[BugFix] Fix _make_dtype_promotion backward compat

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}2$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	55.3540μs	17.7103μs	56.4644 KOps/s	60.0864 KOps/s	$\textbf{\color{#d91a1a}-6.03\%}$
test_plain_set_stack_nested	63.0680μs	17.7788μs	56.2466 KOps/s	60.0870 KOps/s	$\textbf{\color{#d91a1a}-6.39\%}$
test_plain_set_nested_inplace	45.7660μs	19.7439μs	50.6486 KOps/s	52.6535 KOps/s	$\color{#d91a1a}-3.81\%$
test_plain_set_stack_nested_inplace	67.1860μs	19.7532μs	50.6246 KOps/s	53.0655 KOps/s	$\color{#d91a1a}-4.60\%$
test_items	27.7420μs	2.6286μs	380.4258 KOps/s	362.4521 KOps/s	$\color{#35bf28}+4.96\%$
test_items_nested	0.4451ms	0.2649ms	3.7743 KOps/s	3.8171 KOps/s	$\color{#d91a1a}-1.12\%$
test_items_nested_locked	1.3731ms	0.2655ms	3.7661 KOps/s	3.7867 KOps/s	$\color{#d91a1a}-0.54\%$
test_items_nested_leaf	0.1553ms	76.4910μs	13.0734 KOps/s	12.8656 KOps/s	$\color{#35bf28}+1.62\%$
test_items_stack_nested	0.5304ms	0.2651ms	3.7721 KOps/s	3.7818 KOps/s	$\color{#d91a1a}-0.26\%$
test_items_stack_nested_leaf	0.1345ms	77.3703μs	12.9249 KOps/s	12.5115 KOps/s	$\color{#35bf28}+3.30\%$
test_items_stack_nested_locked	1.2965ms	0.2653ms	3.7688 KOps/s	3.7486 KOps/s	$\color{#35bf28}+0.54\%$
test_keys	19.8470μs	3.8461μs	260.0016 KOps/s	256.8036 KOps/s	$\color{#35bf28}+1.25\%$
test_keys_nested	0.2711ms	0.1400ms	7.1420 KOps/s	7.1726 KOps/s	$\color{#d91a1a}-0.43\%$
test_keys_nested_locked	0.6855ms	0.1452ms	6.8865 KOps/s	6.9369 KOps/s	$\color{#d91a1a}-0.73\%$
test_keys_nested_leaf	0.2021ms	0.1192ms	8.3891 KOps/s	8.5311 KOps/s	$\color{#d91a1a}-1.66\%$
test_keys_stack_nested	0.3509ms	0.1412ms	7.0839 KOps/s	7.2263 KOps/s	$\color{#d91a1a}-1.97\%$
test_keys_stack_nested_leaf	0.2171ms	0.1194ms	8.3767 KOps/s	8.5227 KOps/s	$\color{#d91a1a}-1.71\%$
test_keys_stack_nested_locked	0.2727ms	0.1450ms	6.8966 KOps/s	7.0494 KOps/s	$\color{#d91a1a}-2.17\%$
test_values	8.4940μs	1.1295μs	885.3185 KOps/s	867.1205 KOps/s	$\color{#35bf28}+2.10\%$
test_values_nested	0.2329ms	51.6144μs	19.3744 KOps/s	19.5584 KOps/s	$\color{#d91a1a}-0.94\%$
test_values_nested_locked	0.1043ms	51.1561μs	19.5480 KOps/s	19.7291 KOps/s	$\color{#d91a1a}-0.92\%$
test_values_nested_leaf	92.3430μs	46.1655μs	21.6612 KOps/s	21.8144 KOps/s	$\color{#d91a1a}-0.70\%$
test_values_stack_nested	0.1049ms	51.7077μs	19.3395 KOps/s	19.1167 KOps/s	$\color{#35bf28}+1.17\%$
test_values_stack_nested_leaf	95.0890μs	46.5551μs	21.4799 KOps/s	21.6953 KOps/s	$\color{#d91a1a}-0.99\%$
test_values_stack_nested_locked	99.3370μs	51.7264μs	19.3325 KOps/s	19.0811 KOps/s	$\color{#35bf28}+1.32\%$
test_membership	16.9720μs	1.3425μs	744.8538 KOps/s	749.1682 KOps/s	$\color{#d91a1a}-0.58\%$
test_membership_nested	39.7040μs	3.4151μs	292.8194 KOps/s	283.6397 KOps/s	$\color{#35bf28}+3.24\%$
test_membership_nested_leaf	26.3400μs	3.4368μs	290.9677 KOps/s	290.4522 KOps/s	$\color{#35bf28}+0.18\%$
test_membership_stacked_nested	40.3760μs	3.3864μs	295.2984 KOps/s	286.6216 KOps/s	$\color{#35bf28}+3.03\%$
test_membership_stacked_nested_leaf	23.2240μs	3.4162μs	292.7258 KOps/s	296.4102 KOps/s	$\color{#d91a1a}-1.24\%$
test_membership_nested_last	39.3340μs	4.1707μs	239.7695 KOps/s	241.5917 KOps/s	$\color{#d91a1a}-0.75\%$
test_membership_nested_leaf_last	32.1900μs	4.2040μs	237.8680 KOps/s	238.4623 KOps/s	$\color{#d91a1a}-0.25\%$
test_membership_stacked_nested_last	22.5120μs	4.1620μs	240.2674 KOps/s	243.9938 KOps/s	$\color{#d91a1a}-1.53\%$
test_membership_stacked_nested_leaf_last	29.8160μs	4.0712μs	245.6257 KOps/s	241.9504 KOps/s	$\color{#35bf28}+1.52\%$
test_nested_getleaf	49.6740μs	10.6022μs	94.3200 KOps/s	96.6881 KOps/s	$\color{#d91a1a}-2.45\%$
test_nested_get	39.9950μs	10.1757μs	98.2731 KOps/s	101.4749 KOps/s	$\color{#d91a1a}-3.16\%$
test_stacked_getleaf	26.5000μs	10.5995μs	94.3442 KOps/s	97.2695 KOps/s	$\color{#d91a1a}-3.01\%$
test_stacked_get	44.4750μs	9.9757μs	100.2436 KOps/s	102.0948 KOps/s	$\color{#d91a1a}-1.81\%$
test_nested_getitemleaf	36.2080μs	11.2487μs	88.8993 KOps/s	91.2769 KOps/s	$\color{#d91a1a}-2.60\%$
test_nested_getitem	50.1640μs	10.4380μs	95.8034 KOps/s	99.1377 KOps/s	$\color{#d91a1a}-3.36\%$
test_stacked_getitemleaf	77.7660μs	11.1530μs	89.6622 KOps/s	91.2473 KOps/s	$\color{#d91a1a}-1.74\%$
test_stacked_getitem	50.9150μs	10.3734μs	96.4007 KOps/s	100.6281 KOps/s	$\color{#d91a1a}-4.20\%$
test_lock_nested	48.0267ms	0.3930ms	2.5448 KOps/s	2.9545 KOps/s	$\textbf{\color{#d91a1a}-13.87\%}$
test_lock_stack_nested	0.7173ms	0.3158ms	3.1663 KOps/s	3.2830 KOps/s	$\color{#d91a1a}-3.55\%$
test_unlock_nested	0.6665ms	0.3460ms	2.8903 KOps/s	2.9081 KOps/s	$\color{#d91a1a}-0.61\%$
test_unlock_stack_nested	0.6596ms	0.3244ms	3.0831 KOps/s	3.1829 KOps/s	$\color{#d91a1a}-3.14\%$
test_flatten_speed	0.1967ms	95.9391μs	10.4233 KOps/s	10.4457 KOps/s	$\color{#d91a1a}-0.21\%$
test_unflatten_speed	0.7220ms	0.4165ms	2.4008 KOps/s	2.4253 KOps/s	$\color{#d91a1a}-1.01\%$
test_common_ops	3.8861ms	0.7522ms	1.3295 KOps/s	1.3956 KOps/s	$\color{#d91a1a}-4.73\%$
test_creation	49.7930μs	1.9619μs	509.7128 KOps/s	532.4408 KOps/s	$\color{#d91a1a}-4.27\%$
test_creation_empty	31.8400μs	11.5150μs	86.8432 KOps/s	100.4176 KOps/s	$\textbf{\color{#d91a1a}-13.52\%}$
test_creation_nested_1	57.1270μs	14.3477μs	69.6974 KOps/s	78.3909 KOps/s	$\textbf{\color{#d91a1a}-11.09\%}$
test_creation_nested_2	43.6720μs	17.3746μs	57.5552 KOps/s	62.9438 KOps/s	$\textbf{\color{#d91a1a}-8.56\%}$
test_clone	77.1450μs	13.3070μs	75.1483 KOps/s	74.0075 KOps/s	$\color{#35bf28}+1.54\%$
test_getitem[int]	47.3190μs	11.5925μs	86.2627 KOps/s	88.3975 KOps/s	$\color{#d91a1a}-2.41\%$
test_getitem[slice_int]	80.8330μs	22.8693μs	43.7267 KOps/s	44.8287 KOps/s	$\color{#d91a1a}-2.46\%$
test_getitem[range]	79.2090μs	58.7404μs	17.0241 KOps/s	16.8546 KOps/s	$\color{#35bf28}+1.01\%$
test_getitem[tuple]	53.4000μs	18.9926μs	52.6521 KOps/s	53.2898 KOps/s	$\color{#d91a1a}-1.20\%$
test_getitem[list]	0.1069ms	40.7528μs	24.5382 KOps/s	24.2163 KOps/s	$\color{#35bf28}+1.33\%$
test_setitem_dim[int]	96.0200μs	37.1283μs	26.9336 KOps/s	29.2298 KOps/s	$\textbf{\color{#d91a1a}-7.86\%}$
test_setitem_dim[slice_int]	0.1017ms	64.8672μs	15.4161 KOps/s	16.5797 KOps/s	$\textbf{\color{#d91a1a}-7.02\%}$
test_setitem_dim[range]	0.1476ms	87.0964μs	11.4815 KOps/s	12.0045 KOps/s	$\color{#d91a1a}-4.36\%$
test_setitem_dim[tuple]	0.1009ms	53.1101μs	18.8288 KOps/s	20.3930 KOps/s	$\textbf{\color{#d91a1a}-7.67\%}$
test_setitem	80.4200μs	21.5403μs	46.4245 KOps/s	48.7903 KOps/s	$\color{#d91a1a}-4.85\%$
test_set	85.4700μs	20.7183μs	48.2666 KOps/s	50.1943 KOps/s	$\color{#d91a1a}-3.84\%$
test_set_shared	3.5246ms	0.1463ms	6.8363 KOps/s	6.9299 KOps/s	$\color{#d91a1a}-1.35\%$
test_update	81.3130μs	23.9184μs	41.8088 KOps/s	45.4550 KOps/s	$\textbf{\color{#d91a1a}-8.02\%}$
test_update_nested	78.4870μs	32.7385μs	30.5451 KOps/s	31.7734 KOps/s	$\color{#d91a1a}-3.87\%$
test_update__nested	79.9500μs	25.7129μs	38.8911 KOps/s	39.2786 KOps/s	$\color{#d91a1a}-0.99\%$
test_set_nested	58.4000μs	22.3441μs	44.7544 KOps/s	46.3686 KOps/s	$\color{#d91a1a}-3.48\%$
test_set_nested_new	88.9260μs	26.5642μs	37.6447 KOps/s	38.8877 KOps/s	$\color{#d91a1a}-3.20\%$
test_select	0.1026ms	42.6779μs	23.4314 KOps/s	24.2199 KOps/s	$\color{#d91a1a}-3.26\%$
test_select_nested	0.1231ms	61.0495μs	16.3801 KOps/s	16.6230 KOps/s	$\color{#d91a1a}-1.46\%$
test_exclude_nested	0.2637ms	0.1225ms	8.1649 KOps/s	8.2924 KOps/s	$\color{#d91a1a}-1.54\%$
test_empty[True]	6.4191ms	0.4054ms	2.4665 KOps/s	2.5388 KOps/s	$\color{#d91a1a}-2.85\%$
test_empty[False]	8.5285μs	1.1689μs	855.5265 KOps/s	883.4319 KOps/s	$\color{#d91a1a}-3.16\%$
test_unbind_speed	0.3333ms	0.2609ms	3.8324 KOps/s	3.9025 KOps/s	$\color{#d91a1a}-1.80\%$
test_unbind_speed_stack0	0.4723ms	0.2588ms	3.8647 KOps/s	4.0350 KOps/s	$\color{#d91a1a}-4.22\%$
test_unbind_speed_stack1	65.4266ms	0.7319ms	1.3663 KOps/s	1.4080 KOps/s	$\color{#d91a1a}-2.96\%$
test_split	70.8134ms	1.5999ms	625.0545 Ops/s	625.5295 Ops/s	$\color{#d91a1a}-0.08\%$
test_chunk	66.5128ms	1.6001ms	624.9447 Ops/s	627.5064 Ops/s	$\color{#d91a1a}-0.41\%$
test_creation[device0]	0.1688ms	84.6147μs	11.8183 KOps/s	11.8245 KOps/s	$\color{#d91a1a}-0.05\%$
test_creation_from_tensor	3.4892ms	87.2343μs	11.4634 KOps/s	11.6895 KOps/s	$\color{#d91a1a}-1.93\%$
test_add_one[memmap_tensor0]	57.2470μs	5.3478μs	186.9912 KOps/s	179.6468 KOps/s	$\color{#35bf28}+4.09\%$
test_contiguous[memmap_tensor0]	19.6370μs	0.6765μs	1.4783 MOps/s	1.5835 MOps/s	$\textbf{\color{#d91a1a}-6.65\%}$
test_stack[memmap_tensor0]	27.0200μs	3.6185μs	276.3542 KOps/s	278.5017 KOps/s	$\color{#d91a1a}-0.77\%$
test_memmaptd_index	0.9465ms	0.2577ms	3.8804 KOps/s	3.8898 KOps/s	$\color{#d91a1a}-0.24\%$
test_memmaptd_index_astensor	1.0549ms	0.3348ms	2.9867 KOps/s	3.0124 KOps/s	$\color{#d91a1a}-0.86\%$
test_memmaptd_index_op	0.9225ms	0.6334ms	1.5787 KOps/s	1.6559 KOps/s	$\color{#d91a1a}-4.66\%$
test_serialize_model	0.1641s	0.1113s	8.9875 Ops/s	8.8126 Ops/s	$\color{#35bf28}+1.99\%$
test_serialize_model_pickle	0.4479s	0.3749s	2.6674 Ops/s	2.6364 Ops/s	$\color{#35bf28}+1.18\%$
test_serialize_weights	0.1674s	0.1130s	8.8481 Ops/s	9.2638 Ops/s	$\color{#d91a1a}-4.49\%$
test_serialize_weights_returnearly	0.1905s	0.1338s	7.4739 Ops/s	7.2129 Ops/s	$\color{#35bf28}+3.62\%$
test_serialize_weights_pickle	0.8452s	0.5165s	1.9362 Ops/s	2.2778 Ops/s	$\textbf{\color{#d91a1a}-15.00\%}$
test_serialize_weights_filesystem	0.1520s	97.6986ms	10.2356 Ops/s	10.4918 Ops/s	$\color{#d91a1a}-2.44\%$
test_serialize_model_filesystem	0.1003s	92.9669ms	10.7565 Ops/s	9.7724 Ops/s	$\textbf{\color{#35bf28}+10.07\%}$
test_reshape_pytree	91.3840μs	25.9002μs	38.6097 KOps/s	38.6569 KOps/s	$\color{#d91a1a}-0.12\%$
test_reshape_td	78.2370μs	34.7075μs	28.8122 KOps/s	29.2915 KOps/s	$\color{#d91a1a}-1.64\%$
test_view_pytree	57.9490μs	25.5521μs	39.1357 KOps/s	38.8632 KOps/s	$\color{#35bf28}+0.70\%$
test_view_td	83.5270μs	40.0234μs	24.9854 KOps/s	25.5857 KOps/s	$\color{#d91a1a}-2.35\%$
test_unbind_pytree	77.9660μs	29.6111μs	33.7711 KOps/s	33.4877 KOps/s	$\color{#35bf28}+0.85\%$
test_unbind_td	0.4280ms	38.1829μs	26.1898 KOps/s	26.5741 KOps/s	$\color{#d91a1a}-1.45\%$
test_split_pytree	69.7110μs	29.3253μs	34.1002 KOps/s	33.3340 KOps/s	$\color{#35bf28}+2.30\%$
test_split_td	0.5354ms	40.7229μs	24.5562 KOps/s	24.7232 KOps/s	$\color{#d91a1a}-0.68\%$
test_add_pytree	79.6890μs	35.3846μs	28.2609 KOps/s	27.9761 KOps/s	$\color{#35bf28}+1.02\%$
test_add_td	0.1777ms	59.6394μs	16.7674 KOps/s	18.4779 KOps/s	$\textbf{\color{#d91a1a}-9.26\%}$
test_distributed	0.2173ms	99.8316μs	10.0169 KOps/s	9.7284 KOps/s	$\color{#35bf28}+2.97\%$
test_tdmodule	41.7680μs	18.0518μs	55.3962 KOps/s	56.3438 KOps/s	$\color{#d91a1a}-1.68\%$
test_tdmodule_dispatch	69.4000μs	35.9701μs	27.8008 KOps/s	28.5292 KOps/s	$\color{#d91a1a}-2.55\%$
test_tdseq	40.7170μs	20.7750μs	48.1348 KOps/s	47.9493 KOps/s	$\color{#35bf28}+0.39\%$
test_tdseq_dispatch	75.5810μs	40.3784μs	24.7657 KOps/s	24.6810 KOps/s	$\color{#35bf28}+0.34\%$
test_instantiation_functorch	1.5059ms	1.3138ms	761.1327 Ops/s	762.1626 Ops/s	$\color{#d91a1a}-0.14\%$
test_instantiation_td	1.8900ms	1.0364ms	964.8747 Ops/s	977.2380 Ops/s	$\color{#d91a1a}-1.27\%$
test_exec_functorch	0.3597ms	0.1589ms	6.2950 KOps/s	6.1273 KOps/s	$\color{#35bf28}+2.74\%$
test_exec_functional_call	0.2970ms	0.1504ms	6.6489 KOps/s	6.6297 KOps/s	$\color{#35bf28}+0.29\%$
test_exec_td	0.2932ms	0.1466ms	6.8234 KOps/s	6.8598 KOps/s	$\color{#d91a1a}-0.53\%$
test_exec_td_decorator	0.9000ms	0.2237ms	4.4712 KOps/s	4.5075 KOps/s	$\color{#d91a1a}-0.80\%$
test_vmap_mlp_speed[True-True]	0.7853ms	0.4928ms	2.0293 KOps/s	2.0365 KOps/s	$\color{#d91a1a}-0.36\%$
test_vmap_mlp_speed[True-False]	0.7630ms	0.4914ms	2.0349 KOps/s	2.0655 KOps/s	$\color{#d91a1a}-1.48\%$
test_vmap_mlp_speed[False-True]	0.6016ms	0.3987ms	2.5081 KOps/s	2.5003 KOps/s	$\color{#35bf28}+0.31\%$
test_vmap_mlp_speed[False-False]	0.5918ms	0.3979ms	2.5130 KOps/s	2.5136 KOps/s	$\color{#d91a1a}-0.03\%$
test_vmap_mlp_speed_decorator[True-True]	1.0859ms	0.5628ms	1.7767 KOps/s	1.7977 KOps/s	$\color{#d91a1a}-1.17\%$
test_vmap_mlp_speed_decorator[True-False]	0.8932ms	0.5653ms	1.7688 KOps/s	1.7915 KOps/s	$\color{#d91a1a}-1.27\%$
test_vmap_mlp_speed_decorator[False-True]	0.6652ms	0.4601ms	2.1734 KOps/s	2.1808 KOps/s	$\color{#d91a1a}-0.34\%$
test_vmap_mlp_speed_decorator[False-False]	0.7507ms	0.4612ms	2.1683 KOps/s	2.1777 KOps/s	$\color{#d91a1a}-0.43\%$
test_to_module_speed[True]	73.6143ms	1.8164ms	550.5355 Ops/s	603.7795 Ops/s	$\textbf{\color{#d91a1a}-8.82\%}$
test_to_module_speed[False]	2.2824ms	1.6636ms	601.1061 Ops/s	617.5449 Ops/s	$\color{#d91a1a}-2.66\%$
test_tc_init	73.6880μs	31.0885μs	32.1662 KOps/s	35.3131 KOps/s	$\textbf{\color{#d91a1a}-8.91\%}$
test_tc_init_nested	0.1515ms	62.3082μs	16.0493 KOps/s	17.8798 KOps/s	$\textbf{\color{#d91a1a}-10.24\%}$
test_tc_first_layer_tensor	3.9646μs	0.6756μs	1.4802 MOps/s	1.4587 MOps/s	$\color{#35bf28}+1.48\%$
test_tc_first_layer_nontensor	2.1335μs	0.6663μs	1.5008 MOps/s	1.5138 MOps/s	$\color{#d91a1a}-0.86\%$
test_tc_second_layer_tensor	16.8010μs	1.8574μs	538.3749 KOps/s	552.1394 KOps/s	$\color{#d91a1a}-2.49\%$
test_tc_second_layer_nontensor	14.7980μs	1.6459μs	607.5569 KOps/s	671.6788 KOps/s	$\textbf{\color{#d91a1a}-9.55\%}$
test_unbind	81.6286ms	7.0817ms	141.2092 Ops/s	131.0674 Ops/s	$\textbf{\color{#35bf28}+7.74\%}$
test_full_like	19.4655ms	11.7688ms	84.9704 Ops/s	83.9510 Ops/s	$\color{#35bf28}+1.21\%$
test_zeros_like	14.4214ms	5.7658ms	173.4372 Ops/s	172.1134 Ops/s	$\color{#35bf28}+0.77\%$
test_ones_like	6.9768ms	6.1388ms	162.8991 Ops/s	157.7602 Ops/s	$\color{#35bf28}+3.26\%$
test_clone	8.2621ms	7.8583ms	127.2545 Ops/s	128.0410 Ops/s	$\color{#d91a1a}-0.61\%$
test_squeeze	59.9730μs	14.3360μs	69.7547 KOps/s	70.8139 KOps/s	$\color{#d91a1a}-1.50\%$
test_unsqueeze	0.1953ms	59.5149μs	16.8025 KOps/s	16.2912 KOps/s	$\color{#35bf28}+3.14\%$
test_split	0.1699ms	0.1124ms	8.8995 KOps/s	8.8785 KOps/s	$\color{#35bf28}+0.24\%$
test_permute	0.1969ms	0.1249ms	8.0053 KOps/s	7.8086 KOps/s	$\color{#35bf28}+2.52\%$
test_stack	28.3265ms	22.0195ms	45.4143 Ops/s	45.6400 Ops/s	$\color{#d91a1a}-0.49\%$
test_cat	26.7834ms	21.9120ms	45.6372 Ops/s	45.3475 Ops/s	$\color{#35bf28}+0.64\%$

[github-actions]

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

Total Benchmarks: 152. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}28$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	87.5220μs	12.8023μs	78.1109 KOps/s	79.5164 KOps/s	$\color{#d91a1a}-1.77\%$
test_plain_set_stack_nested	29.1800μs	12.8068μs	78.0835 KOps/s	80.5393 KOps/s	$\color{#d91a1a}-3.05\%$
test_plain_set_nested_inplace	38.2010μs	14.2822μs	70.0174 KOps/s	73.8896 KOps/s	$\textbf{\color{#d91a1a}-5.24\%}$
test_plain_set_stack_nested_inplace	36.5410μs	14.1789μs	70.5272 KOps/s	73.2504 KOps/s	$\color{#d91a1a}-3.72\%$
test_items	21.4010μs	4.6703μs	214.1182 KOps/s	211.2732 KOps/s	$\color{#35bf28}+1.35\%$
test_items_nested	0.3717ms	0.3368ms	2.9691 KOps/s	2.9730 KOps/s	$\color{#d91a1a}-0.13\%$
test_items_nested_locked	0.3725ms	0.3367ms	2.9700 KOps/s	2.9240 KOps/s	$\color{#35bf28}+1.57\%$
test_items_nested_leaf	0.1084ms	82.5074μs	12.1201 KOps/s	11.9790 KOps/s	$\color{#35bf28}+1.18\%$
test_items_stack_nested	0.4305ms	0.3379ms	2.9592 KOps/s	2.8994 KOps/s	$\color{#35bf28}+2.06\%$
test_items_stack_nested_leaf	0.1267ms	81.7209μs	12.2368 KOps/s	11.8661 KOps/s	$\color{#35bf28}+3.12\%$
test_items_stack_nested_locked	0.3665ms	0.3371ms	2.9666 KOps/s	2.9057 KOps/s	$\color{#35bf28}+2.10\%$
test_keys	16.8700μs	4.3639μs	229.1531 KOps/s	226.7030 KOps/s	$\color{#35bf28}+1.08\%$
test_keys_nested	96.9120μs	69.3988μs	14.4095 KOps/s	14.8087 KOps/s	$\color{#d91a1a}-2.70\%$
test_keys_nested_locked	2.0538ms	74.1114μs	13.4932 KOps/s	13.2865 KOps/s	$\color{#35bf28}+1.56\%$
test_keys_nested_leaf	0.1034ms	58.9823μs	16.9542 KOps/s	16.8471 KOps/s	$\color{#35bf28}+0.64\%$
test_keys_stack_nested	90.2820μs	66.2229μs	15.1005 KOps/s	14.7450 KOps/s	$\color{#35bf28}+2.41\%$
test_keys_stack_nested_leaf	82.9720μs	58.8196μs	17.0011 KOps/s	17.2909 KOps/s	$\color{#d91a1a}-1.68\%$
test_keys_stack_nested_locked	91.8220μs	72.2604μs	13.8388 KOps/s	13.5146 KOps/s	$\color{#35bf28}+2.40\%$
test_values	7.5537μs	1.8051μs	553.9879 KOps/s	548.5517 KOps/s	$\color{#35bf28}+0.99\%$
test_values_nested	56.8020μs	35.6511μs	28.0496 KOps/s	28.0581 KOps/s	$\color{#d91a1a}-0.03\%$
test_values_nested_locked	57.4810μs	37.4235μs	26.7212 KOps/s	26.3341 KOps/s	$\color{#35bf28}+1.47\%$
test_values_nested_leaf	45.3510μs	31.3722μs	31.8753 KOps/s	31.5837 KOps/s	$\color{#35bf28}+0.92\%$
test_values_stack_nested	52.9220μs	35.9871μs	27.7877 KOps/s	27.6820 KOps/s	$\color{#35bf28}+0.38\%$
test_values_stack_nested_leaf	50.7710μs	31.8197μs	31.4271 KOps/s	30.9699 KOps/s	$\color{#35bf28}+1.48\%$
test_values_stack_nested_locked	57.0810μs	38.0167μs	26.3042 KOps/s	25.9711 KOps/s	$\color{#35bf28}+1.28\%$
test_membership	13.9700μs	0.8400μs	1.1905 MOps/s	1.4410 MOps/s	$\textbf{\color{#d91a1a}-17.38\%}$
test_membership_nested	18.3600μs	2.5543μs	391.4910 KOps/s	390.9004 KOps/s	$\color{#35bf28}+0.15\%$
test_membership_nested_leaf	16.8900μs	2.5395μs	393.7802 KOps/s	387.9449 KOps/s	$\color{#35bf28}+1.50\%$
test_membership_stacked_nested	23.9800μs	2.5572μs	391.0500 KOps/s	394.5407 KOps/s	$\color{#d91a1a}-0.88\%$
test_membership_stacked_nested_leaf	16.4300μs	2.5985μs	384.8401 KOps/s	394.7629 KOps/s	$\color{#d91a1a}-2.51\%$
test_membership_nested_last	16.9310μs	3.1010μs	322.4784 KOps/s	324.2483 KOps/s	$\color{#d91a1a}-0.55\%$
test_membership_nested_leaf_last	25.4410μs	3.0604μs	326.7544 KOps/s	325.9315 KOps/s	$\color{#35bf28}+0.25\%$
test_membership_stacked_nested_last	34.2110μs	9.6962μs	103.1335 KOps/s	260.5245 KOps/s	$\textbf{\color{#d91a1a}-60.41\%}$
test_membership_stacked_nested_leaf_last	28.4210μs	9.6774μs	103.3339 KOps/s	259.0101 KOps/s	$\textbf{\color{#d91a1a}-60.10\%}$
test_nested_getleaf	31.0510μs	8.4048μs	118.9796 KOps/s	119.5559 KOps/s	$\color{#d91a1a}-0.48\%$
test_nested_get	26.7810μs	7.8611μs	127.2093 KOps/s	126.3257 KOps/s	$\color{#35bf28}+0.70\%$
test_stacked_getleaf	25.1500μs	8.3891μs	119.2027 KOps/s	119.6654 KOps/s	$\color{#d91a1a}-0.39\%$
test_stacked_get	24.4310μs	7.8258μs	127.7817 KOps/s	127.7921 KOps/s	$-0.01\%$
test_nested_getitemleaf	25.8800μs	8.5601μs	116.8217 KOps/s	116.8927 KOps/s	$\color{#d91a1a}-0.06\%$
test_nested_getitem	61.7310μs	8.0296μs	124.5399 KOps/s	124.2295 KOps/s	$\color{#35bf28}+0.25\%$
test_stacked_getitemleaf	31.8300μs	8.5362μs	117.1482 KOps/s	116.1361 KOps/s	$\color{#35bf28}+0.87\%$
test_stacked_getitem	20.5100μs	8.0694μs	123.9252 KOps/s	124.1048 KOps/s	$\color{#d91a1a}-0.14\%$
test_lock_nested	57.8097ms	0.4204ms	2.3789 KOps/s	2.4627 KOps/s	$\color{#d91a1a}-3.40\%$
test_lock_stack_nested	0.3427ms	0.3057ms	3.2717 KOps/s	3.2412 KOps/s	$\color{#35bf28}+0.94\%$
test_unlock_nested	60.0262ms	0.4232ms	2.3632 KOps/s	2.4357 KOps/s	$\color{#d91a1a}-2.98\%$
test_unlock_stack_nested	0.3517ms	0.3140ms	3.1850 KOps/s	3.1645 KOps/s	$\color{#35bf28}+0.65\%$
test_flatten_speed	0.3605ms	0.1019ms	9.8149 KOps/s	9.8066 KOps/s	$\color{#35bf28}+0.09\%$
test_unflatten_speed	0.3745ms	0.2937ms	3.4046 KOps/s	3.3957 KOps/s	$\color{#35bf28}+0.26\%$
test_common_ops	1.0675ms	0.6130ms	1.6313 KOps/s	1.7492 KOps/s	$\textbf{\color{#d91a1a}-6.74\%}$
test_creation	14.4500μs	1.6394μs	609.9814 KOps/s	620.1143 KOps/s	$\color{#d91a1a}-1.63\%$
test_creation_empty	22.8800μs	8.6274μs	115.9104 KOps/s	131.1975 KOps/s	$\textbf{\color{#d91a1a}-11.65\%}$
test_creation_nested_1	30.5600μs	10.5084μs	95.1623 KOps/s	104.8683 KOps/s	$\textbf{\color{#d91a1a}-9.26\%}$
test_creation_nested_2	26.7800μs	12.6177μs	79.2536 KOps/s	85.9652 KOps/s	$\textbf{\color{#d91a1a}-7.81\%}$
test_clone	66.8220μs	12.3254μs	81.1329 KOps/s	83.3710 KOps/s	$\color{#d91a1a}-2.68\%$
test_getitem[int]	30.8110μs	11.5169μs	86.8288 KOps/s	91.1464 KOps/s	$\color{#d91a1a}-4.74\%$
test_getitem[slice_int]	62.2420μs	22.1884μs	45.0685 KOps/s	47.3698 KOps/s	$\color{#d91a1a}-4.86\%$
test_getitem[range]	68.4010μs	49.1430μs	20.3488 KOps/s	19.8928 KOps/s	$\color{#35bf28}+2.29\%$
test_getitem[tuple]	43.7310μs	19.5926μs	51.0396 KOps/s	52.1331 KOps/s	$\color{#d91a1a}-2.10\%$
test_getitem[list]	0.1317ms	35.9698μs	27.8011 KOps/s	29.2378 KOps/s	$\color{#d91a1a}-4.91\%$
test_setitem_dim[int]	62.3710μs	31.0892μs	32.1655 KOps/s	33.8965 KOps/s	$\textbf{\color{#d91a1a}-5.11\%}$
test_setitem_dim[slice_int]	84.2620μs	52.2250μs	19.1479 KOps/s	19.8416 KOps/s	$\color{#d91a1a}-3.50\%$
test_setitem_dim[range]	0.1003ms	69.7116μs	14.3448 KOps/s	14.7635 KOps/s	$\color{#d91a1a}-2.84\%$
test_setitem_dim[tuple]	67.4510μs	45.4694μs	21.9928 KOps/s	22.7867 KOps/s	$\color{#d91a1a}-3.48\%$
test_setitem	38.1910μs	17.1573μs	58.2844 KOps/s	61.5869 KOps/s	$\textbf{\color{#d91a1a}-5.36\%}$
test_set	52.0620μs	16.7957μs	59.5390 KOps/s	62.3723 KOps/s	$\color{#d91a1a}-4.54\%$
test_set_shared	1.6987ms	0.1021ms	9.7912 KOps/s	10.0963 KOps/s	$\color{#d91a1a}-3.02\%$
test_update	86.4420μs	19.7633μs	50.5989 KOps/s	55.2623 KOps/s	$\textbf{\color{#d91a1a}-8.44\%}$
test_update_nested	73.3120μs	24.8417μs	40.2548 KOps/s	42.4132 KOps/s	$\textbf{\color{#d91a1a}-5.09\%}$
test_update__nested	50.9410μs	22.7385μs	43.9784 KOps/s	44.2592 KOps/s	$\color{#d91a1a}-0.63\%$
test_set_nested	74.0020μs	18.0084μs	55.5297 KOps/s	58.6926 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_set_nested_new	67.6210μs	20.9563μs	47.7184 KOps/s	50.0010 KOps/s	$\color{#d91a1a}-4.57\%$
test_select	66.9910μs	33.4100μs	29.9311 KOps/s	29.6588 KOps/s	$\color{#35bf28}+0.92\%$
test_select_nested	0.9297ms	55.1038μs	18.1476 KOps/s	17.9937 KOps/s	$\color{#35bf28}+0.85\%$
test_exclude_nested	0.1323ms	0.1104ms	9.0578 KOps/s	9.0208 KOps/s	$\color{#35bf28}+0.41\%$
test_empty[True]	0.3937ms	0.3441ms	2.9065 KOps/s	2.8700 KOps/s	$\color{#35bf28}+1.27\%$
test_empty[False]	3.0151μs	0.9358μs	1.0686 MOps/s	1.0340 MOps/s	$\color{#35bf28}+3.34\%$
test_to	0.1025ms	76.9930μs	12.9882 KOps/s	12.9204 KOps/s	$\color{#35bf28}+0.52\%$
test_to_nonblocking	89.5620μs	60.9912μs	16.3958 KOps/s	15.2256 KOps/s	$\textbf{\color{#35bf28}+7.69\%}$
test_unbind_speed	0.3069ms	0.2729ms	3.6646 KOps/s	3.7104 KOps/s	$\color{#d91a1a}-1.23\%$
test_unbind_speed_stack0	0.3040ms	0.2699ms	3.7049 KOps/s	3.7117 KOps/s	$\color{#d91a1a}-0.18\%$
test_unbind_speed_stack1	75.2053ms	0.8093ms	1.2357 KOps/s	1.2283 KOps/s	$\color{#35bf28}+0.60\%$
test_split	74.7313ms	1.8115ms	552.0395 Ops/s	585.3615 Ops/s	$\textbf{\color{#d91a1a}-5.69\%}$
test_chunk	1.7376ms	1.6812ms	594.7974 Ops/s	632.4595 Ops/s	$\textbf{\color{#d91a1a}-5.95\%}$
test_creation[device0]	0.1104ms	59.4827μs	16.8116 KOps/s	17.2986 KOps/s	$\color{#d91a1a}-2.82\%$
test_creation_from_tensor	0.1300ms	55.5165μs	18.0127 KOps/s	18.4992 KOps/s	$\color{#d91a1a}-2.63\%$
test_add_one[memmap_tensor0]	98.2820μs	7.3204μs	136.6039 KOps/s	140.8750 KOps/s	$\color{#d91a1a}-3.03\%$
test_contiguous[memmap_tensor0]	24.5810μs	0.6566μs	1.5230 MOps/s	1.4953 MOps/s	$\color{#35bf28}+1.85\%$
test_stack[memmap_tensor0]	46.6310μs	5.6625μs	176.5991 KOps/s	203.6556 KOps/s	$\textbf{\color{#d91a1a}-13.29\%}$
test_memmaptd_index	1.1673ms	0.3113ms	3.2121 KOps/s	3.4602 KOps/s	$\textbf{\color{#d91a1a}-7.17\%}$
test_memmaptd_index_astensor	0.6912ms	0.3839ms	2.6049 KOps/s	2.5530 KOps/s	$\color{#35bf28}+2.03\%$
test_memmaptd_index_op	0.9606ms	0.7017ms	1.4252 KOps/s	1.5305 KOps/s	$\textbf{\color{#d91a1a}-6.88\%}$
test_serialize_model	0.1061s	0.1023s	9.7716 Ops/s	8.6348 Ops/s	$\textbf{\color{#35bf28}+13.17\%}$
test_serialize_model_pickle	1.3546s	1.2358s	0.8092 Ops/s	0.8082 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_weights	0.1768s	0.1082s	9.2422 Ops/s	8.7898 Ops/s	$\textbf{\color{#35bf28}+5.15\%}$
test_serialize_weights_returnearly	0.3029s	0.1079s	9.2688 Ops/s	10.0837 Ops/s	$\textbf{\color{#d91a1a}-8.08\%}$
test_serialize_weights_pickle	1.3557s	1.2480s	0.8013 Ops/s	0.8010 Ops/s	$\color{#35bf28}+0.03\%$
test_reshape_pytree	49.2110μs	27.6701μs	36.1401 KOps/s	38.6931 KOps/s	$\textbf{\color{#d91a1a}-6.60\%}$
test_reshape_td	61.0210μs	33.3350μs	29.9985 KOps/s	31.7889 KOps/s	$\textbf{\color{#d91a1a}-5.63\%}$
test_view_pytree	44.0310μs	27.3235μs	36.5985 KOps/s	38.6034 KOps/s	$\textbf{\color{#d91a1a}-5.19\%}$
test_view_td	61.9310μs	38.3145μs	26.0998 KOps/s	27.3027 KOps/s	$\color{#d91a1a}-4.41\%$
test_unbind_pytree	49.9510μs	33.0302μs	30.2753 KOps/s	31.2149 KOps/s	$\color{#d91a1a}-3.01\%$
test_unbind_td	0.4433ms	42.1747μs	23.7109 KOps/s	22.9616 KOps/s	$\color{#35bf28}+3.26\%$
test_split_pytree	61.2320μs	36.2210μs	27.6083 KOps/s	29.3036 KOps/s	$\textbf{\color{#d91a1a}-5.79\%}$
test_split_td	0.1127ms	43.0764μs	23.2146 KOps/s	25.5578 KOps/s	$\textbf{\color{#d91a1a}-9.17\%}$
test_add_pytree	70.3820μs	39.5575μs	25.2797 KOps/s	26.1169 KOps/s	$\color{#d91a1a}-3.21\%$
test_add_td	78.8920μs	53.8155μs	18.5820 KOps/s	19.0353 KOps/s	$\color{#d91a1a}-2.38\%$
test_distributed	1.8195ms	85.9707μs	11.6319 KOps/s	13.6805 KOps/s	$\textbf{\color{#d91a1a}-14.97\%}$
test_tdmodule	44.0910μs	15.0152μs	66.5994 KOps/s	68.6932 KOps/s	$\color{#d91a1a}-3.05\%$
test_tdmodule_dispatch	49.4510μs	29.5622μs	33.8270 KOps/s	36.3974 KOps/s	$\textbf{\color{#d91a1a}-7.06\%}$
test_tdseq	32.3710μs	16.6628μs	60.0140 KOps/s	61.7432 KOps/s	$\color{#d91a1a}-2.80\%$
test_tdseq_dispatch	53.4910μs	32.1934μs	31.0623 KOps/s	32.1156 KOps/s	$\color{#d91a1a}-3.28\%$
test_instantiation_functorch	1.5034ms	1.4418ms	693.5560 Ops/s	712.8085 Ops/s	$\color{#d91a1a}-2.70\%$
test_instantiation_td	1.5004ms	1.0004ms	999.5900 Ops/s	1.0254 KOps/s	$\color{#d91a1a}-2.51\%$
test_exec_functorch	0.1753ms	0.1515ms	6.5988 KOps/s	6.8129 KOps/s	$\color{#d91a1a}-3.14\%$
test_exec_functional_call	0.1813ms	0.1446ms	6.9137 KOps/s	6.9902 KOps/s	$\color{#d91a1a}-1.09\%$
test_exec_td	0.1834ms	0.1436ms	6.9646 KOps/s	7.0066 KOps/s	$\color{#d91a1a}-0.60\%$
test_exec_td_decorator	0.5355ms	0.2140ms	4.6720 KOps/s	4.6785 KOps/s	$\color{#d91a1a}-0.14\%$
test_vmap_mlp_speed[True-True]	0.6374ms	0.5824ms	1.7170 KOps/s	1.6704 KOps/s	$\color{#35bf28}+2.79\%$
test_vmap_mlp_speed[True-False]	0.6613ms	0.5803ms	1.7232 KOps/s	1.6559 KOps/s	$\color{#35bf28}+4.07\%$
test_vmap_mlp_speed[False-True]	0.5693ms	0.5097ms	1.9619 KOps/s	1.8690 KOps/s	$\color{#35bf28}+4.97\%$
test_vmap_mlp_speed[False-False]	0.5569ms	0.5098ms	1.9614 KOps/s	1.8936 KOps/s	$\color{#35bf28}+3.58\%$
test_vmap_mlp_speed_decorator[True-True]	1.0885ms	0.6450ms	1.5503 KOps/s	1.4691 KOps/s	$\textbf{\color{#35bf28}+5.53\%}$
test_vmap_mlp_speed_decorator[True-False]	0.7662ms	0.6436ms	1.5538 KOps/s	1.5620 KOps/s	$\color{#d91a1a}-0.52\%$
test_vmap_mlp_speed_decorator[False-True]	0.7182ms	0.5695ms	1.7558 KOps/s	1.7588 KOps/s	$\color{#d91a1a}-0.17\%$
test_vmap_mlp_speed_decorator[False-False]	0.7267ms	0.5665ms	1.7652 KOps/s	1.7594 KOps/s	$\color{#35bf28}+0.33\%$
test_vmap_transformer_speed[True-True]	7.8220ms	7.6796ms	130.2149 Ops/s	130.4374 Ops/s	$\color{#d91a1a}-0.17\%$
test_vmap_transformer_speed[True-False]	8.1165ms	7.7405ms	129.1902 Ops/s	131.0419 Ops/s	$\color{#d91a1a}-1.41\%$
test_vmap_transformer_speed[False-True]	7.7088ms	7.6076ms	131.4467 Ops/s	126.2359 Ops/s	$\color{#35bf28}+4.13\%$
test_vmap_transformer_speed[False-False]	7.7216ms	7.5961ms	131.6459 Ops/s	127.6240 Ops/s	$\color{#35bf28}+3.15\%$
test_vmap_transformer_speed_decorator[True-True]	18.7468ms	18.6074ms	53.7421 Ops/s	52.3667 Ops/s	$\color{#35bf28}+2.63\%$
test_vmap_transformer_speed_decorator[True-False]	18.8321ms	18.6696ms	53.5630 Ops/s	52.5522 Ops/s	$\color{#35bf28}+1.92\%$
test_vmap_transformer_speed_decorator[False-True]	19.4536ms	18.5460ms	53.9198 Ops/s	52.4877 Ops/s	$\color{#35bf28}+2.73\%$
test_vmap_transformer_speed_decorator[False-False]	20.1042ms	18.7696ms	53.2776 Ops/s	53.0530 Ops/s	$\color{#35bf28}+0.42\%$
test_to_module_speed[True]	1.7542ms	1.4968ms	668.0759 Ops/s	654.8441 Ops/s	$\color{#35bf28}+2.02\%$
test_to_module_speed[False]	1.6729ms	1.4815ms	674.9688 Ops/s	660.7338 Ops/s	$\color{#35bf28}+2.15\%$
test_tc_init	48.4120μs	24.6867μs	40.5077 KOps/s	43.7161 KOps/s	$\textbf{\color{#d91a1a}-7.34\%}$
test_tc_init_nested	83.1820μs	45.8276μs	21.8209 KOps/s	21.0027 KOps/s	$\color{#35bf28}+3.90\%$
test_tc_first_layer_tensor	5.1586μs	0.3565μs	2.8053 MOps/s	2.7839 MOps/s	$\color{#35bf28}+0.77\%$
test_tc_first_layer_nontensor	15.3003μs	0.3836μs	2.6069 MOps/s	2.5991 MOps/s	$\color{#35bf28}+0.30\%$
test_tc_second_layer_tensor	22.3800μs	1.0637μs	940.1427 KOps/s	942.9432 KOps/s	$\color{#d91a1a}-0.30\%$
test_tc_second_layer_nontensor	34.0325μs	0.8144μs	1.2279 MOps/s	1.2014 MOps/s	$\color{#35bf28}+2.21\%$
test_unbind	0.1052s	7.9783ms	125.3393 Ops/s	129.8900 Ops/s	$\color{#d91a1a}-3.50\%$
test_full_like	11.2983ms	11.0747ms	90.2962 Ops/s	76.9203 Ops/s	$\textbf{\color{#35bf28}+17.39\%}$
test_zeros_like	8.4412ms	7.9443ms	125.8757 Ops/s	127.9243 Ops/s	$\color{#d91a1a}-1.60\%$
test_ones_like	8.2371ms	7.9255ms	126.1747 Ops/s	127.8955 Ops/s	$\color{#d91a1a}-1.35\%$
test_clone	9.4028ms	9.2478ms	108.1337 Ops/s	108.3867 Ops/s	$\color{#d91a1a}-0.23\%$
test_squeeze	60.5520μs	11.3446μs	88.1479 KOps/s	91.6767 KOps/s	$\color{#d91a1a}-3.85\%$
test_unsqueeze	97.2220μs	53.1403μs	18.8181 KOps/s	19.0047 KOps/s	$\color{#d91a1a}-0.98\%$
test_split	0.1590ms	0.1013ms	9.8670 KOps/s	10.1907 KOps/s	$\color{#d91a1a}-3.18\%$
test_permute	0.1604ms	0.1176ms	8.5000 KOps/s	9.0512 KOps/s	$\textbf{\color{#d91a1a}-6.09\%}$
test_stack	26.9449ms	26.7960ms	37.3190 Ops/s	37.5533 Ops/s	$\color{#d91a1a}-0.62\%$
test_cat	27.1108ms	26.7450ms	37.3902 Ops/s	37.6083 Ops/s	$\color{#d91a1a}-0.58\%$