[BugFix] Fix pad_sequence for non tensors

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

Total Benchmarks: 127. Improved: $\large\color{#35bf28}18$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	41.4270μs	16.5839μs	60.2993 KOps/s	58.6601 KOps/s	$\color{#35bf28}+2.79\%$
test_plain_set_stack_nested	53.6090μs	16.7123μs	59.8361 KOps/s	58.0138 KOps/s	$\color{#35bf28}+3.14\%$
test_plain_set_nested_inplace	47.2280μs	18.8578μs	53.0284 KOps/s	51.7396 KOps/s	$\color{#35bf28}+2.49\%$
test_plain_set_stack_nested_inplace	62.3060μs	18.7433μs	53.3523 KOps/s	51.8974 KOps/s	$\color{#35bf28}+2.80\%$
test_items	16.1200μs	2.5791μs	387.7372 KOps/s	385.4395 KOps/s	$\color{#35bf28}+0.60\%$
test_items_nested	0.9319ms	0.2640ms	3.7879 KOps/s	3.7595 KOps/s	$\color{#35bf28}+0.75\%$
test_items_nested_locked	0.4226ms	0.2626ms	3.8084 KOps/s	3.7345 KOps/s	$\color{#35bf28}+1.98\%$
test_items_nested_leaf	0.1344ms	76.9246μs	12.9997 KOps/s	13.1181 KOps/s	$\color{#d91a1a}-0.90\%$
test_items_stack_nested	0.4978ms	0.2658ms	3.7625 KOps/s	3.7280 KOps/s	$\color{#35bf28}+0.93\%$
test_items_stack_nested_leaf	0.1306ms	76.0439μs	13.1503 KOps/s	13.0301 KOps/s	$\color{#35bf28}+0.92\%$
test_items_stack_nested_locked	0.5122ms	0.2673ms	3.7407 KOps/s	3.7216 KOps/s	$\color{#35bf28}+0.51\%$
test_keys	23.2930μs	4.0306μs	248.1031 KOps/s	262.9656 KOps/s	$\textbf{\color{#d91a1a}-5.65\%}$
test_keys_nested	0.2264ms	0.1398ms	7.1530 KOps/s	7.2834 KOps/s	$\color{#d91a1a}-1.79\%$
test_keys_nested_locked	0.7618ms	0.1444ms	6.9262 KOps/s	7.0195 KOps/s	$\color{#d91a1a}-1.33\%$
test_keys_nested_leaf	0.2045ms	0.1180ms	8.4773 KOps/s	8.5278 KOps/s	$\color{#d91a1a}-0.59\%$
test_keys_stack_nested	0.2397ms	0.1361ms	7.3484 KOps/s	7.2379 KOps/s	$\color{#35bf28}+1.53\%$
test_keys_stack_nested_leaf	0.1627ms	0.1145ms	8.7373 KOps/s	8.5426 KOps/s	$\color{#35bf28}+2.28\%$
test_keys_stack_nested_locked	0.3503ms	0.1399ms	7.1457 KOps/s	7.0427 KOps/s	$\color{#35bf28}+1.46\%$
test_values	6.9378μs	1.1917μs	839.1267 KOps/s	868.9058 KOps/s	$\color{#d91a1a}-3.43\%$
test_values_nested	95.9290μs	50.4495μs	19.8218 KOps/s	19.7884 KOps/s	$\color{#35bf28}+0.17\%$
test_values_nested_locked	0.1049ms	49.8933μs	20.0428 KOps/s	19.7521 KOps/s	$\color{#35bf28}+1.47\%$
test_values_nested_leaf	81.0710μs	45.1099μs	22.1681 KOps/s	21.8005 KOps/s	$\color{#35bf28}+1.69\%$
test_values_stack_nested	0.1364ms	51.7092μs	19.3389 KOps/s	19.3973 KOps/s	$\color{#d91a1a}-0.30\%$
test_values_stack_nested_leaf	93.3140μs	44.7125μs	22.3651 KOps/s	21.8066 KOps/s	$\color{#35bf28}+2.56\%$
test_values_stack_nested_locked	91.3800μs	51.5486μs	19.3992 KOps/s	19.5494 KOps/s	$\color{#d91a1a}-0.77\%$
test_membership	14.1260μs	1.3363μs	748.3570 KOps/s	743.1071 KOps/s	$\color{#35bf28}+0.71\%$
test_membership_nested	22.0010μs	3.3867μs	295.2709 KOps/s	296.5865 KOps/s	$\color{#d91a1a}-0.44\%$
test_membership_nested_leaf	20.9990μs	3.4221μs	292.2214 KOps/s	291.5343 KOps/s	$\color{#35bf28}+0.24\%$
test_membership_stacked_nested	21.0090μs	3.3987μs	294.2281 KOps/s	262.8896 KOps/s	$\textbf{\color{#35bf28}+11.92\%}$
test_membership_stacked_nested_leaf	21.3890μs	3.4500μs	289.8513 KOps/s	294.3817 KOps/s	$\color{#d91a1a}-1.54\%$
test_membership_nested_last	21.9410μs	4.2112μs	237.4620 KOps/s	242.0584 KOps/s	$\color{#d91a1a}-1.90\%$
test_membership_nested_leaf_last	33.0010μs	4.2027μs	237.9446 KOps/s	241.0820 KOps/s	$\color{#d91a1a}-1.30\%$
test_membership_stacked_nested_last	50.6540μs	13.3075μs	75.1458 KOps/s	207.6671 KOps/s	$\textbf{\color{#d91a1a}-63.81\%}$
test_membership_stacked_nested_leaf_last	39.0130μs	13.2489μs	75.4781 KOps/s	208.6986 KOps/s	$\textbf{\color{#d91a1a}-63.83\%}$
test_nested_getleaf	43.6210μs	10.5737μs	94.5744 KOps/s	94.1090 KOps/s	$\color{#35bf28}+0.49\%$
test_nested_get	30.9380μs	10.0435μs	99.5672 KOps/s	99.8352 KOps/s	$\color{#d91a1a}-0.27\%$
test_stacked_getleaf	34.5140μs	10.5656μs	94.6467 KOps/s	93.8753 KOps/s	$\color{#35bf28}+0.82\%$
test_stacked_get	32.2300μs	9.7752μs	102.3001 KOps/s	99.8682 KOps/s	$\color{#35bf28}+2.44\%$
test_nested_getitemleaf	61.3540μs	11.1459μs	89.7195 KOps/s	89.1397 KOps/s	$\color{#35bf28}+0.65\%$
test_nested_getitem	61.0330μs	10.2224μs	97.8241 KOps/s	95.7708 KOps/s	$\color{#35bf28}+2.14\%$
test_stacked_getitemleaf	46.5870μs	10.9610μs	91.2327 KOps/s	88.6351 KOps/s	$\color{#35bf28}+2.93\%$
test_stacked_getitem	28.7940μs	10.1625μs	98.4011 KOps/s	96.3472 KOps/s	$\color{#35bf28}+2.13\%$
test_lock_nested	48.0080ms	0.3925ms	2.5475 KOps/s	2.9038 KOps/s	$\textbf{\color{#d91a1a}-12.27\%}$
test_lock_stack_nested	0.4794ms	0.2937ms	3.4050 KOps/s	3.2487 KOps/s	$\color{#35bf28}+4.81\%$
test_unlock_nested	0.7935ms	0.3442ms	2.9056 KOps/s	2.5285 KOps/s	$\textbf{\color{#35bf28}+14.91\%}$
test_unlock_stack_nested	0.4595ms	0.3008ms	3.3248 KOps/s	3.1529 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_flatten_speed	0.1897ms	96.0407μs	10.4123 KOps/s	10.4868 KOps/s	$\color{#d91a1a}-0.71\%$
test_unflatten_speed	0.7126ms	0.4023ms	2.4860 KOps/s	2.4500 KOps/s	$\color{#35bf28}+1.47\%$
test_common_ops	5.1630ms	0.6884ms	1.4527 KOps/s	1.4178 KOps/s	$\color{#35bf28}+2.46\%$
test_creation	49.9630μs	1.8526μs	539.7828 KOps/s	538.9689 KOps/s	$\color{#35bf28}+0.15\%$
test_creation_empty	30.1560μs	9.7947μs	102.0965 KOps/s	89.6973 KOps/s	$\textbf{\color{#35bf28}+13.82\%}$
test_creation_nested_1	35.4950μs	12.3196μs	81.1713 KOps/s	71.9790 KOps/s	$\textbf{\color{#35bf28}+12.77\%}$
test_creation_nested_2	38.8720μs	15.7468μs	63.5050 KOps/s	57.4940 KOps/s	$\textbf{\color{#35bf28}+10.46\%}$
test_clone	0.1169ms	13.5278μs	73.9221 KOps/s	75.2015 KOps/s	$\color{#d91a1a}-1.70\%$
test_getitem[int]	38.5310μs	11.6206μs	86.0544 KOps/s	87.9922 KOps/s	$\color{#d91a1a}-2.20\%$
test_getitem[slice_int]	56.5750μs	23.6937μs	42.2053 KOps/s	43.0103 KOps/s	$\color{#d91a1a}-1.87\%$
test_getitem[range]	81.4920μs	58.6472μs	17.0511 KOps/s	17.2838 KOps/s	$\color{#d91a1a}-1.35\%$
test_getitem[tuple]	45.4950μs	19.0705μs	52.4369 KOps/s	53.2232 KOps/s	$\color{#d91a1a}-1.48\%$
test_getitem[list]	0.1485ms	40.4691μs	24.7102 KOps/s	24.8424 KOps/s	$\color{#d91a1a}-0.53\%$
test_setitem_dim[int]	56.2340μs	33.9201μs	29.4810 KOps/s	28.2137 KOps/s	$\color{#35bf28}+4.49\%$
test_setitem_dim[slice_int]	0.1093ms	60.5899μs	16.5044 KOps/s	15.4807 KOps/s	$\textbf{\color{#35bf28}+6.61\%}$
test_setitem_dim[range]	0.1452ms	82.7129μs	12.0900 KOps/s	11.6203 KOps/s	$\color{#35bf28}+4.04\%$
test_setitem_dim[tuple]	76.7330μs	49.1906μs	20.3291 KOps/s	19.9443 KOps/s	$\color{#35bf28}+1.93\%$
test_setitem	55.8840μs	19.8271μs	50.4359 KOps/s	50.0629 KOps/s	$\color{#35bf28}+0.75\%$
test_set	59.5610μs	19.2556μs	51.9329 KOps/s	50.9882 KOps/s	$\color{#35bf28}+1.85\%$
test_set_shared	3.7187ms	0.1393ms	7.1773 KOps/s	7.1889 KOps/s	$\color{#d91a1a}-0.16\%$
test_update	81.2310μs	20.7565μs	48.1777 KOps/s	45.7135 KOps/s	$\textbf{\color{#35bf28}+5.39\%}$
test_update_nested	70.4610μs	29.2130μs	34.2313 KOps/s	33.6690 KOps/s	$\color{#35bf28}+1.67\%$
test_update__nested	71.9740μs	25.1396μs	39.7779 KOps/s	40.0001 KOps/s	$\color{#d91a1a}-0.56\%$
test_set_nested	55.2220μs	20.9520μs	47.7281 KOps/s	46.8391 KOps/s	$\color{#35bf28}+1.90\%$
test_set_nested_new	75.9110μs	24.9706μs	40.0472 KOps/s	39.6205 KOps/s	$\color{#35bf28}+1.08\%$
test_select	88.8660μs	39.6683μs	25.2091 KOps/s	24.8136 KOps/s	$\color{#35bf28}+1.59\%$
test_select_nested	0.1364ms	58.3863μs	17.1273 KOps/s	16.6219 KOps/s	$\color{#35bf28}+3.04\%$
test_exclude_nested	0.3028ms	0.1216ms	8.2256 KOps/s	8.2290 KOps/s	$\color{#d91a1a}-0.04\%$
test_empty[True]	0.7086ms	0.3957ms	2.5274 KOps/s	2.5585 KOps/s	$\color{#d91a1a}-1.21\%$
test_empty[False]	5.1314μs	1.0633μs	940.5026 KOps/s	917.7605 KOps/s	$\color{#35bf28}+2.48\%$
test_unbind_speed	0.5086ms	0.2588ms	3.8640 KOps/s	3.8708 KOps/s	$\color{#d91a1a}-0.18\%$
test_unbind_speed_stack0	0.3351ms	0.2420ms	4.1322 KOps/s	3.9008 KOps/s	$\textbf{\color{#35bf28}+5.93\%}$
test_unbind_speed_stack1	62.5120ms	0.7230ms	1.3831 KOps/s	1.2848 KOps/s	$\textbf{\color{#35bf28}+7.65\%}$
test_split	66.5642ms	1.6178ms	618.1132 Ops/s	628.0369 Ops/s	$\color{#d91a1a}-1.58\%$
test_chunk	2.3476ms	1.5182ms	658.6960 Ops/s	628.6454 Ops/s	$\color{#35bf28}+4.78\%$
test_creation[device0]	0.1803ms	80.8923μs	12.3621 KOps/s	11.9449 KOps/s	$\color{#35bf28}+3.49\%$
test_creation_from_tensor	0.2036ms	83.9960μs	11.9053 KOps/s	11.7949 KOps/s	$\color{#35bf28}+0.94\%$
test_add_one[memmap_tensor0]	73.7070μs	5.4895μs	182.1644 KOps/s	181.4445 KOps/s	$\color{#35bf28}+0.40\%$
test_contiguous[memmap_tensor0]	17.0810μs	0.6429μs	1.5555 MOps/s	1.4276 MOps/s	$\textbf{\color{#35bf28}+8.96\%}$
test_stack[memmap_tensor0]	27.9020μs	3.5856μs	278.8937 KOps/s	283.2376 KOps/s	$\color{#d91a1a}-1.53\%$
test_memmaptd_index	63.3772ms	0.2802ms	3.5690 KOps/s	3.9408 KOps/s	$\textbf{\color{#d91a1a}-9.44\%}$
test_memmaptd_index_astensor	0.7293ms	0.3172ms	3.1523 KOps/s	3.0271 KOps/s	$\color{#35bf28}+4.14\%$
test_memmaptd_index_op	1.1216ms	0.5917ms	1.6900 KOps/s	1.6056 KOps/s	$\textbf{\color{#35bf28}+5.26\%}$
test_serialize_model	0.1633s	0.1065s	9.3876 Ops/s	8.6126 Ops/s	$\textbf{\color{#35bf28}+9.00\%}$
test_serialize_model_pickle	0.4480s	0.3789s	2.6391 Ops/s	2.6360 Ops/s	$\color{#35bf28}+0.12\%$
test_serialize_weights	0.1686s	0.1058s	9.4540 Ops/s	8.8015 Ops/s	$\textbf{\color{#35bf28}+7.41\%}$
test_serialize_weights_returnearly	0.1790s	0.1290s	7.7503 Ops/s	7.9384 Ops/s	$\color{#d91a1a}-2.37\%$
test_serialize_weights_pickle	1.1855s	0.7338s	1.3628 Ops/s	1.3375 Ops/s	$\color{#35bf28}+1.90\%$
test_serialize_weights_filesystem	98.8958ms	90.9459ms	10.9956 Ops/s	10.8555 Ops/s	$\color{#35bf28}+1.29\%$
test_serialize_model_filesystem	99.7521ms	94.5555ms	10.5758 Ops/s	9.7759 Ops/s	$\textbf{\color{#35bf28}+8.18\%}$
test_reshape_pytree	55.4540μs	25.2699μs	39.5728 KOps/s	38.9944 KOps/s	$\color{#35bf28}+1.48\%$
test_reshape_td	70.8010μs	32.7091μs	30.5725 KOps/s	29.5404 KOps/s	$\color{#35bf28}+3.49\%$
test_view_pytree	78.3760μs	25.0356μs	39.9431 KOps/s	38.6643 KOps/s	$\color{#35bf28}+3.31\%$
test_view_td	76.1720μs	36.2883μs	27.5571 KOps/s	26.3687 KOps/s	$\color{#35bf28}+4.51\%$
test_unbind_pytree	0.1017ms	29.1834μs	34.2661 KOps/s	34.3618 KOps/s	$\color{#d91a1a}-0.28\%$
test_unbind_td	0.3740ms	37.5172μs	26.6544 KOps/s	26.0736 KOps/s	$\color{#35bf28}+2.23\%$
test_split_pytree	66.2930μs	29.2206μs	34.2224 KOps/s	33.9403 KOps/s	$\color{#35bf28}+0.83\%$
test_split_td	0.5555ms	40.9477μs	24.4214 KOps/s	24.6081 KOps/s	$\color{#d91a1a}-0.76\%$
test_add_pytree	0.1130ms	34.6527μs	28.8577 KOps/s	28.6990 KOps/s	$\color{#35bf28}+0.55\%$
test_add_td	0.1232ms	52.6460μs	18.9948 KOps/s	17.5621 KOps/s	$\textbf{\color{#35bf28}+8.16\%}$
test_distributed	0.2304ms	99.5343μs	10.0468 KOps/s	9.7380 KOps/s	$\color{#35bf28}+3.17\%$
test_tdmodule	30.5760μs	17.0356μs	58.7005 KOps/s	57.2805 KOps/s	$\color{#35bf28}+2.48\%$
test_tdmodule_dispatch	58.4590μs	34.1629μs	29.2715 KOps/s	29.0159 KOps/s	$\color{#35bf28}+0.88\%$
test_tdseq	41.9980μs	20.0092μs	49.9770 KOps/s	47.9446 KOps/s	$\color{#35bf28}+4.24\%$
test_tdseq_dispatch	70.7720μs	38.8218μs	25.7587 KOps/s	24.4214 KOps/s	$\textbf{\color{#35bf28}+5.48\%}$
test_instantiation_functorch	2.1650ms	1.2983ms	770.2340 Ops/s	768.6132 Ops/s	$\color{#35bf28}+0.21\%$
test_instantiation_td	1.6252ms	0.9996ms	1.0004 KOps/s	995.5265 Ops/s	$\color{#35bf28}+0.49\%$
test_exec_functorch	0.2319ms	0.1608ms	6.2207 KOps/s	5.6822 KOps/s	$\textbf{\color{#35bf28}+9.48\%}$
test_exec_functional_call	0.3535ms	0.1519ms	6.5831 KOps/s	6.6057 KOps/s	$\color{#d91a1a}-0.34\%$
test_exec_td	0.2182ms	0.1455ms	6.8721 KOps/s	6.7536 KOps/s	$\color{#35bf28}+1.75\%$
test_exec_td_decorator	0.8124ms	0.2191ms	4.5634 KOps/s	4.4889 KOps/s	$\color{#35bf28}+1.66\%$
test_vmap_mlp_speed[True-True]	0.6857ms	0.4947ms	2.0214 KOps/s	2.0638 KOps/s	$\color{#d91a1a}-2.05\%$
test_vmap_mlp_speed[True-False]	0.6044ms	0.4851ms	2.0615 KOps/s	2.0743 KOps/s	$\color{#d91a1a}-0.61\%$
test_vmap_mlp_speed[False-True]	0.5124ms	0.3973ms	2.5172 KOps/s	2.5400 KOps/s	$\color{#d91a1a}-0.90\%$
test_vmap_mlp_speed[False-False]	0.5710ms	0.3960ms	2.5255 KOps/s	2.5415 KOps/s	$\color{#d91a1a}-0.63\%$
test_vmap_mlp_speed_decorator[True-True]	1.2717ms	0.5489ms	1.8217 KOps/s	1.8011 KOps/s	$\color{#35bf28}+1.14\%$
test_vmap_mlp_speed_decorator[True-False]	0.9119ms	0.5508ms	1.8156 KOps/s	1.7986 KOps/s	$\color{#35bf28}+0.95\%$
test_vmap_mlp_speed_decorator[False-True]	0.6511ms	0.4557ms	2.1944 KOps/s	2.2101 KOps/s	$\color{#d91a1a}-0.71\%$
test_vmap_mlp_speed_decorator[False-False]	0.8385ms	0.4564ms	2.1909 KOps/s	2.1990 KOps/s	$\color{#d91a1a}-0.37\%$
test_to_module_speed[True]	1.8473ms	1.6691ms	599.1171 Ops/s	576.1980 Ops/s	$\color{#35bf28}+3.98\%$
test_to_module_speed[False]	1.7787ms	1.6364ms	611.0951 Ops/s	609.1181 Ops/s	$\color{#35bf28}+0.32\%$

[github-actions]

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

Total Benchmarks: 135. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1180ms	11.7857μs	84.8484 KOps/s	75.4316 KOps/s	$\textbf{\color{#35bf28}+12.48\%}$
test_plain_set_stack_nested	32.0410μs	11.8148μs	84.6397 KOps/s	74.7832 KOps/s	$\textbf{\color{#35bf28}+13.18\%}$
test_plain_set_nested_inplace	0.3320ms	12.9376μs	77.2938 KOps/s	69.2309 KOps/s	$\textbf{\color{#35bf28}+11.65\%}$
test_plain_set_stack_nested_inplace	36.0900μs	13.1758μs	75.8965 KOps/s	68.5403 KOps/s	$\textbf{\color{#35bf28}+10.73\%}$
test_items	0.1955ms	4.6158μs	216.6478 KOps/s	211.2682 KOps/s	$\color{#35bf28}+2.55\%$
test_items_nested	0.5251ms	0.3373ms	2.9648 KOps/s	2.9154 KOps/s	$\color{#35bf28}+1.69\%$
test_items_nested_locked	0.5534ms	0.3413ms	2.9301 KOps/s	2.9128 KOps/s	$\color{#35bf28}+0.59\%$
test_items_nested_leaf	0.2666ms	82.7038μs	12.0913 KOps/s	12.1912 KOps/s	$\color{#d91a1a}-0.82\%$
test_items_stack_nested	0.5891ms	0.3392ms	2.9485 KOps/s	2.9136 KOps/s	$\color{#35bf28}+1.20\%$
test_items_stack_nested_leaf	0.1137ms	85.6250μs	11.6788 KOps/s	11.8674 KOps/s	$\color{#d91a1a}-1.59\%$
test_items_stack_nested_locked	0.5315ms	0.3430ms	2.9155 KOps/s	2.9136 KOps/s	$\color{#35bf28}+0.06\%$
test_keys	0.2073ms	4.3266μs	231.1279 KOps/s	231.4414 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_nested	0.2713ms	67.2050μs	14.8798 KOps/s	14.8590 KOps/s	$\color{#35bf28}+0.14\%$
test_keys_nested_locked	0.8125ms	71.4109μs	14.0035 KOps/s	13.7120 KOps/s	$\color{#35bf28}+2.13\%$
test_keys_nested_leaf	0.2463ms	57.0274μs	17.5354 KOps/s	17.2982 KOps/s	$\color{#35bf28}+1.37\%$
test_keys_stack_nested	0.2562ms	66.5804μs	15.0194 KOps/s	14.9448 KOps/s	$\color{#35bf28}+0.50\%$
test_keys_stack_nested_leaf	0.2582ms	57.5674μs	17.3710 KOps/s	17.2467 KOps/s	$\color{#35bf28}+0.72\%$
test_keys_stack_nested_locked	0.2689ms	71.1388μs	14.0570 KOps/s	13.8561 KOps/s	$\color{#35bf28}+1.45\%$
test_values	62.3447μs	1.8236μs	548.3530 KOps/s	550.5162 KOps/s	$\color{#d91a1a}-0.39\%$
test_values_nested	0.2826ms	35.2665μs	28.3555 KOps/s	28.3697 KOps/s	$\color{#d91a1a}-0.05\%$
test_values_nested_locked	0.2248ms	36.9901μs	27.0342 KOps/s	26.9004 KOps/s	$\color{#35bf28}+0.50\%$
test_values_nested_leaf	49.6410μs	31.4137μs	31.8332 KOps/s	31.8625 KOps/s	$\color{#d91a1a}-0.09\%$
test_values_stack_nested	0.2289ms	35.9203μs	27.8394 KOps/s	27.8918 KOps/s	$\color{#d91a1a}-0.19\%$
test_values_stack_nested_leaf	66.1220μs	32.2252μs	31.0317 KOps/s	30.9666 KOps/s	$\color{#35bf28}+0.21\%$
test_values_stack_nested_locked	0.2555ms	38.0606μs	26.2739 KOps/s	26.6536 KOps/s	$\color{#d91a1a}-1.42\%$
test_membership	4.0800μs	0.7357μs	1.3593 MOps/s	1.4311 MOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_membership_nested	0.2027ms	2.5299μs	395.2657 KOps/s	390.5827 KOps/s	$\color{#35bf28}+1.20\%$
test_membership_nested_leaf	34.9710μs	2.5426μs	393.2981 KOps/s	392.9659 KOps/s	$\color{#35bf28}+0.08\%$
test_membership_stacked_nested	0.1965ms	2.5780μs	387.8966 KOps/s	389.5755 KOps/s	$\color{#d91a1a}-0.43\%$
test_membership_stacked_nested_leaf	38.1610μs	2.5329μs	394.8047 KOps/s	388.1502 KOps/s	$\color{#35bf28}+1.71\%$
test_membership_nested_last	0.2095ms	3.0777μs	324.9129 KOps/s	322.8446 KOps/s	$\color{#35bf28}+0.64\%$
test_membership_nested_leaf_last	67.1810μs	3.0568μs	327.1361 KOps/s	326.9711 KOps/s	$\color{#35bf28}+0.05\%$
test_membership_stacked_nested_last	27.1200μs	4.7907μs	208.7357 KOps/s	325.0082 KOps/s	$\textbf{\color{#d91a1a}-35.78\%}$
test_membership_stacked_nested_leaf_last	22.0300μs	4.7933μs	208.6242 KOps/s	327.2492 KOps/s	$\textbf{\color{#d91a1a}-36.25\%}$
test_nested_getleaf	0.1998ms	8.3120μs	120.3075 KOps/s	119.9847 KOps/s	$\color{#35bf28}+0.27\%$
test_nested_get	45.3210μs	7.8645μs	127.1532 KOps/s	127.5676 KOps/s	$\color{#d91a1a}-0.32\%$
test_stacked_getleaf	0.2199ms	8.3760μs	119.3888 KOps/s	119.7528 KOps/s	$\color{#d91a1a}-0.30\%$
test_stacked_get	0.2162ms	7.8663μs	127.1241 KOps/s	127.2349 KOps/s	$\color{#d91a1a}-0.09\%$
test_nested_getitemleaf	0.1912ms	8.4819μs	117.8985 KOps/s	117.3192 KOps/s	$\color{#35bf28}+0.49\%$
test_nested_getitem	0.2056ms	7.9944μs	125.0876 KOps/s	124.8552 KOps/s	$\color{#35bf28}+0.19\%$
test_stacked_getitemleaf	0.2193ms	8.5589μs	116.8371 KOps/s	117.1246 KOps/s	$\color{#d91a1a}-0.25\%$
test_stacked_getitem	31.2000μs	8.0183μs	124.7147 KOps/s	124.8374 KOps/s	$\color{#d91a1a}-0.10\%$
test_lock_nested	61.4312ms	0.4147ms	2.4115 KOps/s	2.3984 KOps/s	$\color{#35bf28}+0.55\%$
test_lock_stack_nested	0.5160ms	0.3086ms	3.2409 KOps/s	3.2958 KOps/s	$\color{#d91a1a}-1.67\%$
test_unlock_nested	0.7452ms	0.3595ms	2.7813 KOps/s	2.8739 KOps/s	$\color{#d91a1a}-3.22\%$
test_unlock_stack_nested	0.4663ms	0.3161ms	3.1631 KOps/s	3.2116 KOps/s	$\color{#d91a1a}-1.51\%$
test_flatten_speed	0.3695ms	0.1020ms	9.8043 KOps/s	9.7790 KOps/s	$\color{#35bf28}+0.26\%$
test_unflatten_speed	0.4902ms	0.2907ms	3.4402 KOps/s	3.5108 KOps/s	$\color{#d91a1a}-2.01\%$
test_common_ops	1.0026ms	0.5369ms	1.8626 KOps/s	1.7285 KOps/s	$\textbf{\color{#35bf28}+7.76\%}$
test_creation	34.2710μs	1.6275μs	614.4362 KOps/s	610.1826 KOps/s	$\color{#35bf28}+0.70\%$
test_creation_empty	23.9200μs	6.5864μs	151.8287 KOps/s	105.8219 KOps/s	$\textbf{\color{#35bf28}+43.48\%}$
test_creation_nested_1	0.1849ms	8.4370μs	118.5259 KOps/s	89.2660 KOps/s	$\textbf{\color{#35bf28}+32.78\%}$
test_creation_nested_2	0.2168ms	10.5485μs	94.8005 KOps/s	74.2135 KOps/s	$\textbf{\color{#35bf28}+27.74\%}$
test_clone	0.1718ms	11.8234μs	84.5778 KOps/s	87.0414 KOps/s	$\color{#d91a1a}-2.83\%$
test_getitem[int]	32.7900μs	11.2983μs	88.5085 KOps/s	93.1895 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_getitem[slice_int]	0.2226ms	21.1263μs	47.3344 KOps/s	49.1209 KOps/s	$\color{#d91a1a}-3.64\%$
test_getitem[range]	62.6310μs	45.3410μs	22.0551 KOps/s	22.3979 KOps/s	$\color{#d91a1a}-1.53\%$
test_getitem[tuple]	56.6810μs	19.2657μs	51.9056 KOps/s	54.2456 KOps/s	$\color{#d91a1a}-4.31\%$
test_getitem[list]	0.2425ms	33.4160μs	29.9258 KOps/s	31.0679 KOps/s	$\color{#d91a1a}-3.68\%$
test_setitem_dim[int]	43.3710μs	26.6809μs	37.4799 KOps/s	33.7923 KOps/s	$\textbf{\color{#35bf28}+10.91\%}$
test_setitem_dim[slice_int]	76.2610μs	45.4707μs	21.9922 KOps/s	20.2155 KOps/s	$\textbf{\color{#35bf28}+8.79\%}$
test_setitem_dim[range]	0.1576ms	62.2101μs	16.0746 KOps/s	15.1032 KOps/s	$\textbf{\color{#35bf28}+6.43\%}$
test_setitem_dim[tuple]	61.4610μs	40.1784μs	24.8890 KOps/s	22.3806 KOps/s	$\textbf{\color{#35bf28}+11.21\%}$
test_setitem	48.9110μs	15.7120μs	63.6458 KOps/s	60.5330 KOps/s	$\textbf{\color{#35bf28}+5.14\%}$
test_set	0.2225ms	15.1777μs	65.8861 KOps/s	61.7270 KOps/s	$\textbf{\color{#35bf28}+6.74\%}$
test_set_shared	76.5147ms	0.1133ms	8.8236 KOps/s	8.9960 KOps/s	$\color{#d91a1a}-1.92\%$
test_update	0.2142ms	16.3986μs	60.9807 KOps/s	53.9156 KOps/s	$\textbf{\color{#35bf28}+13.10\%}$
test_update_nested	0.2175ms	21.8975μs	45.6674 KOps/s	42.4959 KOps/s	$\textbf{\color{#35bf28}+7.46\%}$
test_update__nested	0.1292ms	22.6505μs	44.1492 KOps/s	44.7623 KOps/s	$\color{#d91a1a}-1.37\%$
test_set_nested	0.1131ms	16.1081μs	62.0806 KOps/s	58.3681 KOps/s	$\textbf{\color{#35bf28}+6.36\%}$
test_set_nested_new	0.2223ms	18.7618μs	53.2997 KOps/s	51.1078 KOps/s	$\color{#35bf28}+4.29\%$
test_select	91.0310μs	31.3071μs	31.9416 KOps/s	30.1293 KOps/s	$\textbf{\color{#35bf28}+6.02\%}$
test_select_nested	0.6634ms	55.1468μs	18.1334 KOps/s	17.9634 KOps/s	$\color{#35bf28}+0.95\%$
test_exclude_nested	0.3002ms	0.1138ms	8.7864 KOps/s	8.9642 KOps/s	$\color{#d91a1a}-1.98\%$
test_empty[True]	0.4872ms	0.3561ms	2.8080 KOps/s	2.8569 KOps/s	$\color{#d91a1a}-1.71\%$
test_empty[False]	19.2304μs	0.8742μs	1.1439 MOps/s	1.1492 MOps/s	$\color{#d91a1a}-0.46\%$
test_to	0.1296ms	77.0816μs	12.9733 KOps/s	13.3823 KOps/s	$\color{#d91a1a}-3.06\%$
test_to_nonblocking	0.2266ms	58.7991μs	17.0070 KOps/s	16.6472 KOps/s	$\color{#35bf28}+2.16\%$
test_unbind_speed	1.6787ms	0.2770ms	3.6103 KOps/s	3.7073 KOps/s	$\color{#d91a1a}-2.62\%$
test_unbind_speed_stack0	0.4908ms	0.2779ms	3.5982 KOps/s	3.7044 KOps/s	$\color{#d91a1a}-2.87\%$
test_unbind_speed_stack1	80.7729ms	0.8263ms	1.2102 KOps/s	1.2192 KOps/s	$\color{#d91a1a}-0.74\%$
test_split	2.3171ms	1.5821ms	632.0787 Ops/s	655.7112 Ops/s	$\color{#d91a1a}-3.60\%$
test_chunk	79.8232ms	1.7017ms	587.6585 Ops/s	604.1492 Ops/s	$\color{#d91a1a}-2.73\%$
test_creation[device0]	0.2952ms	56.6279μs	17.6591 KOps/s	18.2297 KOps/s	$\color{#d91a1a}-3.13\%$
test_creation_from_tensor	0.1950ms	53.7169μs	18.6161 KOps/s	18.9820 KOps/s	$\color{#d91a1a}-1.93\%$
test_add_one[memmap_tensor0]	75.7820μs	6.9101μs	144.7148 KOps/s	153.1289 KOps/s	$\textbf{\color{#d91a1a}-5.49\%}$
test_contiguous[memmap_tensor0]	24.0500μs	0.6317μs	1.5829 MOps/s	1.5915 MOps/s	$\color{#d91a1a}-0.54\%$
test_stack[memmap_tensor0]	0.2069ms	4.8819μs	204.8366 KOps/s	221.7851 KOps/s	$\textbf{\color{#d91a1a}-7.64\%}$
test_memmaptd_index	1.3253ms	0.2925ms	3.4188 KOps/s	3.4523 KOps/s	$\color{#d91a1a}-0.97\%$
test_memmaptd_index_astensor	0.7014ms	0.3653ms	2.7374 KOps/s	2.7642 KOps/s	$\color{#d91a1a}-0.97\%$
test_memmaptd_index_op	1.1454ms	0.6259ms	1.5976 KOps/s	1.5019 KOps/s	$\textbf{\color{#35bf28}+6.37\%}$
test_serialize_model	0.1888s	0.1102s	9.0749 Ops/s	8.5527 Ops/s	$\textbf{\color{#35bf28}+6.11\%}$
test_serialize_model_pickle	1.3515s	1.2358s	0.8092 Ops/s	0.8080 Ops/s	$\color{#35bf28}+0.15\%$
test_serialize_weights	0.1887s	0.1068s	9.3670 Ops/s	9.5589 Ops/s	$\color{#d91a1a}-2.01\%$
test_serialize_weights_returnearly	0.1833s	87.8276ms	11.3859 Ops/s	10.8706 Ops/s	$\color{#35bf28}+4.74\%$
test_serialize_weights_pickle	1.3593s	1.2528s	0.7982 Ops/s	0.8087 Ops/s	$\color{#d91a1a}-1.29\%$
test_reshape_pytree	0.1637ms	23.5708μs	42.4253 KOps/s	43.6275 KOps/s	$\color{#d91a1a}-2.76\%$
test_reshape_td	58.9510μs	31.4427μs	31.8039 KOps/s	33.2129 KOps/s	$\color{#d91a1a}-4.24\%$
test_view_pytree	0.2426ms	23.6978μs	42.1980 KOps/s	43.5819 KOps/s	$\color{#d91a1a}-3.18\%$
test_view_td	0.3461ms	37.0561μs	26.9861 KOps/s	29.6790 KOps/s	$\textbf{\color{#d91a1a}-9.07\%}$
test_unbind_pytree	0.2691ms	29.4356μs	33.9724 KOps/s	34.7552 KOps/s	$\color{#d91a1a}-2.25\%$
test_unbind_td	0.5002ms	41.6070μs	24.0344 KOps/s	24.4101 KOps/s	$\color{#d91a1a}-1.54\%$
test_split_pytree	0.2322ms	31.3153μs	31.9333 KOps/s	32.0916 KOps/s	$\color{#d91a1a}-0.49\%$
test_split_td	0.6403ms	40.0237μs	24.9852 KOps/s	25.8889 KOps/s	$\color{#d91a1a}-3.49\%$
test_add_pytree	0.2570ms	33.9393μs	29.4644 KOps/s	30.4181 KOps/s	$\color{#d91a1a}-3.14\%$
test_add_td	0.1413ms	45.8175μs	21.8257 KOps/s	19.1679 KOps/s	$\textbf{\color{#35bf28}+13.87\%}$
test_distributed	1.7955ms	70.3940μs	14.2058 KOps/s	14.3070 KOps/s	$\color{#d91a1a}-0.71\%$
test_tdmodule	35.3210μs	13.5688μs	73.6982 KOps/s	60.0874 KOps/s	$\textbf{\color{#35bf28}+22.65\%}$
test_tdmodule_dispatch	98.7720μs	26.5388μs	37.6807 KOps/s	31.1749 KOps/s	$\textbf{\color{#35bf28}+20.87\%}$
test_tdseq	99.8130μs	16.0005μs	62.4981 KOps/s	55.2995 KOps/s	$\textbf{\color{#35bf28}+13.02\%}$
test_tdseq_dispatch	85.2520μs	29.6936μs	33.6773 KOps/s	29.1156 KOps/s	$\textbf{\color{#35bf28}+15.67\%}$
test_instantiation_functorch	1.7355ms	1.5421ms	648.4873 Ops/s	654.5744 Ops/s	$\color{#d91a1a}-0.93\%$
test_instantiation_td	80.3771ms	1.1571ms	864.2444 Ops/s	875.0616 Ops/s	$\color{#d91a1a}-1.24\%$
test_exec_functorch	0.2811ms	0.1507ms	6.6348 KOps/s	6.8114 KOps/s	$\color{#d91a1a}-2.59\%$
test_exec_functional_call	0.2769ms	0.1381ms	7.2411 KOps/s	7.5374 KOps/s	$\color{#d91a1a}-3.93\%$
test_exec_td	0.2553ms	0.1362ms	7.3444 KOps/s	7.5824 KOps/s	$\color{#d91a1a}-3.14\%$
test_exec_td_decorator	0.5013ms	0.2097ms	4.7682 KOps/s	4.8397 KOps/s	$\color{#d91a1a}-1.48\%$
test_vmap_mlp_speed[True-True]	1.3380ms	0.5908ms	1.6926 KOps/s	1.7066 KOps/s	$\color{#d91a1a}-0.82\%$
test_vmap_mlp_speed[True-False]	0.7499ms	0.5825ms	1.7167 KOps/s	1.7190 KOps/s	$\color{#d91a1a}-0.13\%$
test_vmap_mlp_speed[False-True]	0.7170ms	0.5347ms	1.8704 KOps/s	1.9497 KOps/s	$\color{#d91a1a}-4.07\%$
test_vmap_mlp_speed[False-False]	0.6835ms	0.5173ms	1.9331 KOps/s	1.9423 KOps/s	$\color{#d91a1a}-0.48\%$
test_vmap_mlp_speed_decorator[True-True]	0.9819ms	0.6411ms	1.5598 KOps/s	1.5445 KOps/s	$\color{#35bf28}+0.99\%$
test_vmap_mlp_speed_decorator[True-False]	0.8044ms	0.6406ms	1.5609 KOps/s	1.5450 KOps/s	$\color{#35bf28}+1.03\%$
test_vmap_mlp_speed_decorator[False-True]	0.7575ms	0.5726ms	1.7465 KOps/s	1.7078 KOps/s	$\color{#35bf28}+2.26\%$
test_vmap_mlp_speed_decorator[False-False]	0.8363ms	0.5877ms	1.7016 KOps/s	1.6982 KOps/s	$\color{#35bf28}+0.19\%$
test_vmap_transformer_speed[True-True]	8.7055ms	8.0861ms	123.6684 Ops/s	127.2367 Ops/s	$\color{#d91a1a}-2.80\%$
test_vmap_transformer_speed[True-False]	9.4322ms	7.9121ms	126.3884 Ops/s	129.4994 Ops/s	$\color{#d91a1a}-2.40\%$
test_vmap_transformer_speed[False-True]	7.9702ms	7.7005ms	129.8620 Ops/s	130.5745 Ops/s	$\color{#d91a1a}-0.55\%$
test_vmap_transformer_speed[False-False]	8.0039ms	7.7310ms	129.3498 Ops/s	130.2982 Ops/s	$\color{#d91a1a}-0.73\%$
test_vmap_transformer_speed_decorator[True-True]	19.5075ms	18.8100ms	53.1631 Ops/s	52.9448 Ops/s	$\color{#35bf28}+0.41\%$
test_vmap_transformer_speed_decorator[True-False]	19.2927ms	18.9983ms	52.6364 Ops/s	52.7389 Ops/s	$\color{#d91a1a}-0.19\%$
test_vmap_transformer_speed_decorator[False-True]	19.5244ms	18.8288ms	53.1102 Ops/s	53.2177 Ops/s	$\color{#d91a1a}-0.20\%$
test_vmap_transformer_speed_decorator[False-False]	19.4017ms	18.8468ms	53.0595 Ops/s	53.3147 Ops/s	$\color{#d91a1a}-0.48\%$
test_to_module_speed[True]	1.6484ms	1.5157ms	659.7799 Ops/s	640.1558 Ops/s	$\color{#35bf28}+3.07\%$
test_to_module_speed[False]	1.6266ms	1.5010ms	666.2043 Ops/s	651.1295 Ops/s	$\color{#35bf28}+2.32\%$