[BugFix] Fix (keys, values) in sub

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}28$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	41.3970μs	22.7223μs	44.0096 KOps/s	42.9488 KOps/s	$\color{#35bf28}+2.47\%$
test_plain_set_stack_nested	63.8190μs	23.1330μs	43.2283 KOps/s	42.6912 KOps/s	$\color{#35bf28}+1.26\%$
test_plain_set_nested_inplace	65.0420μs	25.0312μs	39.9501 KOps/s	38.7644 KOps/s	$\color{#35bf28}+3.06\%$
test_plain_set_stack_nested_inplace	55.6240μs	24.7946μs	40.3313 KOps/s	38.7870 KOps/s	$\color{#35bf28}+3.98\%$
test_items	28.8130μs	2.6502μs	377.3367 KOps/s	372.5310 KOps/s	$\color{#35bf28}+1.29\%$
test_items_nested	0.5623ms	0.3695ms	2.7063 KOps/s	2.7213 KOps/s	$\color{#d91a1a}-0.55\%$
test_items_nested_locked	0.5869ms	0.3751ms	2.6658 KOps/s	2.7018 KOps/s	$\color{#d91a1a}-1.33\%$
test_items_nested_leaf	0.1605ms	87.9632μs	11.3684 KOps/s	11.2806 KOps/s	$\color{#35bf28}+0.78\%$
test_items_stack_nested	0.7602ms	0.3716ms	2.6908 KOps/s	2.7426 KOps/s	$\color{#d91a1a}-1.89\%$
test_items_stack_nested_leaf	0.1704ms	89.4505μs	11.1794 KOps/s	11.3340 KOps/s	$\color{#d91a1a}-1.36\%$
test_items_stack_nested_locked	0.6034ms	0.3696ms	2.7060 KOps/s	2.7500 KOps/s	$\color{#d91a1a}-1.60\%$
test_keys	28.2130μs	3.8927μs	256.8899 KOps/s	257.5916 KOps/s	$\color{#d91a1a}-0.27\%$
test_keys_nested	0.2977ms	0.1453ms	6.8811 KOps/s	7.0211 KOps/s	$\color{#d91a1a}-1.99\%$
test_keys_nested_locked	0.7078ms	0.1521ms	6.5747 KOps/s	6.6802 KOps/s	$\color{#d91a1a}-1.58\%$
test_keys_nested_leaf	0.2384ms	0.1241ms	8.0581 KOps/s	8.1164 KOps/s	$\color{#d91a1a}-0.72\%$
test_keys_stack_nested	0.2618ms	0.1457ms	6.8616 KOps/s	6.9307 KOps/s	$\color{#d91a1a}-1.00\%$
test_keys_stack_nested_leaf	0.2296ms	0.1228ms	8.1436 KOps/s	8.1600 KOps/s	$\color{#d91a1a}-0.20\%$
test_keys_stack_nested_locked	0.2869ms	0.1508ms	6.6327 KOps/s	6.6890 KOps/s	$\color{#d91a1a}-0.84\%$
test_values	5.0454μs	1.1799μs	847.5023 KOps/s	881.5315 KOps/s	$\color{#d91a1a}-3.86\%$
test_values_nested	0.1114ms	50.1914μs	19.9237 KOps/s	19.9377 KOps/s	$\color{#d91a1a}-0.07\%$
test_values_nested_locked	99.0950μs	49.8736μs	20.0507 KOps/s	20.1141 KOps/s	$\color{#d91a1a}-0.32\%$
test_values_nested_leaf	0.1002ms	44.9677μs	22.2382 KOps/s	22.2438 KOps/s	$\color{#d91a1a}-0.03\%$
test_values_stack_nested	0.1342ms	50.5068μs	19.7993 KOps/s	20.0596 KOps/s	$\color{#d91a1a}-1.30\%$
test_values_stack_nested_leaf	86.7020μs	44.7836μs	22.3296 KOps/s	22.1042 KOps/s	$\color{#35bf28}+1.02\%$
test_values_stack_nested_locked	93.3240μs	50.1876μs	19.9252 KOps/s	19.6618 KOps/s	$\color{#35bf28}+1.34\%$
test_membership	4.0519μs	0.7547μs	1.3251 MOps/s	1.0378 MOps/s	$\textbf{\color{#35bf28}+27.68\%}$
test_membership_nested	25.4480μs	2.6621μs	375.6388 KOps/s	352.2627 KOps/s	$\textbf{\color{#35bf28}+6.64\%}$
test_membership_nested_leaf	29.9150μs	2.6633μs	375.4752 KOps/s	355.0363 KOps/s	$\textbf{\color{#35bf28}+5.76\%}$
test_membership_stacked_nested	23.1430μs	2.6516μs	377.1337 KOps/s	367.1076 KOps/s	$\color{#35bf28}+2.73\%$
test_membership_stacked_nested_leaf	20.6290μs	2.6405μs	378.7155 KOps/s	366.1049 KOps/s	$\color{#35bf28}+3.44\%$
test_membership_nested_last	0.1291ms	4.2525μs	235.1575 KOps/s	244.1595 KOps/s	$\color{#d91a1a}-3.69\%$
test_membership_nested_leaf_last	43.8120μs	4.1427μs	241.3895 KOps/s	242.6957 KOps/s	$\color{#d91a1a}-0.54\%$
test_membership_stacked_nested_last	27.2500μs	4.1068μs	243.5007 KOps/s	254.3055 KOps/s	$\color{#d91a1a}-4.25\%$
test_membership_stacked_nested_leaf_last	19.4760μs	4.1184μs	242.8111 KOps/s	248.3047 KOps/s	$\color{#d91a1a}-2.21\%$
test_nested_getleaf	39.0020μs	11.0709μs	90.3269 KOps/s	93.5041 KOps/s	$\color{#d91a1a}-3.40\%$
test_nested_get	54.8830μs	10.3804μs	96.3351 KOps/s	96.8802 KOps/s	$\color{#d91a1a}-0.56\%$
test_stacked_getleaf	31.7990μs	10.9362μs	91.4391 KOps/s	93.4414 KOps/s	$\color{#d91a1a}-2.14\%$
test_stacked_get	0.2606ms	10.5305μs	94.9625 KOps/s	96.5816 KOps/s	$\color{#d91a1a}-1.68\%$
test_nested_getitemleaf	39.3540μs	11.4960μs	86.9867 KOps/s	88.9138 KOps/s	$\color{#d91a1a}-2.17\%$
test_nested_getitem	33.9630μs	10.5635μs	94.6654 KOps/s	97.3102 KOps/s	$\color{#d91a1a}-2.72\%$
test_stacked_getitemleaf	33.5930μs	11.4031μs	87.6951 KOps/s	89.2123 KOps/s	$\color{#d91a1a}-1.70\%$
test_stacked_getitem	33.6630μs	10.5168μs	95.0859 KOps/s	96.8387 KOps/s	$\color{#d91a1a}-1.81\%$
test_lock_nested	1.0027ms	0.5149ms	1.9423 KOps/s	1.6350 KOps/s	$\textbf{\color{#35bf28}+18.80\%}$
test_lock_stack_nested	0.8449ms	0.4890ms	2.0450 KOps/s	2.0399 KOps/s	$\color{#35bf28}+0.25\%$
test_unlock_nested	0.8382ms	0.4376ms	2.2851 KOps/s	2.2946 KOps/s	$\color{#d91a1a}-0.41\%$
test_unlock_stack_nested	0.6994ms	0.4029ms	2.4820 KOps/s	2.4852 KOps/s	$\color{#d91a1a}-0.13\%$
test_flatten_speed	0.1967ms	0.1060ms	9.4354 KOps/s	9.2749 KOps/s	$\color{#35bf28}+1.73\%$
test_unflatten_speed	0.6569ms	0.4482ms	2.2313 KOps/s	2.2290 KOps/s	$\color{#35bf28}+0.10\%$
test_common_ops	1.9171ms	1.1469ms	871.8908 Ops/s	827.1231 Ops/s	$\textbf{\color{#35bf28}+5.41\%}$
test_creation	26.0090μs	2.5031μs	399.5028 KOps/s	400.6651 KOps/s	$\color{#d91a1a}-0.29\%$
test_creation_empty	55.5840μs	20.0006μs	49.9985 KOps/s	44.4805 KOps/s	$\textbf{\color{#35bf28}+12.41\%}$
test_creation_nested_1	53.6900μs	23.6549μs	42.2746 KOps/s	38.9234 KOps/s	$\textbf{\color{#35bf28}+8.61\%}$
test_creation_nested_2	1.3242ms	27.4953μs	36.3699 KOps/s	34.2073 KOps/s	$\textbf{\color{#35bf28}+6.32\%}$
test_clone	67.9070μs	17.1473μs	58.3184 KOps/s	55.3606 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_getitem[int]	0.8654ms	13.1401μs	76.1030 KOps/s	74.2859 KOps/s	$\color{#35bf28}+2.45\%$
test_getitem[slice_int]	0.1324ms	33.6768μs	29.6940 KOps/s	28.5413 KOps/s	$\color{#35bf28}+4.04\%$
test_getitem[range]	0.1593ms	58.3569μs	17.1359 KOps/s	16.5401 KOps/s	$\color{#35bf28}+3.60\%$
test_getitem[tuple]	0.1256ms	27.1581μs	36.8215 KOps/s	36.0892 KOps/s	$\color{#35bf28}+2.03\%$
test_getitem[list]	0.1522ms	53.1790μs	18.8044 KOps/s	18.2029 KOps/s	$\color{#35bf28}+3.30\%$
test_setitem_dim[int]	61.2740μs	37.4377μs	26.7110 KOps/s	26.2411 KOps/s	$\color{#35bf28}+1.79\%$
test_setitem_dim[slice_int]	0.1349ms	75.2224μs	13.2939 KOps/s	12.8331 KOps/s	$\color{#35bf28}+3.59\%$
test_setitem_dim[range]	0.1613ms	97.5180μs	10.2545 KOps/s	10.1237 KOps/s	$\color{#35bf28}+1.29\%$
test_setitem_dim[tuple]	0.1021ms	64.8460μs	15.4212 KOps/s	15.8374 KOps/s	$\color{#d91a1a}-2.63\%$
test_setitem	88.7650μs	30.9344μs	32.3265 KOps/s	30.3524 KOps/s	$\textbf{\color{#35bf28}+6.50\%}$
test_set	87.6430μs	30.2976μs	33.0059 KOps/s	30.6419 KOps/s	$\textbf{\color{#35bf28}+7.72\%}$
test_set_shared	3.4067ms	0.2170ms	4.6074 KOps/s	4.5915 KOps/s	$\color{#35bf28}+0.35\%$
test_update	0.8476ms	41.2699μs	24.2308 KOps/s	24.1848 KOps/s	$\color{#35bf28}+0.19\%$
test_update_nested	0.1128ms	49.0020μs	20.4073 KOps/s	19.3734 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_update__nested	0.1121ms	34.5393μs	28.9525 KOps/s	27.3815 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_set_nested	93.1530μs	33.0043μs	30.2991 KOps/s	28.4198 KOps/s	$\textbf{\color{#35bf28}+6.61\%}$
test_set_nested_new	86.3710μs	38.1884μs	26.1860 KOps/s	25.0105 KOps/s	$\color{#35bf28}+4.70\%$
test_select	0.1453ms	55.9143μs	17.8845 KOps/s	17.5315 KOps/s	$\color{#35bf28}+2.01\%$
test_select_nested	0.1162ms	61.6962μs	16.2085 KOps/s	16.8244 KOps/s	$\color{#d91a1a}-3.66\%$
test_exclude_nested	0.1547ms	82.5450μs	12.1146 KOps/s	12.2687 KOps/s	$\color{#d91a1a}-1.26\%$
test_empty[True]	0.5343ms	0.3493ms	2.8629 KOps/s	2.9206 KOps/s	$\color{#d91a1a}-1.97\%$
test_empty[False]	7.2913μs	1.2757μs	783.8547 KOps/s	767.2170 KOps/s	$\color{#35bf28}+2.17\%$
test_unbind_speed	0.4695ms	0.3232ms	3.0938 KOps/s	3.0006 KOps/s	$\color{#35bf28}+3.11\%$
test_unbind_speed_stack0	0.6772ms	0.3227ms	3.0991 KOps/s	3.0645 KOps/s	$\color{#35bf28}+1.13\%$
test_unbind_speed_stack1	77.2287ms	0.8258ms	1.2109 KOps/s	1.2703 KOps/s	$\color{#d91a1a}-4.68\%$
test_split	74.9783ms	2.2543ms	443.5996 Ops/s	394.6534 Ops/s	$\textbf{\color{#35bf28}+12.40\%}$
test_chunk	75.8780ms	2.2670ms	441.1028 Ops/s	454.7622 Ops/s	$\color{#d91a1a}-3.00\%$
test_creation[device0]	0.2238ms	0.1217ms	8.2189 KOps/s	7.9083 KOps/s	$\color{#35bf28}+3.93\%$
test_creation_from_tensor	3.6174ms	0.1226ms	8.1533 KOps/s	8.2892 KOps/s	$\color{#d91a1a}-1.64\%$
test_add_one[memmap_tensor0]	0.1557ms	7.7420μs	129.1661 KOps/s	121.5098 KOps/s	$\textbf{\color{#35bf28}+6.30\%}$
test_contiguous[memmap_tensor0]	17.4930μs	2.1958μs	455.4133 KOps/s	439.9498 KOps/s	$\color{#35bf28}+3.51\%$
test_stack[memmap_tensor0]	45.2050μs	5.7251μs	174.6685 KOps/s	159.9693 KOps/s	$\textbf{\color{#35bf28}+9.19\%}$
test_memmaptd_index	1.0570ms	0.4420ms	2.2624 KOps/s	2.2521 KOps/s	$\color{#35bf28}+0.46\%$
test_memmaptd_index_astensor	0.7569ms	0.5219ms	1.9159 KOps/s	1.9262 KOps/s	$\color{#d91a1a}-0.53\%$
test_memmaptd_index_op	1.8859ms	1.0994ms	909.5905 Ops/s	786.3875 Ops/s	$\textbf{\color{#35bf28}+15.67\%}$
test_serialize_model	0.2012s	0.1412s	7.0825 Ops/s	7.6632 Ops/s	$\textbf{\color{#d91a1a}-7.58\%}$
test_serialize_model_pickle	0.4476s	0.3950s	2.5316 Ops/s	2.5328 Ops/s	$\color{#d91a1a}-0.05\%$
test_serialize_weights	0.1311s	0.1244s	8.0365 Ops/s	7.1286 Ops/s	$\textbf{\color{#35bf28}+12.74\%}$
test_serialize_weights_returnearly	0.2449s	0.1823s	5.4867 Ops/s	6.0668 Ops/s	$\textbf{\color{#d91a1a}-9.56\%}$
test_serialize_weights_pickle	0.4946s	0.4199s	2.3814 Ops/s	2.5223 Ops/s	$\textbf{\color{#d91a1a}-5.59\%}$
test_serialize_weights_filesystem	0.1460s	0.1430s	6.9911 Ops/s	7.0024 Ops/s	$\color{#d91a1a}-0.16\%$
test_serialize_model_filesystem	0.1575s	0.1518s	6.5863 Ops/s	6.5629 Ops/s	$\color{#35bf28}+0.36\%$
test_reshape_pytree	84.6380μs	39.5313μs	25.2964 KOps/s	24.9644 KOps/s	$\color{#35bf28}+1.33\%$
test_reshape_td	0.1182ms	49.1289μs	20.3546 KOps/s	19.3407 KOps/s	$\textbf{\color{#35bf28}+5.24\%}$
test_view_pytree	93.9550μs	39.5774μs	25.2669 KOps/s	25.3909 KOps/s	$\color{#d91a1a}-0.49\%$
test_view_td	0.1500ms	56.8299μs	17.5964 KOps/s	17.5768 KOps/s	$\color{#35bf28}+0.11\%$
test_unbind_pytree	71.7140μs	35.7072μs	28.0055 KOps/s	27.6903 KOps/s	$\color{#35bf28}+1.14\%$
test_unbind_td	0.3267ms	47.9816μs	20.8413 KOps/s	20.5346 KOps/s	$\color{#35bf28}+1.49\%$
test_split_pytree	82.6240μs	38.8807μs	25.7197 KOps/s	25.0254 KOps/s	$\color{#35bf28}+2.77\%$
test_split_td	75.4821ms	71.5753μs	13.9713 KOps/s	15.4184 KOps/s	$\textbf{\color{#d91a1a}-9.39\%}$
test_add_pytree	0.1321ms	43.5371μs	22.9689 KOps/s	21.6018 KOps/s	$\textbf{\color{#35bf28}+6.33\%}$
test_add_td	0.1878ms	87.2304μs	11.4639 KOps/s	10.5285 KOps/s	$\textbf{\color{#35bf28}+8.88\%}$
test_distributed	0.2670ms	0.1329ms	7.5245 KOps/s	7.6189 KOps/s	$\color{#d91a1a}-1.24\%$
test_tdmodule	33.2420μs	16.9692μs	58.9304 KOps/s	51.7545 KOps/s	$\textbf{\color{#35bf28}+13.87\%}$
test_tdmodule_dispatch	59.9920μs	36.3369μs	27.5202 KOps/s	25.0349 KOps/s	$\textbf{\color{#35bf28}+9.93\%}$
test_tdseq	43.0200μs	19.8579μs	50.3579 KOps/s	47.5730 KOps/s	$\textbf{\color{#35bf28}+5.85\%}$
test_tdseq_dispatch	62.7470μs	40.6067μs	24.6265 KOps/s	23.0984 KOps/s	$\textbf{\color{#35bf28}+6.62\%}$
test_instantiation_functorch	1.7539ms	1.5976ms	625.9477 Ops/s	626.3290 Ops/s	$\color{#d91a1a}-0.06\%$
test_instantiation_td	2.2004ms	1.1651ms	858.3297 Ops/s	863.5623 Ops/s	$\color{#d91a1a}-0.61\%$
test_exec_functorch	0.3418ms	0.1806ms	5.5362 KOps/s	5.5202 KOps/s	$\color{#35bf28}+0.29\%$
test_exec_functional_call	5.3986ms	0.1736ms	5.7592 KOps/s	5.7652 KOps/s	$\color{#d91a1a}-0.10\%$
test_exec_td	0.3373ms	0.1748ms	5.7198 KOps/s	5.7485 KOps/s	$\color{#d91a1a}-0.50\%$
test_exec_td_decorator	0.4673ms	0.2617ms	3.8207 KOps/s	3.8998 KOps/s	$\color{#d91a1a}-2.03\%$
test_vmap_mlp_speed[True-True]	0.8755ms	0.6111ms	1.6363 KOps/s	1.6015 KOps/s	$\color{#35bf28}+2.17\%$
test_vmap_mlp_speed[True-False]	0.8763ms	0.6156ms	1.6244 KOps/s	1.6107 KOps/s	$\color{#35bf28}+0.85\%$
test_vmap_mlp_speed[False-True]	0.8169ms	0.5013ms	1.9947 KOps/s	1.9531 KOps/s	$\color{#35bf28}+2.13\%$
test_vmap_mlp_speed[False-False]	1.1274ms	0.4995ms	2.0019 KOps/s	1.9537 KOps/s	$\color{#35bf28}+2.47\%$
test_vmap_mlp_speed_decorator[True-True]	1.0838ms	0.7077ms	1.4131 KOps/s	1.4084 KOps/s	$\color{#35bf28}+0.33\%$
test_vmap_mlp_speed_decorator[True-False]	1.1696ms	0.7070ms	1.4144 KOps/s	1.3557 KOps/s	$\color{#35bf28}+4.33\%$
test_vmap_mlp_speed_decorator[False-True]	1.1555ms	0.6042ms	1.6552 KOps/s	1.7191 KOps/s	$\color{#d91a1a}-3.72\%$
test_vmap_mlp_speed_decorator[False-False]	0.9156ms	0.5779ms	1.7303 KOps/s	1.7153 KOps/s	$\color{#35bf28}+0.88\%$
test_to_module_speed[True]	2.3631ms	1.8233ms	548.4482 Ops/s	556.4121 Ops/s	$\color{#d91a1a}-1.43\%$
test_to_module_speed[False]	2.2468ms	1.7745ms	563.5460 Ops/s	562.0112 Ops/s	$\color{#35bf28}+0.27\%$
test_tc_init	96.4300μs	45.5573μs	21.9504 KOps/s	20.4369 KOps/s	$\textbf{\color{#35bf28}+7.41\%}$
test_tc_init_nested	0.1679ms	94.6353μs	10.5669 KOps/s	10.1004 KOps/s	$\color{#35bf28}+4.62\%$
test_tc_first_layer_tensor	54.1100μs	9.0989μs	109.9030 KOps/s	108.7524 KOps/s	$\color{#35bf28}+1.06\%$
test_tc_first_layer_nontensor	53.6600μs	9.1465μs	109.3312 KOps/s	109.0340 KOps/s	$\color{#35bf28}+0.27\%$
test_tc_second_layer_tensor	19.6860μs	2.8978μs	345.0876 KOps/s	351.9284 KOps/s	$\color{#d91a1a}-1.94\%$
test_tc_second_layer_nontensor	55.8040μs	10.2803μs	97.2738 KOps/s	97.3509 KOps/s	$\color{#d91a1a}-0.08\%$
test_unbind	97.5956ms	13.7305ms	72.8308 Ops/s	75.1765 Ops/s	$\color{#d91a1a}-3.12\%$
test_full_like	8.9573ms	7.2619ms	137.7050 Ops/s	139.4639 Ops/s	$\color{#d91a1a}-1.26\%$
test_zeros_like	13.0549ms	6.4885ms	154.1185 Ops/s	159.6210 Ops/s	$\color{#d91a1a}-3.45\%$
test_ones_like	14.5941ms	7.6714ms	130.3535 Ops/s	140.7343 Ops/s	$\textbf{\color{#d91a1a}-7.38\%}$
test_clone	14.1756ms	9.3179ms	107.3198 Ops/s	113.6487 Ops/s	$\textbf{\color{#d91a1a}-5.57\%}$
test_squeeze	64.1000μs	13.9890μs	71.4846 KOps/s	69.6551 KOps/s	$\color{#35bf28}+2.63\%$
test_unsqueeze	0.1957ms	97.6287μs	10.2429 KOps/s	9.2213 KOps/s	$\textbf{\color{#35bf28}+11.08\%}$
test_split	0.4519ms	0.2085ms	4.7951 KOps/s	4.6939 KOps/s	$\color{#35bf28}+2.16\%$
test_permute	0.4665ms	0.2265ms	4.4147 KOps/s	4.3355 KOps/s	$\color{#35bf28}+1.83\%$
test_stack	31.6002ms	25.2329ms	39.6308 Ops/s	41.3034 Ops/s	$\color{#d91a1a}-4.05\%$
test_cat	29.5932ms	25.0251ms	39.9599 Ops/s	41.5027 Ops/s	$\color{#d91a1a}-3.72\%$

[github-actions]

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}18$. Worsened: $\large\color{#d91a1a}10$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	26.9410μs	15.4074μs	64.9040 KOps/s	59.5570 KOps/s	$\textbf{\color{#35bf28}+8.98\%}$
test_plain_set_stack_nested	37.0600μs	15.3124μs	65.3066 KOps/s	59.6148 KOps/s	$\textbf{\color{#35bf28}+9.55\%}$
test_plain_set_nested_inplace	45.7110μs	16.4164μs	60.9147 KOps/s	55.9982 KOps/s	$\textbf{\color{#35bf28}+8.78\%}$
test_plain_set_stack_nested_inplace	43.2710μs	16.4360μs	60.8421 KOps/s	56.4249 KOps/s	$\textbf{\color{#35bf28}+7.83\%}$
test_items	16.3400μs	4.6081μs	217.0075 KOps/s	214.4173 KOps/s	$\color{#35bf28}+1.21\%$
test_items_nested	0.4405ms	0.3875ms	2.5808 KOps/s	2.5366 KOps/s	$\color{#35bf28}+1.74\%$
test_items_nested_locked	0.4290ms	0.3909ms	2.5583 KOps/s	2.5504 KOps/s	$\color{#35bf28}+0.31\%$
test_items_nested_leaf	0.1064ms	85.5378μs	11.6907 KOps/s	11.5313 KOps/s	$\color{#35bf28}+1.38\%$
test_items_stack_nested	0.4498ms	0.3952ms	2.5303 KOps/s	2.5347 KOps/s	$\color{#d91a1a}-0.17\%$
test_items_stack_nested_leaf	0.1073ms	86.1002μs	11.6144 KOps/s	11.5491 KOps/s	$\color{#35bf28}+0.56\%$
test_items_stack_nested_locked	0.4273ms	0.3988ms	2.5073 KOps/s	2.5264 KOps/s	$\color{#d91a1a}-0.75\%$
test_keys	21.9510μs	4.3641μs	229.1415 KOps/s	226.0935 KOps/s	$\color{#35bf28}+1.35\%$
test_keys_nested	91.7630μs	67.1304μs	14.8964 KOps/s	15.1861 KOps/s	$\color{#d91a1a}-1.91\%$
test_keys_nested_locked	1.8699ms	71.0104μs	14.0824 KOps/s	13.7021 KOps/s	$\color{#35bf28}+2.78\%$
test_keys_nested_leaf	79.6810μs	56.0910μs	17.8282 KOps/s	17.2879 KOps/s	$\color{#35bf28}+3.13\%$
test_keys_stack_nested	86.1620μs	65.3446μs	15.3035 KOps/s	15.3780 KOps/s	$\color{#d91a1a}-0.48\%$
test_keys_stack_nested_leaf	80.6520μs	56.7201μs	17.6304 KOps/s	17.3493 KOps/s	$\color{#35bf28}+1.62\%$
test_keys_stack_nested_locked	0.1014ms	71.9450μs	13.8995 KOps/s	13.7432 KOps/s	$\color{#35bf28}+1.14\%$
test_values	8.6567μs	1.7559μs	569.5081 KOps/s	567.3254 KOps/s	$\color{#35bf28}+0.38\%$
test_values_nested	54.9710μs	33.8518μs	29.5406 KOps/s	29.5624 KOps/s	$\color{#d91a1a}-0.07\%$
test_values_nested_locked	58.6110μs	35.8708μs	27.8778 KOps/s	28.0283 KOps/s	$\color{#d91a1a}-0.54\%$
test_values_nested_leaf	44.6310μs	30.0903μs	33.2333 KOps/s	33.3791 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_stack_nested	60.0510μs	34.6169μs	28.8876 KOps/s	29.4781 KOps/s	$\color{#d91a1a}-2.00\%$
test_values_stack_nested_leaf	50.7010μs	30.9576μs	32.3022 KOps/s	33.1711 KOps/s	$\color{#d91a1a}-2.62\%$
test_values_stack_nested_locked	54.4920μs	36.7370μs	27.2205 KOps/s	28.0019 KOps/s	$\color{#d91a1a}-2.79\%$
test_membership	1.4145μs	0.5450μs	1.8349 MOps/s	1.8462 MOps/s	$\color{#d91a1a}-0.61\%$
test_membership_nested	18.1200μs	2.0881μs	478.9077 KOps/s	471.6394 KOps/s	$\color{#35bf28}+1.54\%$
test_membership_nested_leaf	16.0755μs	2.0520μs	487.3194 KOps/s	488.4312 KOps/s	$\color{#d91a1a}-0.23\%$
test_membership_stacked_nested	24.7510μs	2.0837μs	479.9114 KOps/s	472.1140 KOps/s	$\color{#35bf28}+1.65\%$
test_membership_stacked_nested_leaf	31.7910μs	2.0463μs	488.6778 KOps/s	479.9480 KOps/s	$\color{#35bf28}+1.82\%$
test_membership_nested_last	20.6810μs	3.0028μs	333.0175 KOps/s	325.2360 KOps/s	$\color{#35bf28}+2.39\%$
test_membership_nested_leaf_last	31.0510μs	2.9933μs	334.0821 KOps/s	331.4320 KOps/s	$\color{#35bf28}+0.80\%$
test_membership_stacked_nested_last	24.7100μs	4.3758μs	228.5318 KOps/s	333.7789 KOps/s	$\textbf{\color{#d91a1a}-31.53\%}$
test_membership_stacked_nested_leaf_last	22.5610μs	4.3195μs	231.5083 KOps/s	328.2295 KOps/s	$\textbf{\color{#d91a1a}-29.47\%}$
test_nested_getleaf	37.7910μs	7.9930μs	125.1099 KOps/s	124.3339 KOps/s	$\color{#35bf28}+0.62\%$
test_nested_get	30.4000μs	7.5451μs	132.5367 KOps/s	131.2504 KOps/s	$\color{#35bf28}+0.98\%$
test_stacked_getleaf	29.4310μs	8.0503μs	124.2196 KOps/s	124.3413 KOps/s	$\color{#d91a1a}-0.10\%$
test_stacked_get	32.9410μs	7.5112μs	133.1353 KOps/s	131.9112 KOps/s	$\color{#35bf28}+0.93\%$
test_nested_getitemleaf	23.5910μs	8.1293μs	123.0121 KOps/s	122.4599 KOps/s	$\color{#35bf28}+0.45\%$
test_nested_getitem	27.6510μs	7.6819μs	130.1763 KOps/s	128.8586 KOps/s	$\color{#35bf28}+1.02\%$
test_stacked_getitemleaf	22.6410μs	8.1915μs	122.0781 KOps/s	121.6771 KOps/s	$\color{#35bf28}+0.33\%$
test_stacked_getitem	31.8810μs	7.7037μs	129.8077 KOps/s	129.3669 KOps/s	$\color{#35bf28}+0.34\%$
test_lock_nested	4.3976ms	0.4848ms	2.0626 KOps/s	2.0714 KOps/s	$\color{#d91a1a}-0.42\%$
test_lock_stack_nested	0.4736ms	0.4341ms	2.3036 KOps/s	2.2499 KOps/s	$\color{#35bf28}+2.39\%$
test_unlock_nested	0.8472ms	0.4007ms	2.4958 KOps/s	2.4614 KOps/s	$\color{#35bf28}+1.40\%$
test_unlock_stack_nested	0.4092ms	0.3547ms	2.8195 KOps/s	2.7658 KOps/s	$\color{#35bf28}+1.94\%$
test_flatten_speed	0.1992ms	0.1069ms	9.3531 KOps/s	9.5155 KOps/s	$\color{#d91a1a}-1.71\%$
test_unflatten_speed	0.3455ms	0.2966ms	3.3710 KOps/s	3.3776 KOps/s	$\color{#d91a1a}-0.19\%$
test_common_ops	1.6971ms	1.2787ms	782.0374 Ops/s	748.5977 Ops/s	$\color{#35bf28}+4.47\%$
test_creation	17.0500μs	1.9916μs	502.1201 KOps/s	504.0542 KOps/s	$\color{#d91a1a}-0.38\%$
test_creation_empty	36.9310μs	14.3929μs	69.4789 KOps/s	59.4282 KOps/s	$\textbf{\color{#35bf28}+16.91\%}$
test_creation_nested_1	41.9510μs	16.3887μs	61.0175 KOps/s	52.5891 KOps/s	$\textbf{\color{#35bf28}+16.03\%}$
test_creation_nested_2	43.8600μs	18.8916μs	52.9336 KOps/s	45.4877 KOps/s	$\textbf{\color{#35bf28}+16.37\%}$
test_clone	57.3610μs	31.3326μs	31.9157 KOps/s	32.0896 KOps/s	$\color{#d91a1a}-0.54\%$
test_getitem[int]	1.1849ms	17.7399μs	56.3701 KOps/s	57.3979 KOps/s	$\color{#d91a1a}-1.79\%$
test_getitem[slice_int]	0.1538ms	29.8664μs	33.4825 KOps/s	34.2937 KOps/s	$\color{#d91a1a}-2.37\%$
test_getitem[range]	0.3110ms	0.1195ms	8.3690 KOps/s	8.3887 KOps/s	$\color{#d91a1a}-0.23\%$
test_getitem[tuple]	0.1502ms	26.2479μs	38.0983 KOps/s	38.5674 KOps/s	$\color{#d91a1a}-1.22\%$
test_getitem[list]	0.2773ms	0.1089ms	9.1793 KOps/s	9.3232 KOps/s	$\color{#d91a1a}-1.54\%$
test_setitem_dim[int]	74.0720μs	51.7468μs	19.3249 KOps/s	18.1243 KOps/s	$\textbf{\color{#35bf28}+6.62\%}$
test_setitem_dim[slice_int]	0.1005ms	77.0893μs	12.9720 KOps/s	12.6242 KOps/s	$\color{#35bf28}+2.76\%$
test_setitem_dim[range]	0.1731ms	0.1412ms	7.0816 KOps/s	7.0082 KOps/s	$\color{#35bf28}+1.05\%$
test_setitem_dim[tuple]	0.1619ms	70.1824μs	14.2486 KOps/s	13.8029 KOps/s	$\color{#35bf28}+3.23\%$
test_setitem	78.0820μs	43.3361μs	23.0754 KOps/s	22.6521 KOps/s	$\color{#35bf28}+1.87\%$
test_set	69.6410μs	41.7419μs	23.9567 KOps/s	22.8678 KOps/s	$\color{#35bf28}+4.76\%$
test_set_shared	0.3903ms	55.0147μs	18.1770 KOps/s	18.1636 KOps/s	$\color{#35bf28}+0.07\%$
test_update	87.5620μs	51.6162μs	19.3738 KOps/s	18.7866 KOps/s	$\color{#35bf28}+3.13\%$
test_update_nested	85.8320μs	59.8592μs	16.7059 KOps/s	16.5913 KOps/s	$\color{#35bf28}+0.69\%$
test_update__nested	0.1336ms	68.3630μs	14.6278 KOps/s	15.9756 KOps/s	$\textbf{\color{#d91a1a}-8.44\%}$
test_set_nested	77.2620μs	47.9349μs	20.8616 KOps/s	22.0050 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_set_nested_new	74.5720μs	51.7860μs	19.3103 KOps/s	20.0040 KOps/s	$\color{#d91a1a}-3.47\%$
test_select	0.1003ms	67.3722μs	14.8429 KOps/s	15.3017 KOps/s	$\color{#d91a1a}-3.00\%$
test_select_nested	0.4868ms	54.3975μs	18.3832 KOps/s	18.8719 KOps/s	$\color{#d91a1a}-2.59\%$
test_exclude_nested	99.2020μs	75.0972μs	13.3161 KOps/s	13.7418 KOps/s	$\color{#d91a1a}-3.10\%$
test_empty[True]	0.3401ms	0.3003ms	3.3295 KOps/s	3.3730 KOps/s	$\color{#d91a1a}-1.29\%$
test_empty[False]	2.7380μs	0.9330μs	1.0718 MOps/s	1.0867 MOps/s	$\color{#d91a1a}-1.37\%$
test_to	57.8710μs	38.0436μs	26.2856 KOps/s	27.1533 KOps/s	$\color{#d91a1a}-3.20\%$
test_to_nonblocking	53.4410μs	23.7716μs	42.0669 KOps/s	42.1143 KOps/s	$\color{#d91a1a}-0.11\%$
test_unbind_speed	0.3418ms	0.3070ms	3.2573 KOps/s	3.1425 KOps/s	$\color{#35bf28}+3.65\%$
test_unbind_speed_stack0	0.3513ms	0.3014ms	3.3174 KOps/s	3.2050 KOps/s	$\color{#35bf28}+3.51\%$
test_unbind_speed_stack1	88.9872ms	0.7859ms	1.2725 KOps/s	1.2597 KOps/s	$\color{#35bf28}+1.01\%$
test_split	91.7578ms	2.3881ms	418.7425 Ops/s	420.8472 Ops/s	$\color{#d91a1a}-0.50\%$
test_chunk	91.2964ms	2.3755ms	420.9599 Ops/s	419.4262 Ops/s	$\color{#35bf28}+0.37\%$
test_creation[device0]	0.1581ms	0.1044ms	9.5781 KOps/s	9.5118 KOps/s	$\color{#35bf28}+0.70\%$
test_creation_from_tensor	0.1564ms	0.1025ms	9.7561 KOps/s	9.7913 KOps/s	$\color{#d91a1a}-0.36\%$
test_add_one[memmap_tensor0]	26.0510μs	10.1685μs	98.3431 KOps/s	93.5751 KOps/s	$\textbf{\color{#35bf28}+5.10\%}$
test_contiguous[memmap_tensor0]	21.5500μs	2.1845μs	457.7724 KOps/s	448.4145 KOps/s	$\color{#35bf28}+2.09\%$
test_stack[memmap_tensor0]	52.5110μs	7.1864μs	139.1509 KOps/s	139.6515 KOps/s	$\color{#d91a1a}-0.36\%$
test_memmaptd_index	1.1103ms	0.4469ms	2.2375 KOps/s	2.2420 KOps/s	$\color{#d91a1a}-0.20\%$
test_memmaptd_index_astensor	0.7734ms	0.5098ms	1.9614 KOps/s	1.8550 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_memmaptd_index_op	1.4590ms	1.0311ms	969.8087 Ops/s	909.8104 Ops/s	$\textbf{\color{#35bf28}+6.59\%}$
test_serialize_model	99.3850ms	94.9508ms	10.5318 Ops/s	10.1877 Ops/s	$\color{#35bf28}+3.38\%$
test_serialize_model_pickle	1.3694s	1.2395s	0.8068 Ops/s	0.8064 Ops/s	$\color{#35bf28}+0.05\%$
test_serialize_weights	0.1847s	0.1017s	9.8307 Ops/s	9.4492 Ops/s	$\color{#35bf28}+4.04\%$
test_serialize_weights_returnearly	0.3139s	88.4810ms	11.3019 Ops/s	11.6390 Ops/s	$\color{#d91a1a}-2.90\%$
test_serialize_weights_pickle	1.3511s	1.2362s	0.8089 Ops/s	0.8086 Ops/s	$\color{#35bf28}+0.04\%$
test_reshape_pytree	68.9310μs	38.8653μs	25.7299 KOps/s	25.4244 KOps/s	$\color{#35bf28}+1.20\%$
test_reshape_td	68.6820μs	48.1644μs	20.7622 KOps/s	21.9670 KOps/s	$\textbf{\color{#d91a1a}-5.48\%}$
test_view_pytree	75.1420μs	39.2586μs	25.4721 KOps/s	24.5007 KOps/s	$\color{#35bf28}+3.96\%$
test_view_td	0.2260ms	58.2442μs	17.1691 KOps/s	19.5174 KOps/s	$\textbf{\color{#d91a1a}-12.03\%}$
test_unbind_pytree	0.1614ms	37.8559μs	26.4160 KOps/s	26.0910 KOps/s	$\color{#35bf28}+1.25\%$
test_unbind_td	0.4196ms	46.3014μs	21.5976 KOps/s	21.0134 KOps/s	$\color{#35bf28}+2.78\%$
test_split_pytree	80.6210μs	51.4238μs	19.4462 KOps/s	19.4300 KOps/s	$\color{#35bf28}+0.08\%$
test_split_td	0.4968ms	61.2298μs	16.3319 KOps/s	16.1170 KOps/s	$\color{#35bf28}+1.33\%$
test_add_pytree	0.1003ms	60.7351μs	16.4649 KOps/s	16.4037 KOps/s	$\color{#35bf28}+0.37\%$
test_add_td	0.1355ms	91.8794μs	10.8838 KOps/s	10.1946 KOps/s	$\textbf{\color{#35bf28}+6.76\%}$
test_compile_add_one_nested[tensordict-compile]	0.4089ms	0.2113ms	4.7316 KOps/s	4.7349 KOps/s	$\color{#d91a1a}-0.07\%$
test_compile_add_one_nested[tensordict-eager]	0.2598ms	0.1738ms	5.7535 KOps/s	5.7726 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_add_one_nested[pytree-compile]	0.1806ms	0.1465ms	6.8260 KOps/s	6.7872 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_add_one_nested[pytree-eager]	0.2483ms	0.1956ms	5.1132 KOps/s	5.0622 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_copy_nested[tensordict-compile]	45.0810μs	21.6034μs	46.2889 KOps/s	44.6837 KOps/s	$\color{#35bf28}+3.59\%$
test_compile_copy_nested[tensordict-eager]	76.8810μs	48.8530μs	20.4696 KOps/s	20.5212 KOps/s	$\color{#d91a1a}-0.25\%$
test_compile_copy_nested[pytree-compile]	99.2830μs	72.1268μs	13.8645 KOps/s	13.6492 KOps/s	$\color{#35bf28}+1.58\%$
test_compile_copy_nested[pytree-eager]	83.0610μs	59.7963μs	16.7234 KOps/s	16.7125 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_one_flat[tensordict-compile]	0.4068ms	0.3283ms	3.0462 KOps/s	3.0349 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_add_one_flat[tensordict-eager]	0.2561ms	0.2222ms	4.5010 KOps/s	4.4932 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_one_flat[tensorclass-compile]	0.1704ms	0.1311ms	7.6299 KOps/s	7.6081 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_add_one_flat[tensorclass-eager]	0.1171ms	62.8806μs	15.9032 KOps/s	15.8431 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_add_one_flat[pytree-compile]	0.3707ms	0.3278ms	3.0502 KOps/s	3.0715 KOps/s	$\color{#d91a1a}-0.69\%$
test_compile_add_one_flat[pytree-eager]	0.7052ms	0.6426ms	1.5562 KOps/s	1.5523 KOps/s	$\color{#35bf28}+0.25\%$
test_compile_add_self_flat[tensordict-eager]	0.3214ms	0.2723ms	3.6722 KOps/s	3.6849 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_self_flat[tensordict-compile]	0.4068ms	0.3298ms	3.0324 KOps/s	3.0189 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_add_self_flat[tensorclass-eager]	0.1556ms	75.0415μs	13.3260 KOps/s	13.2308 KOps/s	$\color{#35bf28}+0.72\%$
test_compile_add_self_flat[tensorclass-compile]	0.2839ms	0.1323ms	7.5601 KOps/s	7.4552 KOps/s	$\color{#35bf28}+1.41\%$
test_compile_add_self_flat[pytree-eager]	0.6151ms	0.5427ms	1.8426 KOps/s	1.8241 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_add_self_flat[pytree-compile]	0.3603ms	0.3273ms	3.0552 KOps/s	3.0600 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_copy_flat[tensordict-compile]	40.6810μs	18.6343μs	53.6645 KOps/s	52.9300 KOps/s	$\color{#35bf28}+1.39\%$
test_compile_copy_flat[tensordict-eager]	48.0710μs	31.6253μs	31.6202 KOps/s	31.1130 KOps/s	$\color{#35bf28}+1.63\%$
test_compile_copy_flat[pytree-compile]	0.1093ms	75.4315μs	13.2571 KOps/s	13.2171 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_copy_flat[pytree-eager]	91.8220μs	60.3925μs	16.5583 KOps/s	16.4098 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_assign_and_add[tensordict-compile]	2.5066ms	0.9271ms	1.0787 KOps/s	1.0595 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_assign_and_add[tensordict-eager]	3.4825ms	3.3472ms	298.7546 Ops/s	290.0832 Ops/s	$\color{#35bf28}+2.99\%$
test_compile_assign_and_add[pytree-compile]	2.4925ms	0.9134ms	1.0948 KOps/s	1.0840 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_assign_and_add[pytree-eager]	4.5653ms	3.3909ms	294.9053 Ops/s	291.7828 Ops/s	$\color{#35bf28}+1.07\%$
test_compile_indexing[tensor-tensordict-compile]	0.1592ms	0.1139ms	8.7772 KOps/s	8.8538 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_indexing[tensor-tensordict-eager]	0.2493ms	67.8281μs	14.7432 KOps/s	14.8670 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1358ms	0.1041ms	9.6027 KOps/s	9.5039 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_indexing[tensor-tensorclass-eager]	96.4820μs	46.9714μs	21.2896 KOps/s	21.0671 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_indexing[tensor-pytree-compile]	0.1394ms	0.1065ms	9.3916 KOps/s	9.3252 KOps/s	$\color{#35bf28}+0.71\%$
test_compile_indexing[tensor-pytree-eager]	80.3120μs	48.2253μs	20.7360 KOps/s	21.1023 KOps/s	$\color{#d91a1a}-1.74\%$
test_compile_indexing[slice-tensordict-compile]	0.1721ms	0.1401ms	7.1364 KOps/s	7.0571 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_indexing[slice-tensordict-eager]	0.1887ms	26.9879μs	37.0536 KOps/s	36.5376 KOps/s	$\color{#35bf28}+1.41\%$
test_compile_indexing[slice-tensorclass-compile]	0.1746ms	0.1312ms	7.6214 KOps/s	7.5215 KOps/s	$\color{#35bf28}+1.33\%$
test_compile_indexing[slice-tensorclass-eager]	51.1410μs	22.9556μs	43.5623 KOps/s	42.8208 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_indexing[slice-pytree-compile]	0.1642ms	0.1317ms	7.5954 KOps/s	7.4833 KOps/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[slice-pytree-eager]	47.5510μs	23.0950μs	43.2994 KOps/s	43.1073 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_indexing[int-tensordict-compile]	0.1664ms	0.1398ms	7.1545 KOps/s	7.1064 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_indexing[int-tensordict-eager]	0.4971ms	27.2378μs	36.7137 KOps/s	37.1769 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_indexing[int-tensorclass-compile]	0.1614ms	0.1316ms	7.5998 KOps/s	7.5092 KOps/s	$\color{#35bf28}+1.21\%$
test_compile_indexing[int-tensorclass-eager]	59.1110μs	23.0454μs	43.3926 KOps/s	43.1061 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_indexing[int-pytree-compile]	0.1643ms	0.1315ms	7.6057 KOps/s	7.5312 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_indexing[int-pytree-eager]	46.3910μs	22.8789μs	43.7084 KOps/s	43.1523 KOps/s	$\color{#35bf28}+1.29\%$
test_mod_add[eager]	70.6310μs	37.9329μs	26.3623 KOps/s	26.3564 KOps/s	$\color{#35bf28}+0.02\%$
test_mod_add[compile]	0.1729ms	68.0717μs	14.6904 KOps/s	14.4239 KOps/s	$\color{#35bf28}+1.85\%$
test_mod_add[compile-overhead]	0.2628ms	0.1485ms	6.7328 KOps/s	6.6398 KOps/s	$\color{#35bf28}+1.40\%$
test_mod_wrap[eager]	0.4046ms	0.2565ms	3.8985 KOps/s	3.8738 KOps/s	$\color{#35bf28}+0.64\%$
test_mod_wrap[compile]	1.2240ms	0.2976ms	3.3599 KOps/s	3.3256 KOps/s	$\color{#35bf28}+1.03\%$
test_mod_wrap[compile-overhead]	8.2351ms	4.2980ms	232.6657 Ops/s	233.0126 Ops/s	$\color{#d91a1a}-0.15\%$
test_mod_wrap_and_backward[eager]	1.5965ms	1.4536ms	687.9593 Ops/s	685.5892 Ops/s	$\color{#35bf28}+0.35\%$
test_mod_wrap_and_backward[compile]	1.6111ms	1.4737ms	678.5525 Ops/s	726.7149 Ops/s	$\textbf{\color{#d91a1a}-6.63\%}$
test_mod_wrap_and_backward[compile-overhead]	1.7846ms	1.0622ms	941.4182 Ops/s	1.1076 KOps/s	$\textbf{\color{#d91a1a}-15.00\%}$
test_seq_add[eager]	0.1524ms	0.1114ms	8.9741 KOps/s	8.5038 KOps/s	$\textbf{\color{#35bf28}+5.53\%}$
test_seq_add[compile]	0.1503ms	89.3284μs	11.1946 KOps/s	11.4003 KOps/s	$\color{#d91a1a}-1.80\%$
test_seq_add[compile-overhead]	0.1595ms	0.1246ms	8.0264 KOps/s	8.0867 KOps/s	$\color{#d91a1a}-0.75\%$
test_seq_wrap[eager]	0.4987ms	0.4368ms	2.2893 KOps/s	2.2156 KOps/s	$\color{#35bf28}+3.33\%$
test_seq_wrap[compile]	1.4878ms	0.3445ms	2.9024 KOps/s	2.8442 KOps/s	$\color{#35bf28}+2.05\%$
test_seq_wrap[compile-overhead]	0.3045s	0.1456s	6.8703 Ops/s	6.8077 Ops/s	$\color{#35bf28}+0.92\%$
test_func_call_runtime[False-eager]	1.1009ms	0.7953ms	1.2574 KOps/s	1.3137 KOps/s	$\color{#d91a1a}-4.29\%$
test_func_call_runtime[False-compile]	0.9050ms	0.8293ms	1.2058 KOps/s	1.2065 KOps/s	$\color{#d91a1a}-0.06\%$
test_func_call_runtime[False-compile-overhead]	0.4349ms	0.3629ms	2.7554 KOps/s	2.7363 KOps/s	$\color{#35bf28}+0.70\%$
test_func_call_runtime[True-eager]	1.3599ms	1.0122ms	987.8991 Ops/s	985.7730 Ops/s	$\color{#35bf28}+0.22\%$
test_func_call_runtime[True-compile]	0.9513ms	0.8633ms	1.1583 KOps/s	1.1538 KOps/s	$\color{#35bf28}+0.39\%$
test_func_call_runtime[True-compile-overhead]	0.4617ms	0.4049ms	2.4697 KOps/s	2.4655 KOps/s	$\color{#35bf28}+0.17\%$
test_distributed	0.2726ms	68.0825μs	14.6881 KOps/s	11.1452 KOps/s	$\textbf{\color{#35bf28}+31.79\%}$
test_tdmodule	29.1110μs	14.0585μs	71.1312 KOps/s	62.3466 KOps/s	$\textbf{\color{#35bf28}+14.09\%}$
test_tdmodule_dispatch	50.8310μs	29.0860μs	34.3808 KOps/s	29.4473 KOps/s	$\textbf{\color{#35bf28}+16.75\%}$
test_tdseq	31.8110μs	15.2549μs	65.5528 KOps/s	57.3123 KOps/s	$\textbf{\color{#35bf28}+14.38\%}$
test_tdseq_dispatch	60.0410μs	32.0455μs	31.2056 KOps/s	27.6620 KOps/s	$\textbf{\color{#35bf28}+12.81\%}$
test_instantiation_functorch	2.1616ms	2.0276ms	493.1979 Ops/s	496.6940 Ops/s	$\color{#d91a1a}-0.70\%$
test_instantiation_td	2.0158ms	1.3146ms	760.6660 Ops/s	759.9221 Ops/s	$\color{#35bf28}+0.10\%$
test_exec_functorch	0.2871ms	0.2312ms	4.3253 KOps/s	4.3571 KOps/s	$\color{#d91a1a}-0.73\%$
test_exec_functional_call	0.3109ms	0.2263ms	4.4191 KOps/s	4.4353 KOps/s	$\color{#d91a1a}-0.37\%$
test_exec_td	0.3293ms	0.2244ms	4.4560 KOps/s	4.4546 KOps/s	$\color{#35bf28}+0.03\%$
test_exec_td_decorator	1.0205ms	0.3125ms	3.2002 KOps/s	3.3469 KOps/s	$\color{#d91a1a}-4.38\%$
test_vmap_mlp_speed[True-True]	0.8154ms	0.6747ms	1.4821 KOps/s	1.4756 KOps/s	$\color{#35bf28}+0.44\%$
test_vmap_mlp_speed[True-False]	0.7866ms	0.7014ms	1.4257 KOps/s	1.4824 KOps/s	$\color{#d91a1a}-3.83\%$
test_vmap_mlp_speed[False-True]	0.6872ms	0.6080ms	1.6448 KOps/s	1.6974 KOps/s	$\color{#d91a1a}-3.10\%$
test_vmap_mlp_speed[False-False]	0.6813ms	0.6225ms	1.6063 KOps/s	1.6978 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_vmap_mlp_speed_decorator[True-True]	0.8493ms	0.7516ms	1.3306 KOps/s	1.3236 KOps/s	$\color{#35bf28}+0.52\%$
test_vmap_mlp_speed_decorator[True-False]	1.1379ms	0.7527ms	1.3285 KOps/s	1.3005 KOps/s	$\color{#35bf28}+2.15\%$
test_vmap_mlp_speed_decorator[False-True]	0.8044ms	0.6617ms	1.5113 KOps/s	1.5207 KOps/s	$\color{#d91a1a}-0.61\%$
test_vmap_mlp_speed_decorator[False-False]	0.8255ms	0.6616ms	1.5115 KOps/s	1.5195 KOps/s	$\color{#d91a1a}-0.52\%$
test_vmap_transformer_speed[True-True]	9.0935ms	8.9162ms	112.1553 Ops/s	112.8696 Ops/s	$\color{#d91a1a}-0.63\%$
test_vmap_transformer_speed[True-False]	9.0660ms	8.8972ms	112.3943 Ops/s	112.9501 Ops/s	$\color{#d91a1a}-0.49\%$
test_vmap_transformer_speed[False-True]	10.5280ms	8.8407ms	113.1128 Ops/s	114.1490 Ops/s	$\color{#d91a1a}-0.91\%$
test_vmap_transformer_speed[False-False]	8.8836ms	8.8008ms	113.6256 Ops/s	114.2045 Ops/s	$\color{#d91a1a}-0.51\%$
test_vmap_transformer_speed_decorator[True-True]	22.0313ms	21.2545ms	47.0490 Ops/s	47.4176 Ops/s	$\color{#d91a1a}-0.78\%$
test_vmap_transformer_speed_decorator[True-False]	21.9396ms	21.2154ms	47.1355 Ops/s	47.6472 Ops/s	$\color{#d91a1a}-1.07\%$
test_vmap_transformer_speed_decorator[False-True]	21.7730ms	21.0526ms	47.5002 Ops/s	48.0240 Ops/s	$\color{#d91a1a}-1.09\%$
test_vmap_transformer_speed_decorator[False-False]	21.7879ms	21.0123ms	47.5911 Ops/s	48.0876 Ops/s	$\color{#d91a1a}-1.03\%$
test_to_module_speed[True]	2.7672ms	1.4838ms	673.9417 Ops/s	666.2330 Ops/s	$\color{#35bf28}+1.16\%$
test_to_module_speed[False]	1.9976ms	1.4845ms	673.6394 Ops/s	666.1134 Ops/s	$\color{#35bf28}+1.13\%$
test_tc_init	63.4020μs	33.9831μs	29.4264 KOps/s	28.0399 KOps/s	$\color{#35bf28}+4.94\%$
test_tc_init_nested	0.1601ms	68.2841μs	14.6447 KOps/s	14.1729 KOps/s	$\color{#35bf28}+3.33\%$
test_tc_first_layer_tensor	18.6710μs	3.9873μs	250.7974 KOps/s	249.5989 KOps/s	$\color{#35bf28}+0.48\%$
test_tc_first_layer_nontensor	26.2600μs	4.0249μs	248.4535 KOps/s	248.1238 KOps/s	$\color{#35bf28}+0.13\%$
test_tc_second_layer_tensor	4.7703μs	1.2904μs	774.9263 KOps/s	777.2183 KOps/s	$\color{#d91a1a}-0.29\%$
test_tc_second_layer_nontensor	26.5710μs	4.6097μs	216.9349 KOps/s	215.5012 KOps/s	$\color{#35bf28}+0.67\%$
test_unbind	0.3151s	12.9163ms	77.4214 Ops/s	76.3961 Ops/s	$\color{#35bf28}+1.34\%$
test_full_like	0.6593ms	0.5786ms	1.7283 KOps/s	1.7284 KOps/s	$-0.00\%$
test_zeros_like	0.2617ms	0.1977ms	5.0584 KOps/s	5.0582 KOps/s	$+0.00\%$
test_ones_like	0.2255ms	0.1975ms	5.0625 KOps/s	5.0632 KOps/s	$\color{#d91a1a}-0.01\%$
test_clone	0.4481ms	0.4146ms	2.4118 KOps/s	2.4116 KOps/s	$+0.01\%$
test_squeeze	38.5010μs	12.5660μs	79.5800 KOps/s	83.8658 KOps/s	$\textbf{\color{#d91a1a}-5.11\%}$
test_unsqueeze	0.2624ms	89.5282μs	11.1697 KOps/s	11.5915 KOps/s	$\color{#d91a1a}-3.64\%$
test_split	0.4613ms	0.1843ms	5.4264 KOps/s	5.4105 KOps/s	$\color{#35bf28}+0.30\%$
test_permute	0.3120ms	0.2013ms	4.9689 KOps/s	5.0381 KOps/s	$\color{#d91a1a}-1.37\%$
test_stack	1.2567ms	0.9049ms	1.1051 KOps/s	1.0827 KOps/s	$\color{#35bf28}+2.07\%$
test_cat	1.2646ms	1.2318ms	811.8360 Ops/s	811.8973 Ops/s	$-0.01\%$