[BugFix, Doc] Fix tutorial

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

Total Benchmarks: 120. Improved: $\large\color{#35bf28}16$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	43.0400μs	17.0627μs	58.6075 KOps/s	59.3187 KOps/s	$\color{#d91a1a}-1.20\%$
test_plain_set_stack_nested	0.2615ms	0.1505ms	6.6438 KOps/s	7.0119 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_plain_set_nested_inplace	47.5190μs	18.7058μs	53.4594 KOps/s	52.6571 KOps/s	$\color{#35bf28}+1.52\%$
test_plain_set_stack_nested_inplace	0.4023ms	0.1805ms	5.5399 KOps/s	5.6957 KOps/s	$\color{#d91a1a}-2.74\%$
test_items	31.8200μs	2.3989μs	416.8542 KOps/s	402.7514 KOps/s	$\color{#35bf28}+3.50\%$
test_items_nested	0.3617ms	0.2793ms	3.5801 KOps/s	3.6929 KOps/s	$\color{#d91a1a}-3.06\%$
test_items_nested_locked	0.7264ms	0.2835ms	3.5279 KOps/s	3.6912 KOps/s	$\color{#d91a1a}-4.42\%$
test_items_nested_leaf	0.5552ms	0.1721ms	5.8102 KOps/s	5.9734 KOps/s	$\color{#d91a1a}-2.73\%$
test_items_stack_nested	1.5351ms	1.3212ms	756.8605 Ops/s	758.8523 Ops/s	$\color{#d91a1a}-0.26\%$
test_items_stack_nested_leaf	1.7395ms	1.1885ms	841.4153 Ops/s	850.1758 Ops/s	$\color{#d91a1a}-1.03\%$
test_items_stack_nested_locked	6.1112ms	0.8033ms	1.2448 KOps/s	1.3118 KOps/s	$\textbf{\color{#d91a1a}-5.11\%}$
test_keys	59.2820μs	3.8339μs	260.8302 KOps/s	256.7364 KOps/s	$\color{#35bf28}+1.59\%$
test_keys_nested	51.9950ms	0.1578ms	6.3379 KOps/s	6.7567 KOps/s	$\textbf{\color{#d91a1a}-6.20\%}$
test_keys_nested_locked	0.2788ms	0.1447ms	6.9090 KOps/s	6.7644 KOps/s	$\color{#35bf28}+2.14\%$
test_keys_nested_leaf	0.2436ms	0.1265ms	7.9023 KOps/s	7.6744 KOps/s	$\color{#35bf28}+2.97\%$
test_keys_stack_nested	1.9543ms	1.2858ms	777.7164 Ops/s	776.1339 Ops/s	$\color{#35bf28}+0.20\%$
test_keys_stack_nested_leaf	1.3839ms	1.2789ms	781.9075 Ops/s	783.4290 Ops/s	$\color{#d91a1a}-0.19\%$
test_keys_stack_nested_locked	1.1217ms	0.6945ms	1.4399 KOps/s	1.4161 KOps/s	$\color{#35bf28}+1.68\%$
test_values	10.5447μs	1.2226μs	817.9399 KOps/s	875.6343 KOps/s	$\textbf{\color{#d91a1a}-6.59\%}$
test_values_nested	0.1191ms	53.8578μs	18.5674 KOps/s	19.0081 KOps/s	$\color{#d91a1a}-2.32\%$
test_values_nested_locked	0.1120ms	54.0698μs	18.4946 KOps/s	19.0264 KOps/s	$\color{#d91a1a}-2.79\%$
test_values_nested_leaf	92.2430μs	47.7649μs	20.9359 KOps/s	21.4470 KOps/s	$\color{#d91a1a}-2.38\%$
test_values_stack_nested	1.6229ms	1.0397ms	961.8396 Ops/s	956.9326 Ops/s	$\color{#35bf28}+0.51\%$
test_values_stack_nested_leaf	1.3314ms	1.0227ms	977.7809 Ops/s	947.1708 Ops/s	$\color{#35bf28}+3.23\%$
test_values_stack_nested_locked	0.9179ms	0.5137ms	1.9467 KOps/s	1.9325 KOps/s	$\color{#35bf28}+0.73\%$
test_membership	18.4640μs	1.3708μs	729.5161 KOps/s	727.2128 KOps/s	$\color{#35bf28}+0.32\%$
test_membership_nested	41.3780μs	2.8771μs	347.5667 KOps/s	341.1137 KOps/s	$\color{#35bf28}+1.89\%$
test_membership_nested_leaf	20.9490μs	2.8804μs	347.1792 KOps/s	328.2122 KOps/s	$\textbf{\color{#35bf28}+5.78\%}$
test_membership_stacked_nested	24.5660μs	11.7266μs	85.2763 KOps/s	86.8138 KOps/s	$\color{#d91a1a}-1.77\%$
test_membership_stacked_nested_leaf	39.0730μs	11.6944μs	85.5113 KOps/s	85.7622 KOps/s	$\color{#d91a1a}-0.29\%$
test_membership_nested_last	47.0180μs	6.1444μs	162.7492 KOps/s	166.8099 KOps/s	$\color{#d91a1a}-2.43\%$
test_membership_nested_leaf_last	46.4770μs	6.1599μs	162.3414 KOps/s	167.2332 KOps/s	$\color{#d91a1a}-2.93\%$
test_membership_stacked_nested_last	0.2287ms	0.1692ms	5.9113 KOps/s	5.9215 KOps/s	$\color{#d91a1a}-0.17\%$
test_membership_stacked_nested_leaf_last	42.2790μs	13.9076μs	71.9029 KOps/s	72.3277 KOps/s	$\color{#d91a1a}-0.59\%$
test_nested_getleaf	50.1040μs	10.6006μs	94.3341 KOps/s	92.7718 KOps/s	$\color{#35bf28}+1.68\%$
test_nested_get	51.4570μs	9.9587μs	100.4142 KOps/s	97.5984 KOps/s	$\color{#35bf28}+2.89\%$
test_stacked_getleaf	0.5767ms	0.4647ms	2.1519 KOps/s	2.1426 KOps/s	$\color{#35bf28}+0.43\%$
test_stacked_get	0.5208ms	0.4307ms	2.3218 KOps/s	2.3130 KOps/s	$\color{#35bf28}+0.38\%$
test_nested_getitemleaf	36.1170μs	10.7662μs	92.8834 KOps/s	92.9076 KOps/s	$\color{#d91a1a}-0.03\%$
test_nested_getitem	51.5860μs	10.2608μs	97.4584 KOps/s	99.0180 KOps/s	$\color{#d91a1a}-1.58\%$
test_stacked_getitemleaf	0.6550ms	0.4667ms	2.1426 KOps/s	2.1362 KOps/s	$\color{#35bf28}+0.30\%$
test_stacked_getitem	0.5690ms	0.4330ms	2.3097 KOps/s	2.3230 KOps/s	$\color{#d91a1a}-0.57\%$
test_lock_nested	1.2781ms	0.4147ms	2.4114 KOps/s	2.3894 KOps/s	$\color{#35bf28}+0.92\%$
test_lock_stack_nested	80.1760ms	6.7072ms	149.0930 Ops/s	145.1000 Ops/s	$\color{#35bf28}+2.75\%$
test_unlock_nested	67.6120ms	0.4907ms	2.0380 KOps/s	2.3331 KOps/s	$\textbf{\color{#d91a1a}-12.65\%}$
test_unlock_stack_nested	78.1478ms	6.2903ms	158.9744 Ops/s	157.9850 Ops/s	$\color{#35bf28}+0.63\%$
test_flatten_speed	0.6154ms	0.3654ms	2.7370 KOps/s	2.7360 KOps/s	$\color{#35bf28}+0.04\%$
test_unflatten_speed	0.5208ms	0.4576ms	2.1854 KOps/s	2.2274 KOps/s	$\color{#d91a1a}-1.88\%$
test_common_ops	1.3524ms	0.6713ms	1.4897 KOps/s	1.4051 KOps/s	$\textbf{\color{#35bf28}+6.02\%}$
test_creation	19.2360μs	1.9693μs	507.7927 KOps/s	503.1342 KOps/s	$\color{#35bf28}+0.93\%$
test_creation_empty	30.9990μs	8.2530μs	121.1679 KOps/s	96.8288 KOps/s	$\textbf{\color{#35bf28}+25.14\%}$
test_creation_nested_1	30.9580μs	11.1892μs	89.3718 KOps/s	75.5087 KOps/s	$\textbf{\color{#35bf28}+18.36\%}$
test_creation_nested_2	50.2340μs	16.4322μs	60.8560 KOps/s	54.5541 KOps/s	$\textbf{\color{#35bf28}+11.55\%}$
test_clone	0.1055ms	12.5372μs	79.7629 KOps/s	82.4751 KOps/s	$\color{#d91a1a}-3.29\%$
test_getitem[int]	68.2790μs	12.4123μs	80.5650 KOps/s	84.1240 KOps/s	$\color{#d91a1a}-4.23\%$
test_getitem[slice_int]	93.9460μs	23.5477μs	42.4670 KOps/s	41.9677 KOps/s	$\color{#35bf28}+1.19\%$
test_getitem[range]	0.1122ms	41.4158μs	24.1454 KOps/s	23.6329 KOps/s	$\color{#35bf28}+2.17\%$
test_getitem[tuple]	55.1540μs	19.6145μs	50.9826 KOps/s	51.6305 KOps/s	$\color{#d91a1a}-1.25\%$
test_getitem[list]	0.2752ms	37.0126μs	27.0178 KOps/s	26.8167 KOps/s	$\color{#35bf28}+0.75\%$
test_setitem_dim[int]	90.3990μs	29.0547μs	34.4178 KOps/s	31.6974 KOps/s	$\textbf{\color{#35bf28}+8.58\%}$
test_setitem_dim[slice_int]	84.2580μs	55.8132μs	17.9169 KOps/s	17.1394 KOps/s	$\color{#35bf28}+4.54\%$
test_setitem_dim[range]	0.1141ms	72.3331μs	13.8249 KOps/s	13.2855 KOps/s	$\color{#35bf28}+4.06\%$
test_setitem_dim[tuple]	66.7450μs	43.3826μs	23.0507 KOps/s	21.4966 KOps/s	$\textbf{\color{#35bf28}+7.23\%}$
test_setitem	0.2102ms	17.4839μs	57.1954 KOps/s	53.2375 KOps/s	$\textbf{\color{#35bf28}+7.43\%}$
test_set	67.1460μs	17.1858μs	58.1876 KOps/s	55.8240 KOps/s	$\color{#35bf28}+4.23\%$
test_set_shared	2.4452ms	0.1434ms	6.9756 KOps/s	7.1834 KOps/s	$\color{#d91a1a}-2.89\%$
test_update	0.1791ms	19.3867μs	51.5818 KOps/s	47.1643 KOps/s	$\textbf{\color{#35bf28}+9.37\%}$
test_update_nested	0.2180ms	26.6140μs	37.5742 KOps/s	35.3007 KOps/s	$\textbf{\color{#35bf28}+6.44\%}$
test_set_nested	0.1951ms	18.9942μs	52.6477 KOps/s	49.2480 KOps/s	$\textbf{\color{#35bf28}+6.90\%}$
test_set_nested_new	0.1403ms	23.7119μs	42.1729 KOps/s	41.2489 KOps/s	$\color{#35bf28}+2.24\%$
test_select	94.5770μs	47.6879μs	20.9697 KOps/s	20.6911 KOps/s	$\color{#35bf28}+1.35\%$
test_unbind_speed	0.4212ms	0.3402ms	2.9394 KOps/s	2.9265 KOps/s	$\color{#35bf28}+0.44\%$
test_unbind_speed_stack0	73.7766ms	4.4261ms	225.9334 Ops/s	236.9945 Ops/s	$\color{#d91a1a}-4.67\%$
test_unbind_speed_stack1	2.6520μs	0.6307μs	1.5855 MOps/s	1.6146 MOps/s	$\color{#d91a1a}-1.80\%$
test_split	64.0852ms	1.6781ms	595.8951 Ops/s	594.2416 Ops/s	$\color{#35bf28}+0.28\%$
test_chunk	1.6786ms	1.5455ms	647.0239 Ops/s	598.4736 Ops/s	$\textbf{\color{#35bf28}+8.11\%}$
test_creation[device0]	0.4617ms	0.3030ms	3.3008 KOps/s	3.2949 KOps/s	$\color{#35bf28}+0.18\%$
test_creation_from_tensor	2.7736ms	0.3407ms	2.9350 KOps/s	3.0009 KOps/s	$\color{#d91a1a}-2.20\%$
test_add_one[memmap_tensor0]	0.3428ms	25.7438μs	38.8443 KOps/s	40.3616 KOps/s	$\color{#d91a1a}-3.76\%$
test_contiguous[memmap_tensor0]	50.8860μs	5.9222μs	168.8565 KOps/s	172.2398 KOps/s	$\color{#d91a1a}-1.96\%$
test_stack[memmap_tensor0]	54.3520μs	19.4039μs	51.5361 KOps/s	50.9226 KOps/s	$\color{#35bf28}+1.20\%$
test_memmaptd_index	0.2882ms	0.2035ms	4.9128 KOps/s	4.9779 KOps/s	$\color{#d91a1a}-1.31\%$
test_memmaptd_index_astensor	0.4233ms	0.2624ms	3.8109 KOps/s	3.8795 KOps/s	$\color{#d91a1a}-1.77\%$
test_memmaptd_index_op	0.9187ms	0.5272ms	1.8970 KOps/s	1.8329 KOps/s	$\color{#35bf28}+3.50\%$
test_serialize_model	0.1698s	0.1066s	9.3771 Ops/s	9.9568 Ops/s	$\textbf{\color{#d91a1a}-5.82\%}$
test_serialize_model_filesystem	94.7353ms	91.7411ms	10.9002 Ops/s	9.7640 Ops/s	$\textbf{\color{#35bf28}+11.64\%}$
test_serialize_model_pickle	0.4494s	0.3759s	2.6605 Ops/s	2.5948 Ops/s	$\color{#35bf28}+2.53\%$
test_serialize_weights	0.1654s	0.1053s	9.4967 Ops/s	9.6229 Ops/s	$\color{#d91a1a}-1.31\%$
test_serialize_weights_filesystem	0.1591s	96.4048ms	10.3729 Ops/s	10.8338 Ops/s	$\color{#d91a1a}-4.25\%$
test_serialize_weights_returnearly	0.1957s	0.1288s	7.7648 Ops/s	7.7272 Ops/s	$\color{#35bf28}+0.49\%$
test_serialize_weights_pickle	1.1458s	0.6490s	1.5408 Ops/s	2.0422 Ops/s	$\textbf{\color{#d91a1a}-24.55\%}$
test_reshape_pytree	54.0110μs	23.1813μs	43.1382 KOps/s	43.0928 KOps/s	$\color{#35bf28}+0.11\%$
test_reshape_td	65.5630μs	30.7086μs	32.5641 KOps/s	33.3108 KOps/s	$\color{#d91a1a}-2.24\%$
test_view_pytree	59.7720μs	22.8482μs	43.7672 KOps/s	43.3098 KOps/s	$\color{#35bf28}+1.06\%$
test_view_td	21.5000μs	4.7581μs	210.1667 KOps/s	207.5731 KOps/s	$\color{#35bf28}+1.25\%$
test_unbind_pytree	60.8840μs	26.1876μs	38.1860 KOps/s	37.7214 KOps/s	$\color{#35bf28}+1.23\%$
test_unbind_td	0.1061ms	55.1762μs	18.1238 KOps/s	18.4703 KOps/s	$\color{#d91a1a}-1.88\%$
test_split_pytree	56.8560μs	26.3118μs	38.0058 KOps/s	38.6814 KOps/s	$\color{#d91a1a}-1.75\%$
test_split_td	0.5252ms	43.2773μs	23.1068 KOps/s	22.4706 KOps/s	$\color{#35bf28}+2.83\%$
test_add_pytree	93.2450μs	32.4336μs	30.8323 KOps/s	31.5056 KOps/s	$\color{#d91a1a}-2.14\%$
test_add_td	0.1258ms	44.6732μs	22.3848 KOps/s	21.0399 KOps/s	$\textbf{\color{#35bf28}+6.39\%}$
test_distributed	24.2350μs	5.9815μs	167.1815 KOps/s	159.6915 KOps/s	$\color{#35bf28}+4.69\%$
test_tdmodule	0.7670ms	22.6302μs	44.1887 KOps/s	43.0384 KOps/s	$\color{#35bf28}+2.67\%$
test_tdmodule_dispatch	0.2020ms	40.0170μs	24.9894 KOps/s	23.2012 KOps/s	$\textbf{\color{#35bf28}+7.71\%}$
test_tdseq	0.1188ms	25.1341μs	39.7865 KOps/s	38.9855 KOps/s	$\color{#35bf28}+2.05\%$
test_tdseq_dispatch	0.1364ms	44.2669μs	22.5903 KOps/s	21.8041 KOps/s	$\color{#35bf28}+3.61\%$
test_instantiation_functorch	1.4973ms	1.2885ms	776.1247 Ops/s	776.7345 Ops/s	$\color{#d91a1a}-0.08\%$
test_instantiation_td	1.4781ms	0.9984ms	1.0016 KOps/s	1.0025 KOps/s	$\color{#d91a1a}-0.08\%$
test_exec_functorch	0.2391ms	0.1620ms	6.1713 KOps/s	6.3427 KOps/s	$\color{#d91a1a}-2.70\%$
test_exec_functional_call	0.2357ms	0.1486ms	6.7294 KOps/s	6.7829 KOps/s	$\color{#d91a1a}-0.79\%$
test_exec_td	0.2196ms	0.1430ms	6.9950 KOps/s	6.7688 KOps/s	$\color{#35bf28}+3.34\%$
test_exec_td_decorator	0.6173ms	0.1743ms	5.7357 KOps/s	5.6682 KOps/s	$\color{#35bf28}+1.19\%$
test_vmap_mlp_speed[True-True]	2.0149ms	0.9232ms	1.0832 KOps/s	1.1220 KOps/s	$\color{#d91a1a}-3.46\%$
test_vmap_mlp_speed[True-False]	0.8770ms	0.4826ms	2.0720 KOps/s	2.1092 KOps/s	$\color{#d91a1a}-1.76\%$
test_vmap_mlp_speed[False-True]	1.1173ms	0.7823ms	1.2782 KOps/s	1.2882 KOps/s	$\color{#d91a1a}-0.77\%$
test_vmap_mlp_speed[False-False]	0.6214ms	0.3907ms	2.5595 KOps/s	2.6000 KOps/s	$\color{#d91a1a}-1.56\%$
test_vmap_mlp_speed_decorator[True-True]	2.4033ms	1.7799ms	561.8243 Ops/s	520.1673 Ops/s	$\textbf{\color{#35bf28}+8.01\%}$
test_vmap_mlp_speed_decorator[True-False]	0.9434ms	0.5213ms	1.9183 KOps/s	1.9232 KOps/s	$\color{#d91a1a}-0.26\%$
test_vmap_mlp_speed_decorator[False-True]	2.3576ms	1.4943ms	669.1884 Ops/s	674.0631 Ops/s	$\color{#d91a1a}-0.72\%$
test_vmap_mlp_speed_decorator[False-False]	0.8095ms	0.4034ms	2.4788 KOps/s	2.5257 KOps/s	$\color{#d91a1a}-1.86\%$