[CI] Python 3.11 compatibility

[vmoens]

No description provided.

[github-actions]

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

Total Benchmarks: 109. Improved: $\large\color{#35bf28}31$. Worsened: $\large\color{#d91a1a}14$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.8846ms	21.4783μs	46.5586 KOps/s	38.6896 KOps/s	$\textbf{\color{#35bf28}+20.34\%}$
test_plain_set_stack_nested	2.3403ms	0.2294ms	4.3598 KOps/s	4.5391 KOps/s	$\color{#d91a1a}-3.95\%$
test_plain_set_nested_inplace	0.2980ms	29.0283μs	34.4491 KOps/s	35.3177 KOps/s	$\color{#d91a1a}-2.46\%$
test_plain_set_stack_nested_inplace	0.5703ms	0.2490ms	4.0164 KOps/s	3.8210 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_items	2.7741ms	3.7337μs	267.8337 KOps/s	272.4691 KOps/s	$\color{#d91a1a}-1.70\%$
test_items_nested	4.7924ms	0.4049ms	2.4698 KOps/s	2.4043 KOps/s	$\color{#35bf28}+2.73\%$
test_items_nested_locked	0.6744ms	0.3990ms	2.5061 KOps/s	2.4403 KOps/s	$\color{#35bf28}+2.69\%$
test_items_nested_leaf	4.4167ms	0.2433ms	4.1097 KOps/s	3.9207 KOps/s	$\color{#35bf28}+4.82\%$
test_items_stack_nested	10.8761ms	2.4782ms	403.5224 Ops/s	393.3131 Ops/s	$\color{#35bf28}+2.60\%$
test_items_stack_nested_leaf	4.7849ms	2.2558ms	443.3114 Ops/s	442.7517 Ops/s	$\color{#35bf28}+0.13\%$
test_items_stack_nested_locked	2.7617ms	1.2575ms	795.2314 Ops/s	771.5250 Ops/s	$\color{#35bf28}+3.07\%$
test_keys	0.1297ms	5.1747μs	193.2462 KOps/s	190.2907 KOps/s	$\color{#35bf28}+1.55\%$
test_keys_nested	0.8039ms	0.1936ms	5.1655 KOps/s	5.0997 KOps/s	$\color{#35bf28}+1.29\%$
test_keys_nested_locked	0.9437ms	0.1904ms	5.2509 KOps/s	5.1177 KOps/s	$\color{#35bf28}+2.60\%$
test_keys_nested_leaf	1.2439ms	0.1877ms	5.3263 KOps/s	4.9665 KOps/s	$\textbf{\color{#35bf28}+7.24\%}$
test_keys_stack_nested	3.0651ms	2.2936ms	435.9864 Ops/s	432.1480 Ops/s	$\color{#35bf28}+0.89\%$
test_keys_stack_nested_leaf	4.4641ms	2.3811ms	419.9751 Ops/s	426.5353 Ops/s	$\color{#d91a1a}-1.54\%$
test_keys_stack_nested_locked	4.3139ms	1.1399ms	877.2666 Ops/s	922.5712 Ops/s	$\color{#d91a1a}-4.91\%$
test_values	0.1234ms	1.4794μs	675.9412 KOps/s	627.9491 KOps/s	$\textbf{\color{#35bf28}+7.64\%}$
test_values_nested	1.2131ms	76.2382μs	13.1168 KOps/s	12.4812 KOps/s	$\textbf{\color{#35bf28}+5.09\%}$
test_values_nested_locked	3.8461ms	76.1642μs	13.1295 KOps/s	13.6872 KOps/s	$\color{#d91a1a}-4.07\%$
test_values_nested_leaf	6.2205ms	68.4839μs	14.6020 KOps/s	15.6169 KOps/s	$\textbf{\color{#d91a1a}-6.50\%}$
test_values_stack_nested	3.8008ms	2.1099ms	473.9609 Ops/s	521.5549 Ops/s	$\textbf{\color{#d91a1a}-9.13\%}$
test_values_stack_nested_leaf	3.2446ms	2.0573ms	486.0824 Ops/s	484.4490 Ops/s	$\color{#35bf28}+0.34\%$
test_values_stack_nested_locked	1.5086ms	0.8953ms	1.1169 KOps/s	1.1682 KOps/s	$\color{#d91a1a}-4.39\%$
test_membership	81.4000μs	1.8892μs	529.3174 KOps/s	521.6913 KOps/s	$\color{#35bf28}+1.46\%$
test_membership_nested	0.3226ms	4.0570μs	246.4870 KOps/s	222.6922 KOps/s	$\textbf{\color{#35bf28}+10.69\%}$
test_membership_nested_leaf	0.2218ms	4.0279μs	248.2654 KOps/s	224.6147 KOps/s	$\textbf{\color{#35bf28}+10.53\%}$
test_membership_stacked_nested	2.6680ms	15.7700μs	63.4116 KOps/s	63.7731 KOps/s	$\color{#d91a1a}-0.57\%$
test_membership_stacked_nested_leaf	3.3203ms	16.0301μs	62.3827 KOps/s	61.3044 KOps/s	$\color{#35bf28}+1.76\%$
test_membership_nested_last	0.2951ms	8.2176μs	121.6901 KOps/s	118.1246 KOps/s	$\color{#35bf28}+3.02\%$
test_membership_nested_leaf_last	1.7274ms	8.7813μs	113.8786 KOps/s	123.6777 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_membership_stacked_nested_last	2.7358ms	0.2756ms	3.6290 KOps/s	3.8480 KOps/s	$\textbf{\color{#d91a1a}-5.69\%}$
test_membership_stacked_nested_leaf_last	1.1349ms	19.1951μs	52.0967 KOps/s	52.1908 KOps/s	$\color{#d91a1a}-0.18\%$
test_nested_getleaf	2.5103ms	17.8649μs	55.9758 KOps/s	61.3694 KOps/s	$\textbf{\color{#d91a1a}-8.79\%}$
test_nested_get	1.7583ms	17.2238μs	58.0591 KOps/s	62.3976 KOps/s	$\textbf{\color{#d91a1a}-6.95\%}$
test_stacked_getleaf	2.0540ms	1.0814ms	924.6964 Ops/s	867.5855 Ops/s	$\textbf{\color{#35bf28}+6.58\%}$
test_stacked_get	2.8007ms	1.0188ms	981.5415 Ops/s	931.7031 Ops/s	$\textbf{\color{#35bf28}+5.35\%}$
test_nested_getitemleaf	0.7684ms	17.6398μs	56.6900 KOps/s	52.2436 KOps/s	$\textbf{\color{#35bf28}+8.51\%}$
test_nested_getitem	1.3642ms	16.9014μs	59.1667 KOps/s	55.7692 KOps/s	$\textbf{\color{#35bf28}+6.09\%}$
test_stacked_getitemleaf	2.2028ms	1.0452ms	956.7294 Ops/s	901.9215 Ops/s	$\textbf{\color{#35bf28}+6.08\%}$
test_stacked_getitem	1.9252ms	0.9755ms	1.0251 KOps/s	899.8385 Ops/s	$\textbf{\color{#35bf28}+13.92\%}$
test_lock_nested	78.4423ms	1.8856ms	530.3337 Ops/s	542.9332 Ops/s	$\color{#d91a1a}-2.32\%$
test_lock_stack_nested	0.1228s	25.8799ms	38.6401 Ops/s	42.6053 Ops/s	$\textbf{\color{#d91a1a}-9.31\%}$
test_unlock_nested	80.2985ms	2.0541ms	486.8271 Ops/s	502.3520 Ops/s	$\color{#d91a1a}-3.09\%$
test_unlock_stack_nested	0.1187s	25.9327ms	38.5614 Ops/s	43.7574 Ops/s	$\textbf{\color{#d91a1a}-11.87\%}$
test_flatten_speed	5.9870ms	1.1636ms	859.4149 Ops/s	797.6288 Ops/s	$\textbf{\color{#35bf28}+7.75\%}$
test_unflatten_speed	3.2641ms	2.0338ms	491.7014 Ops/s	465.5891 Ops/s	$\textbf{\color{#35bf28}+5.61\%}$
test_common_ops	7.8857ms	1.4680ms	681.1879 Ops/s	649.2992 Ops/s	$\color{#35bf28}+4.91\%$
test_creation	1.8671ms	6.6653μs	150.0311 KOps/s	144.4580 KOps/s	$\color{#35bf28}+3.86\%$
test_creation_empty	0.3568ms	16.0931μs	62.1385 KOps/s	60.2334 KOps/s	$\color{#35bf28}+3.16\%$
test_creation_nested_1	0.3369ms	27.4234μs	36.4652 KOps/s	32.6859 KOps/s	$\textbf{\color{#35bf28}+11.56\%}$
test_creation_nested_2	2.1529ms	32.8486μs	30.4427 KOps/s	27.6887 KOps/s	$\textbf{\color{#35bf28}+9.95\%}$
test_clone	0.2983ms	29.6372μs	33.7413 KOps/s	30.0570 KOps/s	$\textbf{\color{#35bf28}+12.26\%}$
test_getitem[int]	3.9727ms	34.9128μs	28.6428 KOps/s	29.7606 KOps/s	$\color{#d91a1a}-3.76\%$
test_getitem[slice_int]	3.3489ms	75.9637μs	13.1642 KOps/s	13.7258 KOps/s	$\color{#d91a1a}-4.09\%$
test_getitem[range]	0.5090ms	0.1220ms	8.1986 KOps/s	7.8846 KOps/s	$\color{#35bf28}+3.98\%$
test_getitem[tuple]	1.4767ms	56.9346μs	17.5640 KOps/s	17.4221 KOps/s	$\color{#35bf28}+0.81\%$
test_getitem[list]	0.4735ms	0.1152ms	8.6825 KOps/s	8.4491 KOps/s	$\color{#35bf28}+2.76\%$
test_setitem_dim[int]	0.2154ms	50.2567μs	19.8978 KOps/s	20.0130 KOps/s	$\color{#d91a1a}-0.58\%$
test_setitem_dim[slice_int]	0.4198ms	92.1358μs	10.8535 KOps/s	10.5869 KOps/s	$\color{#35bf28}+2.52\%$
test_setitem_dim[range]	0.4713ms	0.1249ms	8.0062 KOps/s	7.8568 KOps/s	$\color{#35bf28}+1.90\%$
test_setitem_dim[tuple]	0.4231ms	74.9439μs	13.3433 KOps/s	14.2850 KOps/s	$\textbf{\color{#d91a1a}-6.59\%}$
test_setitem	0.7106ms	43.9071μs	22.7754 KOps/s	20.1531 KOps/s	$\textbf{\color{#35bf28}+13.01\%}$
test_set	2.7090ms	42.3400μs	23.6183 KOps/s	22.0865 KOps/s	$\textbf{\color{#35bf28}+6.94\%}$
test_set_shared	3.6019ms	0.2690ms	3.7169 KOps/s	3.5954 KOps/s	$\color{#35bf28}+3.38\%$
test_update	1.1716ms	48.0041μs	20.8316 KOps/s	19.7153 KOps/s	$\textbf{\color{#35bf28}+5.66\%}$
test_update_nested	0.3740ms	67.1397μs	14.8943 KOps/s	13.5284 KOps/s	$\textbf{\color{#35bf28}+10.10\%}$
test_set_nested	0.8027ms	46.6996μs	21.4135 KOps/s	19.7963 KOps/s	$\textbf{\color{#35bf28}+8.17\%}$
test_set_nested_new	0.7058ms	65.1876μs	15.3403 KOps/s	14.1401 KOps/s	$\textbf{\color{#35bf28}+8.49\%}$
test_select	1.3156ms	0.1236ms	8.0928 KOps/s	7.6799 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_unbind_speed	2.2530ms	0.6997ms	1.4292 KOps/s	1.3637 KOps/s	$\color{#35bf28}+4.80\%$
test_unbind_speed_stack0	85.2422ms	9.1655ms	109.1046 Ops/s	99.9323 Ops/s	$\textbf{\color{#35bf28}+9.18\%}$
test_unbind_speed_stack1	0.6856ms	1.0018μs	998.1647 KOps/s	1.0163 MOps/s	$\color{#d91a1a}-1.79\%$
test_creation[device0]	0.9456ms	0.5788ms	1.7277 KOps/s	1.8322 KOps/s	$\textbf{\color{#d91a1a}-5.70\%}$
test_creation_from_tensor	6.8314ms	0.6346ms	1.5759 KOps/s	1.6760 KOps/s	$\textbf{\color{#d91a1a}-5.98\%}$
test_add_one[memmap_tensor0]	1.7691ms	59.8752μs	16.7014 KOps/s	16.3023 KOps/s	$\color{#35bf28}+2.45\%$
test_contiguous[memmap_tensor0]	0.9651ms	11.3919μs	87.7814 KOps/s	89.5827 KOps/s	$\color{#d91a1a}-2.01\%$
test_stack[memmap_tensor0]	0.9841ms	40.1424μs	24.9113 KOps/s	24.8393 KOps/s	$\color{#35bf28}+0.29\%$
test_memmaptd_index	2.0852ms	0.3676ms	2.7202 KOps/s	2.5889 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_memmaptd_index_astensor	6.3955ms	2.1332ms	468.7812 Ops/s	501.3311 Ops/s	$\textbf{\color{#d91a1a}-6.49\%}$
test_memmaptd_index_op	9.0700ms	4.9454ms	202.2087 Ops/s	195.3625 Ops/s	$\color{#35bf28}+3.50\%$
test_reshape_pytree	1.4627ms	42.9008μs	23.3096 KOps/s	22.2249 KOps/s	$\color{#35bf28}+4.88\%$
test_reshape_td	2.7361ms	57.4828μs	17.3965 KOps/s	17.4867 KOps/s	$\color{#d91a1a}-0.52\%$
test_view_pytree	1.4678ms	42.1685μs	23.7144 KOps/s	23.6975 KOps/s	$\color{#35bf28}+0.07\%$
test_view_td	0.5174ms	10.5635μs	94.6658 KOps/s	88.1957 KOps/s	$\textbf{\color{#35bf28}+7.34\%}$
test_unbind_pytree	0.8678ms	45.9192μs	21.7774 KOps/s	23.0349 KOps/s	$\textbf{\color{#d91a1a}-5.46\%}$
test_unbind_td	1.3290ms	0.1194ms	8.3763 KOps/s	8.6061 KOps/s	$\color{#d91a1a}-2.67\%$
test_split_pytree	4.1089ms	53.0611μs	18.8462 KOps/s	19.0902 KOps/s	$\color{#d91a1a}-1.28\%$
test_split_td	1.9321ms	0.1532ms	6.5279 KOps/s	6.3417 KOps/s	$\color{#35bf28}+2.93\%$
test_add_pytree	3.2336ms	76.5766μs	13.0588 KOps/s	13.7074 KOps/s	$\color{#d91a1a}-4.73\%$
test_add_td	1.0252ms	0.1336ms	7.4850 KOps/s	7.5200 KOps/s	$\color{#d91a1a}-0.47\%$
test_distributed	0.3835ms	11.1104μs	90.0057 KOps/s	109.9936 KOps/s	$\textbf{\color{#d91a1a}-18.17\%}$
test_tdmodule	0.2697ms	41.4176μs	24.1443 KOps/s	23.4918 KOps/s	$\color{#35bf28}+2.78\%$
test_tdmodule_dispatch	0.3653ms	78.1656μs	12.7934 KOps/s	12.8776 KOps/s	$\color{#d91a1a}-0.65\%$
test_tdseq	0.4503ms	45.0010μs	22.2217 KOps/s	19.6998 KOps/s	$\textbf{\color{#35bf28}+12.80\%}$
test_tdseq_dispatch	0.6127ms	87.9470μs	11.3705 KOps/s	9.8786 KOps/s	$\textbf{\color{#35bf28}+15.10\%}$
test_instantiation_functorch	3.9723ms	2.0992ms	476.3635 Ops/s	477.2631 Ops/s	$\color{#d91a1a}-0.19\%$
test_instantiation_td	6.2073ms	1.6745ms	597.1980 Ops/s	590.1757 Ops/s	$\color{#35bf28}+1.19\%$
test_exec_functorch	1.5894ms	0.2733ms	3.6589 KOps/s	3.6121 KOps/s	$\color{#35bf28}+1.30\%$
test_exec_td	0.7976ms	0.2743ms	3.6462 KOps/s	3.4418 KOps/s	$\textbf{\color{#35bf28}+5.94\%}$
test_vmap_mlp_speed[True-True]	9.2401ms	2.0979ms	476.6688 Ops/s	495.5707 Ops/s	$\color{#d91a1a}-3.81\%$
test_vmap_mlp_speed[True-False]	6.5677ms	1.0510ms	951.5003 Ops/s	961.3432 Ops/s	$\color{#d91a1a}-1.02\%$
test_vmap_mlp_speed[False-True]	8.5867ms	1.7569ms	569.1965 Ops/s	576.9194 Ops/s	$\color{#d91a1a}-1.34\%$
test_vmap_mlp_speed[False-False]	9.2925ms	0.7882ms	1.2688 KOps/s	1.2674 KOps/s	$\color{#35bf28}+0.11\%$
test_vmap_transformer_speed[True-True]	28.0791ms	20.5966ms	48.5516 Ops/s	48.4766 Ops/s	$\color{#35bf28}+0.15\%$
test_vmap_transformer_speed[True-False]	23.3612ms	13.4473ms	74.3645 Ops/s	71.8560 Ops/s	$\color{#35bf28}+3.49\%$
test_vmap_transformer_speed[False-True]	30.9802ms	20.9535ms	47.7247 Ops/s	48.5210 Ops/s	$\color{#d91a1a}-1.64\%$
test_vmap_transformer_speed[False-False]	22.7603ms	13.4419ms	74.3942 Ops/s	76.1577 Ops/s	$\color{#d91a1a}-2.32\%$