 Ops/s	$\textbf{\color{#d91a1a}-10.44\%}$
test_mod_wrap_and_backward[compile]	19.4181ms	11.8734ms	84.2220 Ops/s	89.8312 Ops/s	$\textbf{\color{#d91a1a}-6.24\%}$
test_mod_wrap_and_backward[compile-overhead]	14.2390ms	12.6604ms	78.9865 Ops/s	82.6933 Ops/s	$\color{#d91a1a}-4.48\%$
test_seq_add[eager]	0.1675ms	86.0374μs	11.6229 KOps/s	11.2970 KOps/s	$\color{#35bf28}+2.88\%$
test_seq_add[compile]	0.1539ms	62.8098μs	15.9211 KOps/s	15.5778 KOps/s	$\color{#35bf28}+2.20\%$
test_seq_add[compile-overhead]	0.1301ms	62.2824μs	16.0559 KOps/s	16.0196 KOps/s	$\color{#35bf28}+0.23\%$
test_seq_wrap[eager]	0.5195ms	0.3810ms	2.6247 KOps/s	2.5967 KOps/s	$\color{#35bf28}+1.08\%$
test_seq_wrap[compile]	0.4722ms	0.2663ms	3.7551 KOps/s	3.7248 KOps/s	$\color{#35bf28}+0.81\%$
test_seq_wrap[compile-overhead]	0.5215ms	0.2720ms	3.6762 KOps/s	3.7208 KOps/s	$\color{#d91a1a}-1.20\%$
test_func_call_runtime[False-eager]	0.9322ms	0.5428ms	1.8422 KOps/s	1.8794 KOps/s	$\color{#d91a1a}-1.98\%$
test_func_call_runtime[False-compile]	0.6769ms	0.4989ms	2.0046 KOps/s	2.0044 KOps/s	$+0.01\%$
test_func_call_runtime[False-compile-overhead]	0.6314ms	0.5025ms	1.9902 KOps/s	2.0087 KOps/s	$\color{#d91a1a}-0.92\%$
test_func_call_runtime[True-eager]	0.8694ms	0.7445ms	1.3432 KOps/s	1.3448 KOps/s	$\color{#d91a1a}-0.12\%$
test_func_call_runtime[True-compile]	0.6968ms	0.5141ms	1.9450 KOps/s	1.9677 KOps/s	$\color{#d91a1a}-1.15\%$
test_func_call_runtime[True-compile-overhead]	0.9278ms	0.5138ms	1.9462 KOps/s	1.9650 KOps/s	$\color{#d91a1a}-0.95\%$
test_func_call_cm_runtime[False-eager]	0.8860ms	0.5189ms	1.9272 KOps/s	1.9225 KOps/s	$\color{#35bf28}+0.24\%$
test_func_call_cm_runtime[False-compile]	0.8934ms	0.5024ms	1.9903 KOps/s	2.0065 KOps/s	$\color{#d91a1a}-0.81\%$
test_func_call_cm_runtime[False-compile-overhead]	1.0483ms	0.5058ms	1.9769 KOps/s	1.9640 KOps/s	$\color{#35bf28}+0.65\%$
test_func_call_cm_runtime[True-eager]	1.4853ms	0.8703ms	1.1490 KOps/s	1.1630 KOps/s	$\color{#d91a1a}-1.21\%$
test_func_call_cm_runtime[True-compile]	0.9023ms	0.7354ms	1.3597 KOps/s	1.3556 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0947ms	0.7410ms	1.3495 KOps/s	1.3603 KOps/s	$\color{#d91a1a}-0.80\%$
test_vmap_func_call_cm_runtime[eager]	2.6092ms	1.8886ms	529.4951 Ops/s	531.0629 Ops/s	$\color{#d91a1a}-0.30\%$
test_vmap_func_call_cm_runtime[compile]	3.0704ms	1.9364ms	516.4097 Ops/s	517.6453 Ops/s	$\color{#d91a1a}-0.24\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0028ms	1.9355ms	516.6672 Ops/s	519.7108 Ops/s	$\color{#d91a1a}-0.59\%$
test_distributed	0.4526ms	0.1254ms	7.9755 KOps/s	7.8049 KOps/s	$\color{#35bf28}+2.19\%$
test_tdmodule	88.1740μs	17.1242μs	58.3968 KOps/s	57.9145 KOps/s	$\color{#35bf28}+0.83\%$
test_tdmodule_dispatch	70.5220μs	34.6839μs	28.8318 KOps/s	26.9323 KOps/s	$\textbf{\color{#35bf28}+7.05\%}$
test_tdseq	38.3110μs	19.7748μs	50.5694 KOps/s	49.0335 KOps/s	$\color{#35bf28}+3.13\%$
test_tdseq_dispatch	69.0590μs	39.3184μs	25.4334 KOps/s	24.9294 KOps/s	$\color{#35bf28}+2.02\%$
test_instantiation_functorch	1.8570ms	1.5933ms	627.6354 Ops/s	638.7080 Ops/s	$\color{#d91a1a}-1.73\%$
test_instantiation_td	1.9730ms	1.1770ms	849.6269 Ops/s	854.8208 Ops/s	$\color{#d91a1a}-0.61\%$
test_exec_functorch	0.2762ms	0.1825ms	5.4791 KOps/s	5.3705 KOps/s	$\color{#35bf28}+2.02\%$
test_exec_functional_call	0.3468ms	0.1720ms	5.8123 KOps/s	5.5673 KOps/s	$\color{#35bf28}+4.40\%$
test_exec_td	0.2959ms	0.1657ms	6.0334 KOps/s	5.8745 KOps/s	$\color{#35bf28}+2.71\%$
test_exec_td_decorator	0.4539ms	0.2211ms	4.5222 KOps/s	4.5185 KOps/s	$\color{#35bf28}+0.08\%$
test_vmap_mlp_speed[True-True]	1.1805ms	0.6503ms	1.5378 KOps/s	1.5630 KOps/s	$\color{#d91a1a}-1.61\%$
test_vmap_mlp_speed[True-False]	1.5428ms	0.6622ms	1.5102 KOps/s	1.5733 KOps/s	$\color{#d91a1a}-4.01\%$
test_vmap_mlp_speed[False-True]	0.9178ms	0.5041ms	1.9836 KOps/s	2.0256 KOps/s	$\color{#d91a1a}-2.08\%$
test_vmap_mlp_speed[False-False]	0.8544ms	0.5070ms	1.9723 KOps/s	2.0128 KOps/s	$\color{#d91a1a}-2.01\%$
test_vmap_mlp_speed_decorator[True-True]	1.4553ms	0.6226ms	1.6061 KOps/s	1.6239 KOps/s	$\color{#d91a1a}-1.10\%$
test_vmap_mlp_speed_decorator[True-False]	1.6415ms	0.6274ms	1.5938 KOps/s	1.5684 KOps/s	$\color{#35bf28}+1.62\%$
test_vmap_mlp_speed_decorator[False-True]	0.9008ms	0.5117ms	1.9541 KOps/s	1.9498 KOps/s	$\color{#35bf28}+0.22\%$
test_vmap_mlp_speed_decorator[False-False]	0.7689ms	0.5131ms	1.9489 KOps/s	1.9611 KOps/s	$\color{#d91a1a}-0.62\%$
test_to_module_speed[True]	2.0700ms	1.2889ms	775.8329 Ops/s	781.5421 Ops/s	$\color{#d91a1a}-0.73\%$
test_to_module_speed[False]	1.7583ms	1.2490ms	800.6244 Ops/s	807.9357 Ops/s	$\color{#d91a1a}-0.90\%$
test_tc_init	94.3860μs	41.1408μs	24.3068 KOps/s	23.9411 KOps/s	$\color{#35bf28}+1.53\%$
test_tc_init_nested	0.1588ms	80.5400μs	12.4162 KOps/s	11.6734 KOps/s	$\textbf{\color{#35bf28}+6.36\%}$
test_tc_first_layer_tensor	19.2950μs	1.5337μs	652.0315 KOps/s	686.0180 KOps/s	$\color{#d91a1a}-4.95\%$
test_tc_first_layer_nontensor	30.8970μs	4.7884μs	208.8384 KOps/s	217.3065 KOps/s	$\color{#d91a1a}-3.90\%$
test_tc_second_layer_tensor	35.3760μs	2.8090μs	356.0041 KOps/s	362.3759 KOps/s	$\color{#d91a1a}-1.76\%$
test_tc_second_layer_nontensor	31.5990μs	6.0488μs	165.3223 KOps/s	170.8914 KOps/s	$\color{#d91a1a}-3.26\%$
test_unbind	0.5128s	13.2864ms	75.2651 Ops/s	74.1879 Ops/s	$\color{#35bf28}+1.45\%$
test_full_like	9.3643ms	8.3125ms	120.3000 Ops/s	117.3161 Ops/s	$\color{#35bf28}+2.54\%$
test_zeros_like	3.9617ms	3.3663ms	297.0636 Ops/s	289.6747 Ops/s	$\color{#35bf28}+2.55\%$
test_ones_like	4.1037ms	3.5695ms	280.1490 Ops/s	156.7263 Ops/s	$\textbf{\color{#35bf28}+78.75\%}$
test_clone	6.3342ms	5.8662ms	170.4668 Ops/s	116.4829 Ops/s	$\textbf{\color{#35bf28}+46.34\%}$
test_squeeze	74.7590μs	12.7344μs	78.5274 KOps/s	80.7664 KOps/s	$\color{#d91a1a}-2.77\%$
test_unsqueeze	0.1577ms	91.4478μs	10.9352 KOps/s	10.7267 KOps/s	$\color{#35bf28}+1.94\%$
test_split	0.5571ms	0.1901ms	5.2606 KOps/s	5.1792 KOps/s	$\color{#35bf28}+1.57\%$
test_permute	0.4037ms	0.2214ms	4.5163 KOps/s	4.3354 KOps/s	$\color{#35bf28}+4.17\%$
test_stack	28.1663ms	25.6260ms	39.0229 Ops/s	36.0667 Ops/s	$\textbf{\color{#35bf28}+8.20\%}$
test_cat	28.4527ms	25.3897ms	39.3860 Ops/s	36.4976 Ops/s	$\textbf{\color{#35bf28}+7.91\%}$