[BugFix] Fix td device sync when error is raised

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• -> [BugFix] Fix td device sync when error is raised #988

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}6$. Worsened: $\large\color{#d91a1a}16$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	54.7420μs	20.5189μs	48.7355 KOps/s	48.0005 KOps/s	$\color{#35bf28}+1.53\%$
test_plain_set_stack_nested	45.1240μs	20.7673μs	48.1526 KOps/s	47.9990 KOps/s	$\color{#35bf28}+0.32\%$
test_plain_set_nested_inplace	77.2840μs	22.5869μs	44.2734 KOps/s	44.3374 KOps/s	$\color{#d91a1a}-0.14\%$
test_plain_set_stack_nested_inplace	78.1240μs	22.3068μs	44.8293 KOps/s	43.9829 KOps/s	$\color{#35bf28}+1.92\%$
test_items	21.5610μs	4.2193μs	237.0056 KOps/s	238.4673 KOps/s	$\color{#d91a1a}-0.61\%$
test_items_nested	0.4905ms	0.3275ms	3.0533 KOps/s	3.0304 KOps/s	$\color{#35bf28}+0.75\%$
test_items_nested_locked	0.5218ms	0.3273ms	3.0553 KOps/s	2.9969 KOps/s	$\color{#35bf28}+1.95\%$
test_items_nested_leaf	0.1467ms	85.5178μs	11.6935 KOps/s	11.9260 KOps/s	$\color{#d91a1a}-1.95\%$
test_items_stack_nested	0.5091ms	0.3320ms	3.0119 KOps/s	2.9874 KOps/s	$\color{#35bf28}+0.82\%$
test_items_stack_nested_leaf	0.1469ms	83.1171μs	12.0312 KOps/s	11.6643 KOps/s	$\color{#35bf28}+3.15\%$
test_items_stack_nested_locked	0.4709ms	0.3316ms	3.0161 KOps/s	2.9518 KOps/s	$\color{#35bf28}+2.18\%$
test_keys	22.7820μs	3.6360μs	275.0237 KOps/s	284.0990 KOps/s	$\color{#d91a1a}-3.19\%$
test_keys_nested	0.1728ms	96.3639μs	10.3773 KOps/s	10.1298 KOps/s	$\color{#35bf28}+2.44\%$
test_keys_nested_locked	1.6647ms	0.1038ms	9.6312 KOps/s	9.7220 KOps/s	$\color{#d91a1a}-0.93\%$
test_keys_nested_leaf	0.1566ms	83.4445μs	11.9840 KOps/s	12.1161 KOps/s	$\color{#d91a1a}-1.09\%$
test_keys_stack_nested	0.1771ms	95.9299μs	10.4243 KOps/s	10.3688 KOps/s	$\color{#35bf28}+0.54\%$
test_keys_stack_nested_leaf	0.1622ms	80.3740μs	12.4418 KOps/s	12.1579 KOps/s	$\color{#35bf28}+2.34\%$
test_keys_stack_nested_locked	0.1679ms	99.1356μs	10.0872 KOps/s	9.8312 KOps/s	$\color{#35bf28}+2.60\%$
test_values	5.3800μs	1.0825μs	923.7746 KOps/s	902.1684 KOps/s	$\color{#35bf28}+2.39\%$
test_values_nested	95.9290μs	47.7403μs	20.9467 KOps/s	21.0168 KOps/s	$\color{#d91a1a}-0.33\%$
test_values_nested_locked	90.6200μs	47.6515μs	20.9857 KOps/s	20.9511 KOps/s	$\color{#35bf28}+0.16\%$
test_values_nested_leaf	83.2560μs	42.3830μs	23.5944 KOps/s	23.4996 KOps/s	$\color{#35bf28}+0.40\%$
test_values_stack_nested	94.0860μs	47.4899μs	21.0571 KOps/s	20.8287 KOps/s	$\color{#35bf28}+1.10\%$
test_values_stack_nested_leaf	80.4400μs	41.2398μs	24.2484 KOps/s	23.9887 KOps/s	$\color{#35bf28}+1.08\%$
test_values_stack_nested_locked	98.1940μs	47.8084μs	20.9168 KOps/s	20.5985 KOps/s	$\color{#35bf28}+1.55\%$
test_membership	2.6315μs	0.6805μs	1.4695 MOps/s	1.2244 MOps/s	$\textbf{\color{#35bf28}+20.02\%}$
test_membership_nested	22.0510μs	2.6874μs	372.1018 KOps/s	377.6579 KOps/s	$\color{#d91a1a}-1.47\%$
test_membership_nested_leaf	39.4140μs	2.6865μs	372.2378 KOps/s	377.8384 KOps/s	$\color{#d91a1a}-1.48\%$
test_membership_stacked_nested	25.7880μs	2.6886μs	371.9460 KOps/s	381.8723 KOps/s	$\color{#d91a1a}-2.60\%$
test_membership_stacked_nested_leaf	30.5070μs	2.7030μs	369.9598 KOps/s	380.5307 KOps/s	$\color{#d91a1a}-2.78\%$
test_membership_nested_last	42.3410μs	3.8186μs	261.8777 KOps/s	263.0406 KOps/s	$\color{#d91a1a}-0.44\%$
test_membership_nested_leaf_last	44.3230μs	3.8904μs	257.0431 KOps/s	260.3649 KOps/s	$\color{#d91a1a}-1.28\%$
test_membership_stacked_nested_last	33.8630μs	12.9106μs	77.4558 KOps/s	259.7614 KOps/s	$\textbf{\color{#d91a1a}-70.18\%}$
test_membership_stacked_nested_leaf_last	63.1880μs	12.8078μs	78.0772 KOps/s	260.4866 KOps/s	$\textbf{\color{#d91a1a}-70.03\%}$
test_nested_getleaf	53.6010μs	10.8064μs	92.5378 KOps/s	90.8269 KOps/s	$\color{#35bf28}+1.88\%$
test_nested_get	52.7090μs	10.2751μs	97.3230 KOps/s	96.0310 KOps/s	$\color{#35bf28}+1.35\%$
test_stacked_getleaf	55.6760μs	10.7996μs	92.5964 KOps/s	94.2640 KOps/s	$\color{#d91a1a}-1.77\%$
test_stacked_get	52.8090μs	10.3581μs	96.5427 KOps/s	98.4362 KOps/s	$\color{#d91a1a}-1.92\%$
test_nested_getitemleaf	56.3350μs	11.2502μs	88.8873 KOps/s	89.0524 KOps/s	$\color{#d91a1a}-0.19\%$
test_nested_getitem	44.4640μs	10.4940μs	95.2927 KOps/s	96.1441 KOps/s	$\color{#d91a1a}-0.89\%$
test_stacked_getitemleaf	50.7150μs	11.1777μs	89.4639 KOps/s	90.2674 KOps/s	$\color{#d91a1a}-0.89\%$
test_stacked_getitem	41.6680μs	10.5202μs	95.0549 KOps/s	96.8811 KOps/s	$\color{#d91a1a}-1.89\%$
test_lock_nested	79.6208ms	0.5526ms	1.8097 KOps/s	2.1453 KOps/s	$\textbf{\color{#d91a1a}-15.64\%}$
test_lock_stack_nested	0.6781ms	0.4287ms	2.3325 KOps/s	2.2621 KOps/s	$\color{#35bf28}+3.11\%$
test_unlock_nested	83.2885ms	0.4807ms	2.0804 KOps/s	2.5126 KOps/s	$\textbf{\color{#d91a1a}-17.20\%}$
test_unlock_stack_nested	0.5348ms	0.3495ms	2.8611 KOps/s	2.7414 KOps/s	$\color{#35bf28}+4.37\%$
test_flatten_speed	0.1901ms	0.1040ms	9.6180 KOps/s	9.6642 KOps/s	$\color{#d91a1a}-0.48\%$
test_unflatten_speed	0.8218ms	0.4580ms	2.1834 KOps/s	2.1849 KOps/s	$\color{#d91a1a}-0.07\%$
test_common_ops	4.0124ms	1.0845ms	922.0705 Ops/s	919.5362 Ops/s	$\color{#35bf28}+0.28\%$
test_creation	19.5670μs	2.1154μs	472.7249 KOps/s	492.9698 KOps/s	$\color{#d91a1a}-4.11\%$
test_creation_empty	49.2930μs	17.8537μs	56.0109 KOps/s	54.8276 KOps/s	$\color{#35bf28}+2.16\%$
test_creation_nested_1	49.7130μs	20.9418μs	47.7513 KOps/s	46.6025 KOps/s	$\color{#35bf28}+2.47\%$
test_creation_nested_2	57.5380μs	24.9276μs	40.1162 KOps/s	38.6895 KOps/s	$\color{#35bf28}+3.69\%$
test_clone	77.4440μs	16.5460μs	60.4376 KOps/s	60.1801 KOps/s	$\color{#35bf28}+0.43\%$
test_getitem[int]	1.0814ms	16.9326μs	59.0575 KOps/s	59.5212 KOps/s	$\color{#d91a1a}-0.78\%$
test_getitem[slice_int]	0.1338ms	31.0954μs	32.1591 KOps/s	32.8472 KOps/s	$\color{#d91a1a}-2.09\%$
test_getitem[range]	0.1926ms	58.0244μs	17.2341 KOps/s	18.1600 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_getitem[tuple]	0.1305ms	25.0993μs	39.8417 KOps/s	39.7057 KOps/s	$\color{#35bf28}+0.34\%$
test_getitem[list]	0.2121ms	54.1091μs	18.4812 KOps/s	19.6785 KOps/s	$\textbf{\color{#d91a1a}-6.08\%}$
test_setitem_dim[int]	60.5530μs	32.3482μs	30.9136 KOps/s	30.8577 KOps/s	$\color{#35bf28}+0.18\%$
test_setitem_dim[slice_int]	0.1127ms	60.9405μs	16.4094 KOps/s	17.0364 KOps/s	$\color{#d91a1a}-3.68\%$
test_setitem_dim[range]	0.1437ms	85.0727μs	11.7547 KOps/s	12.3442 KOps/s	$\color{#d91a1a}-4.78\%$
test_setitem_dim[tuple]	75.3810μs	48.6891μs	20.5385 KOps/s	21.0064 KOps/s	$\color{#d91a1a}-2.23\%$
test_setitem	0.1096ms	29.4906μs	33.9091 KOps/s	33.6360 KOps/s	$\color{#35bf28}+0.81\%$
test_set	0.1163ms	28.9492μs	34.5432 KOps/s	35.0636 KOps/s	$\color{#d91a1a}-1.48\%$
test_set_shared	3.0329ms	0.2092ms	4.7797 KOps/s	4.7277 KOps/s	$\color{#35bf28}+1.10\%$
test_update	0.1473ms	34.9365μs	28.6233 KOps/s	28.0573 KOps/s	$\color{#35bf28}+2.02\%$
test_update_nested	0.1228ms	45.5543μs	21.9518 KOps/s	21.6739 KOps/s	$\color{#35bf28}+1.28\%$
test_update__nested	89.5780μs	33.1523μs	30.1638 KOps/s	29.1284 KOps/s	$\color{#35bf28}+3.55\%$
test_set_nested	92.8840μs	31.1212μs	32.1325 KOps/s	31.4579 KOps/s	$\color{#35bf28}+2.14\%$
test_set_nested_new	0.1158ms	36.4982μs	27.3986 KOps/s	27.1990 KOps/s	$\color{#35bf28}+0.73\%$
test_select	0.2076ms	54.8420μs	18.2342 KOps/s	18.3415 KOps/s	$\color{#d91a1a}-0.59\%$
test_select_nested	0.1345ms	59.1843μs	16.8964 KOps/s	16.5042 KOps/s	$\color{#35bf28}+2.38\%$
test_exclude_nested	0.1563ms	76.2837μs	13.1090 KOps/s	13.1098 KOps/s	$-0.01\%$
test_empty[True]	0.4850ms	0.3104ms	3.2220 KOps/s	3.1090 KOps/s	$\color{#35bf28}+3.64\%$
test_empty[False]	10.8930μs	1.2818μs	780.1828 KOps/s	821.3826 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_unbind_speed	0.5340ms	0.2978ms	3.3579 KOps/s	3.4009 KOps/s	$\color{#d91a1a}-1.27\%$
test_unbind_speed_stack0	0.5589ms	0.2844ms	3.5163 KOps/s	3.4628 KOps/s	$\color{#35bf28}+1.55\%$
test_unbind_speed_stack1	86.9151ms	0.7581ms	1.3191 KOps/s	1.3923 KOps/s	$\textbf{\color{#d91a1a}-5.26\%}$
test_split	2.1831ms	2.0384ms	490.5774 Ops/s	461.7836 Ops/s	$\textbf{\color{#35bf28}+6.24\%}$
test_chunk	87.1319ms	2.2013ms	454.2785 Ops/s	463.0762 Ops/s	$\color{#d91a1a}-1.90\%$
test_creation[device0]	0.2178ms	0.1164ms	8.5933 KOps/s	8.5431 KOps/s	$\color{#35bf28}+0.59\%$
test_creation_from_tensor	3.1833ms	0.1176ms	8.5012 KOps/s	8.5174 KOps/s	$\color{#d91a1a}-0.19\%$
test_add_one[memmap_tensor0]	0.1517ms	7.5495μs	132.4589 KOps/s	133.0456 KOps/s	$\color{#d91a1a}-0.44\%$
test_contiguous[memmap_tensor0]	19.3960μs	1.8624μs	536.9508 KOps/s	529.6316 KOps/s	$\color{#35bf28}+1.38\%$
test_stack[memmap_tensor0]	46.7170μs	5.9816μs	167.1793 KOps/s	174.0996 KOps/s	$\color{#d91a1a}-3.97\%$
test_memmaptd_index	1.1287ms	0.3999ms	2.5008 KOps/s	2.5687 KOps/s	$\color{#d91a1a}-2.64\%$
test_memmaptd_index_astensor	0.8051ms	0.4801ms	2.0828 KOps/s	2.1346 KOps/s	$\color{#d91a1a}-2.43\%$
test_memmaptd_index_op	1.7907ms	1.0153ms	984.9176 Ops/s	983.2601 Ops/s	$\color{#35bf28}+0.17\%$
test_serialize_model	0.2167s	0.1284s	7.7878 Ops/s	8.3014 Ops/s	$\textbf{\color{#d91a1a}-6.19\%}$
test_serialize_model_pickle	0.5104s	0.4066s	2.4592 Ops/s	2.5058 Ops/s	$\color{#d91a1a}-1.86\%$
test_serialize_weights	0.1218s	0.1134s	8.8209 Ops/s	7.5571 Ops/s	$\textbf{\color{#35bf28}+16.72\%}$
test_serialize_weights_returnearly	0.2368s	0.1699s	5.8845 Ops/s	6.3495 Ops/s	$\textbf{\color{#d91a1a}-7.32\%}$
test_serialize_weights_pickle	0.6323s	0.4458s	2.2434 Ops/s	2.3844 Ops/s	$\textbf{\color{#d91a1a}-5.91\%}$
test_serialize_weights_filesystem	0.1448s	0.1386s	7.2159 Ops/s	7.1621 Ops/s	$\color{#35bf28}+0.75\%$
test_serialize_model_filesystem	0.1540s	0.1437s	6.9598 Ops/s	5.8337 Ops/s	$\textbf{\color{#35bf28}+19.30\%}$
test_reshape_pytree	87.9440μs	39.2741μs	25.4621 KOps/s	26.2823 KOps/s	$\color{#d91a1a}-3.12\%$
test_reshape_td	0.1157ms	44.5145μs	22.4646 KOps/s	21.9343 KOps/s	$\color{#35bf28}+2.42\%$
test_view_pytree	99.4860μs	38.0850μs	26.2570 KOps/s	26.5735 KOps/s	$\color{#d91a1a}-1.19\%$
test_view_td	0.3465ms	49.5518μs	20.1809 KOps/s	19.1426 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_unbind_pytree	93.1040μs	36.0144μs	27.7667 KOps/s	27.7847 KOps/s	$\color{#d91a1a}-0.07\%$
test_unbind_td	0.3031ms	44.0363μs	22.7085 KOps/s	22.6118 KOps/s	$\color{#35bf28}+0.43\%$
test_split_pytree	0.2604ms	40.9397μs	24.4262 KOps/s	26.7127 KOps/s	$\textbf{\color{#d91a1a}-8.56\%}$
test_split_td	0.4852ms	57.7773μs	17.3078 KOps/s	17.7818 KOps/s	$\color{#d91a1a}-2.67\%$
test_add_pytree	0.1184ms	45.2140μs	22.1170 KOps/s	22.7474 KOps/s	$\color{#d91a1a}-2.77\%$
test_add_td	0.1757ms	80.3765μs	12.4414 KOps/s	12.8211 KOps/s	$\color{#d91a1a}-2.96\%$
test_compile_add_one_nested[tensordict-compile]	0.1154ms	54.9512μs	18.1980 KOps/s	17.8780 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_add_one_nested[tensordict-eager]	0.2978ms	0.1831ms	5.4625 KOps/s	5.4585 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_one_nested[pytree-compile]	0.1096ms	55.7051μs	17.9517 KOps/s	17.9316 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_add_one_nested[pytree-eager]	0.3415ms	0.1415ms	7.0680 KOps/s	7.0849 KOps/s	$\color{#d91a1a}-0.24\%$
test_compile_copy_nested[tensordict-compile]	59.9120μs	20.4981μs	48.7849 KOps/s	48.8895 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_copy_nested[tensordict-eager]	0.1521ms	66.7523μs	14.9808 KOps/s	15.3682 KOps/s	$\color{#d91a1a}-2.52\%$
test_compile_copy_nested[pytree-compile]	0.1625ms	76.6109μs	13.0530 KOps/s	13.0389 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_copy_nested[pytree-eager]	0.1533ms	68.3531μs	14.6299 KOps/s	14.7775 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_add_one_flat[tensordict-compile]	0.5801ms	0.1748ms	5.7200 KOps/s	5.8046 KOps/s	$\color{#d91a1a}-1.46\%$
test_compile_add_one_flat[tensordict-eager]	0.3501ms	0.1886ms	5.3033 KOps/s	5.2928 KOps/s	$\color{#35bf28}+0.20\%$
test_compile_add_one_flat[tensorclass-compile]	0.1017ms	45.3924μs	22.0301 KOps/s	21.6167 KOps/s	$\color{#35bf28}+1.91\%$
test_compile_add_one_flat[tensorclass-eager]	0.5213ms	67.2109μs	14.8785 KOps/s	14.2203 KOps/s	$\color{#35bf28}+4.63\%$
test_compile_add_one_flat[pytree-compile]	0.3932ms	0.1726ms	5.7931 KOps/s	5.7126 KOps/s	$\color{#35bf28}+1.41\%$
test_compile_add_one_flat[pytree-eager]	0.6326ms	0.2966ms	3.3714 KOps/s	3.4275 KOps/s	$\color{#d91a1a}-1.64\%$
test_compile_add_self_flat[tensordict-eager]	0.3501ms	0.2018ms	4.9566 KOps/s	4.9360 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_add_self_flat[tensordict-compile]	0.3433ms	0.1722ms	5.8065 KOps/s	5.8101 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_add_self_flat[tensorclass-eager]	0.1309ms	62.4921μs	16.0020 KOps/s	15.9607 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_add_self_flat[tensorclass-compile]	0.1145ms	46.7061μs	21.4105 KOps/s	21.2532 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_add_self_flat[pytree-eager]	0.4879ms	0.2335ms	4.2829 KOps/s	4.2996 KOps/s	$\color{#d91a1a}-0.39\%$
test_compile_add_self_flat[pytree-compile]	0.3418ms	0.1773ms	5.6403 KOps/s	5.7639 KOps/s	$\color{#d91a1a}-2.15\%$
test_compile_copy_flat[tensordict-compile]	0.2041ms	0.1014ms	9.8655 KOps/s	9.8780 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_copy_flat[tensordict-eager]	0.1217ms	57.7168μs	17.3260 KOps/s	17.3664 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_copy_flat[pytree-compile]	0.1427ms	74.9923μs	13.3347 KOps/s	12.9857 KOps/s	$\color{#35bf28}+2.69\%$
test_compile_copy_flat[pytree-eager]	0.1684ms	67.6593μs	14.7799 KOps/s	14.4175 KOps/s	$\color{#35bf28}+2.51\%$
test_compile_assign_and_add[tensordict-compile]	0.2896ms	0.1953ms	5.1208 KOps/s	5.1048 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_assign_and_add[tensordict-eager]	1.8342ms	1.6418ms	609.1020 Ops/s	615.4773 Ops/s	$\color{#d91a1a}-1.04\%$
test_compile_assign_and_add[pytree-compile]	0.3927ms	0.1958ms	5.1061 KOps/s	5.1399 KOps/s	$\color{#d91a1a}-0.66\%$
test_compile_assign_and_add[pytree-eager]	1.2408ms	1.1110ms	900.1267 Ops/s	920.3571 Ops/s	$\color{#d91a1a}-2.20\%$
test_compile_assign_and_add_stack[compile]	0.8119ms	0.4147ms	2.4112 KOps/s	2.4008 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_assign_and_add_stack[eager]	4.0468ms	3.7243ms	268.5061 Ops/s	261.8371 Ops/s	$\color{#35bf28}+2.55\%$
test_compile_indexing[tensor-tensordict-compile]	0.1021ms	33.2488μs	30.0763 KOps/s	29.4254 KOps/s	$\color{#35bf28}+2.21\%$
test_compile_indexing[tensor-tensordict-eager]	1.0230ms	49.8845μs	20.0463 KOps/s	21.8330 KOps/s	$\textbf{\color{#d91a1a}-8.18\%}$
test_compile_indexing[tensor-tensorclass-compile]	86.4420μs	28.5852μs	34.9832 KOps/s	34.3898 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_indexing[tensor-tensorclass-eager]	87.9340μs	29.1185μs	34.3425 KOps/s	35.9451 KOps/s	$\color{#d91a1a}-4.46\%$
test_compile_indexing[tensor-pytree-compile]	99.4160μs	28.9139μs	34.5854 KOps/s	35.1161 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_indexing[tensor-pytree-eager]	73.0570μs	28.9691μs	34.5195 KOps/s	35.7150 KOps/s	$\color{#d91a1a}-3.35\%$
test_compile_indexing[slice-tensordict-compile]	0.1615ms	72.7969μs	13.7368 KOps/s	13.7553 KOps/s	$\color{#d91a1a}-0.13\%$
test_compile_indexing[slice-tensordict-eager]	0.3306ms	29.2920μs	34.1390 KOps/s	38.1520 KOps/s	$\textbf{\color{#d91a1a}-10.52\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1379ms	67.5257μs	14.8092 KOps/s	14.5380 KOps/s	$\color{#35bf28}+1.87\%$
test_compile_indexing[slice-tensorclass-eager]	82.2840μs	23.9973μs	41.6713 KOps/s	44.4864 KOps/s	$\textbf{\color{#d91a1a}-6.33\%}$
test_compile_indexing[slice-pytree-compile]	0.1370ms	67.2969μs	14.8595 KOps/s	15.0067 KOps/s	$\color{#d91a1a}-0.98\%$
test_compile_indexing[slice-pytree-eager]	89.5570μs	23.3950μs	42.7441 KOps/s	44.0442 KOps/s	$\color{#d91a1a}-2.95\%$
test_compile_indexing[int-tensordict-compile]	0.1503ms	71.0132μs	14.0819 KOps/s	13.8051 KOps/s	$\color{#35bf28}+2.01\%$
test_compile_indexing[int-tensordict-eager]	0.7651ms	28.3622μs	35.2582 KOps/s	38.6481 KOps/s	$\textbf{\color{#d91a1a}-8.77\%}$
test_compile_indexing[int-tensorclass-compile]	0.1443ms	67.2360μs	14.8730 KOps/s	15.0254 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_indexing[int-tensorclass-eager]	64.9410μs	23.1968μs	43.1094 KOps/s	44.8198 KOps/s	$\color{#d91a1a}-3.82\%$
test_compile_indexing[int-pytree-compile]	0.1465ms	67.7560μs	14.7588 KOps/s	15.0701 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_indexing[int-pytree-eager]	63.7400μs	23.0279μs	43.4255 KOps/s	44.1298 KOps/s	$\color{#d91a1a}-1.60\%$
test_mod_add[eager]	85.0990μs	23.9574μs	41.7408 KOps/s	42.8291 KOps/s	$\color{#d91a1a}-2.54\%$
test_mod_add[compile]	0.1108ms	38.5543μs	25.9374 KOps/s	25.8387 KOps/s	$\color{#35bf28}+0.38\%$
test_mod_add[compile-overhead]	0.1171ms	38.8462μs	25.7425 KOps/s	26.0543 KOps/s	$\color{#d91a1a}-1.20\%$
test_mod_wrap[eager]	0.4121ms	0.2100ms	4.7622 KOps/s	4.9320 KOps/s	$\color{#d91a1a}-3.44\%$
test_mod_wrap[compile]	0.3199ms	0.2304ms	4.3407 KOps/s	4.3872 KOps/s	$\color{#d91a1a}-1.06\%$
test_mod_wrap[compile-overhead]	0.3436ms	0.2333ms	4.2869 KOps/s	4.4573 KOps/s	$\color{#d91a1a}-3.82\%$
test_mod_wrap_and_backward[eager]	13.4459ms	11.3711ms	87.9422 Ops/s	86.8494 Ops/s	$\color{#35bf28}+1.26\%$
test_mod_wrap_and_backward[compile]	17.3160ms	11.9237ms	83.8668 Ops/s	82.2129 Ops/s	$\color{#35bf28}+2.01\%$
test_mod_wrap_and_backward[compile-overhead]	14.4306ms	11.9051ms	83.9979 Ops/s	84.8219 Ops/s	$\color{#d91a1a}-0.97\%$
test_seq_add[eager]	0.2009ms	88.9791μs	11.2386 KOps/s	11.5296 KOps/s	$\color{#d91a1a}-2.52\%$
test_seq_add[compile]	0.1521ms	63.0316μs	15.8650 KOps/s	16.3794 KOps/s	$\color{#d91a1a}-3.14\%$
test_seq_add[compile-overhead]	0.1234ms	60.1963μs	16.6123 KOps/s	16.1774 KOps/s	$\color{#35bf28}+2.69\%$
test_seq_wrap[eager]	0.5063ms	0.3813ms	2.6224 KOps/s	2.7005 KOps/s	$\color{#d91a1a}-2.89\%$
test_seq_wrap[compile]	0.4197ms	0.2673ms	3.7414 KOps/s	3.7773 KOps/s	$\color{#d91a1a}-0.95\%$
test_seq_wrap[compile-overhead]	0.4825ms	0.2713ms	3.6855 KOps/s	3.8296 KOps/s	$\color{#d91a1a}-3.76\%$
test_func_call_runtime[False-eager]	0.7009ms	0.5302ms	1.8859 KOps/s	1.9592 KOps/s	$\color{#d91a1a}-3.74\%$
test_func_call_runtime[False-compile]	0.9359ms	0.5021ms	1.9917 KOps/s	1.9963 KOps/s	$\color{#d91a1a}-0.23\%$
test_func_call_runtime[False-compile-overhead]	0.8977ms	0.4991ms	2.0034 KOps/s	2.0264 KOps/s	$\color{#d91a1a}-1.13\%$
test_func_call_runtime[True-eager]	0.8987ms	0.7535ms	1.3271 KOps/s	1.3834 KOps/s	$\color{#d91a1a}-4.07\%$
test_func_call_runtime[True-compile]	0.5908ms	0.4983ms	2.0066 KOps/s	1.9960 KOps/s	$\color{#35bf28}+0.53\%$
test_func_call_runtime[True-compile-overhead]	0.8761ms	0.5080ms	1.9685 KOps/s	1.9812 KOps/s	$\color{#d91a1a}-0.64\%$
test_func_call_cm_runtime[False-eager]	0.7258ms	0.5243ms	1.9071 KOps/s	2.0010 KOps/s	$\color{#d91a1a}-4.69\%$
test_func_call_cm_runtime[False-compile]	0.9294ms	0.4986ms	2.0055 KOps/s	1.9858 KOps/s	$\color{#35bf28}+0.99\%$
test_func_call_cm_runtime[False-compile-overhead]	0.9335ms	0.4982ms	2.0073 KOps/s	2.0196 KOps/s	$\color{#d91a1a}-0.61\%$
test_func_call_cm_runtime[True-eager]	1.3900ms	0.8828ms	1.1328 KOps/s	1.1770 KOps/s	$\color{#d91a1a}-3.76\%$
test_func_call_cm_runtime[True-compile]	1.0570ms	0.7391ms	1.3530 KOps/s	1.3841 KOps/s	$\color{#d91a1a}-2.25\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8495ms	0.7358ms	1.3590 KOps/s	1.3735 KOps/s	$\color{#d91a1a}-1.05\%$
test_vmap_func_call_cm_runtime[eager]	2.7565ms	1.8449ms	542.0459 Ops/s	546.7703 Ops/s	$\color{#d91a1a}-0.86\%$
test_vmap_func_call_cm_runtime[compile]	2.8769ms	1.9089ms	523.8739 Ops/s	531.6914 Ops/s	$\color{#d91a1a}-1.47\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.6371ms	1.9006ms	526.1523 Ops/s	531.2148 Ops/s	$\color{#d91a1a}-0.95\%$
test_distributed	0.2807ms	0.1246ms	8.0257 KOps/s	7.9131 KOps/s	$\color{#35bf28}+1.42\%$
test_tdmodule	44.3430μs	17.5273μs	57.0538 KOps/s	55.9870 KOps/s	$\color{#35bf28}+1.91\%$
test_tdmodule_dispatch	58.6100μs	35.5939μs	28.0947 KOps/s	27.0535 KOps/s	$\color{#35bf28}+3.85\%$
test_tdseq	41.1270μs	20.1822μs	49.5486 KOps/s	49.8072 KOps/s	$\color{#d91a1a}-0.52\%$
test_tdseq_dispatch	63.3690μs	40.4377μs	24.7294 KOps/s	24.1009 KOps/s	$\color{#35bf28}+2.61\%$
test_instantiation_functorch	1.8009ms	1.5538ms	643.5786 Ops/s	632.1718 Ops/s	$\color{#35bf28}+1.80\%$
test_instantiation_td	1.8249ms	1.1345ms	881.4540 Ops/s	876.6405 Ops/s	$\color{#35bf28}+0.55\%$
test_exec_functorch	0.4220ms	0.1861ms	5.3748 KOps/s	5.4786 KOps/s	$\color{#d91a1a}-1.89\%$
test_exec_functional_call	0.3411ms	0.1753ms	5.7050 KOps/s	5.9313 KOps/s	$\color{#d91a1a}-3.82\%$
test_exec_td	0.4019ms	0.1688ms	5.9250 KOps/s	6.1271 KOps/s	$\color{#d91a1a}-3.30\%$
test_exec_td_decorator	0.8240ms	0.2218ms	4.5090 KOps/s	4.6250 KOps/s	$\color{#d91a1a}-2.51\%$
test_vmap_mlp_speed[True-True]	0.9886ms	0.6350ms	1.5748 KOps/s	1.5801 KOps/s	$\color{#d91a1a}-0.33\%$
test_vmap_mlp_speed[True-False]	0.8441ms	0.6295ms	1.5886 KOps/s	1.5807 KOps/s	$\color{#35bf28}+0.50\%$
test_vmap_mlp_speed[False-True]	0.7569ms	0.4964ms	2.0147 KOps/s	2.0597 KOps/s	$\color{#d91a1a}-2.19\%$
test_vmap_mlp_speed[False-False]	0.6953ms	0.4926ms	2.0300 KOps/s	2.0612 KOps/s	$\color{#d91a1a}-1.51\%$
test_vmap_mlp_speed_decorator[True-True]	1.4154ms	0.6112ms	1.6361 KOps/s	1.6399 KOps/s	$\color{#d91a1a}-0.23\%$
test_vmap_mlp_speed_decorator[True-False]	0.9691ms	0.6109ms	1.6369 KOps/s	1.6346 KOps/s	$\color{#35bf28}+0.15\%$
test_vmap_mlp_speed_decorator[False-True]	0.7487ms	0.5057ms	1.9775 KOps/s	2.0011 KOps/s	$\color{#d91a1a}-1.18\%$
test_vmap_mlp_speed_decorator[False-False]	0.8037ms	0.5061ms	1.9757 KOps/s	1.9977 KOps/s	$\color{#d91a1a}-1.10\%$
test_to_module_speed[True]	1.4515ms	1.2814ms	780.4160 Ops/s	782.7674 Ops/s	$\color{#d91a1a}-0.30\%$
test_to_module_speed[False]	2.0881ms	1.2641ms	791.0929 Ops/s	808.9284 Ops/s	$\color{#d91a1a}-2.20\%$
test_tc_init	82.2140μs	43.6034μs	22.9340 KOps/s	21.9664 KOps/s	$\color{#35bf28}+4.40\%$
test_tc_init_nested	0.1570ms	87.5241μs	11.4254 KOps/s	10.8081 KOps/s	$\textbf{\color{#35bf28}+5.71\%}$
test_tc_first_layer_tensor	19.2860μs	1.5466μs	646.5917 KOps/s	659.3353 KOps/s	$\color{#d91a1a}-1.93\%$
test_tc_first_layer_nontensor	25.3570μs	4.6678μs	214.2327 KOps/s	212.8103 KOps/s	$\color{#35bf28}+0.67\%$
test_tc_second_layer_tensor	22.3610μs	2.9120μs	343.4122 KOps/s	359.3074 KOps/s	$\color{#d91a1a}-4.42\%$
test_tc_second_layer_nontensor	45.4740μs	6.0299μs	165.8395 KOps/s	166.6291 KOps/s	$\color{#d91a1a}-0.47\%$
test_unbind	0.4447s	14.7339ms	67.8705 Ops/s	70.3303 Ops/s	$\color{#d91a1a}-3.50\%$
test_full_like	7.8114ms	6.9753ms	143.3635 Ops/s	144.2791 Ops/s	$\color{#d91a1a}-0.63\%$
test_zeros_like	3.0024ms	2.6575ms	376.2902 Ops/s	375.8864 Ops/s	$\color{#35bf28}+0.11\%$
test_ones_like	9.4232ms	5.8553ms	170.7864 Ops/s	166.4527 Ops/s	$\color{#35bf28}+2.60\%$
test_clone	12.7104ms	7.4784ms	133.7192 Ops/s	131.2904 Ops/s	$\color{#35bf28}+1.85\%$
test_squeeze	71.5440μs	12.2660μs	81.5264 KOps/s	81.2834 KOps/s	$\color{#35bf28}+0.30\%$
test_unsqueeze	0.2121ms	90.8917μs	11.0021 KOps/s	11.2838 KOps/s	$\color{#d91a1a}-2.50\%$
test_split	0.3511ms	0.1919ms	5.2109 KOps/s	5.2620 KOps/s	$\color{#d91a1a}-0.97\%$
test_permute	0.3771ms	0.2192ms	4.5624 KOps/s	4.6663 KOps/s	$\color{#d91a1a}-2.23\%$
test_stack	27.1586ms	23.0610ms	43.3633 Ops/s	41.7951 Ops/s	$\color{#35bf28}+3.75\%$
test_cat	30.1735ms	23.1037ms	43.2831 Ops/s	42.2925 Ops/s	$\color{#35bf28}+2.34\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}38$. Worsened: $\large\color{#d91a1a}7$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1272ms	12.6479μs	79.0645 KOps/s	71.2511 KOps/s	$\textbf{\color{#35bf28}+10.97\%}$
test_plain_set_stack_nested	43.2510μs	12.8152μs	78.0324 KOps/s	70.1767 KOps/s	$\textbf{\color{#35bf28}+11.19\%}$
test_plain_set_nested_inplace	41.4410μs	13.8804μs	72.0440 KOps/s	66.0159 KOps/s	$\textbf{\color{#35bf28}+9.13\%}$
test_plain_set_stack_nested_inplace	61.4710μs	13.8894μs	71.9972 KOps/s	66.6516 KOps/s	$\textbf{\color{#35bf28}+8.02\%}$
test_items	45.5010μs	3.0318μs	329.8337 KOps/s	344.9332 KOps/s	$\color{#d91a1a}-4.38\%$
test_items_nested	0.3503ms	0.3222ms	3.1036 KOps/s	3.1962 KOps/s	$\color{#d91a1a}-2.90\%$
test_items_nested_locked	0.3647ms	0.3240ms	3.0862 KOps/s	3.1699 KOps/s	$\color{#d91a1a}-2.64\%$
test_items_nested_leaf	87.5420μs	63.1215μs	15.8425 KOps/s	15.8725 KOps/s	$\color{#d91a1a}-0.19\%$
test_items_stack_nested	0.3768ms	0.3243ms	3.0839 KOps/s	3.2002 KOps/s	$\color{#d91a1a}-3.63\%$
test_items_stack_nested_leaf	91.5010μs	63.4123μs	15.7698 KOps/s	15.5043 KOps/s	$\color{#35bf28}+1.71\%$
test_items_stack_nested_locked	0.3742ms	0.3255ms	3.0723 KOps/s	3.1784 KOps/s	$\color{#d91a1a}-3.34\%$
test_keys	31.6600μs	3.4507μs	289.7946 KOps/s	278.1717 KOps/s	$\color{#35bf28}+4.18\%$
test_keys_nested	84.3920μs	55.0573μs	18.1629 KOps/s	18.0186 KOps/s	$\color{#35bf28}+0.80\%$
test_keys_nested_locked	2.5916ms	59.9591μs	16.6780 KOps/s	16.4156 KOps/s	$\color{#35bf28}+1.60\%$
test_keys_nested_leaf	72.1220μs	45.2007μs	22.1236 KOps/s	21.5254 KOps/s	$\color{#35bf28}+2.78\%$
test_keys_stack_nested	80.0520μs	54.8563μs	18.2294 KOps/s	17.7899 KOps/s	$\color{#35bf28}+2.47\%$
test_keys_stack_nested_leaf	75.0620μs	46.3045μs	21.5962 KOps/s	20.9035 KOps/s	$\color{#35bf28}+3.31\%$
test_keys_stack_nested_locked	0.1034ms	60.3762μs	16.5628 KOps/s	16.3752 KOps/s	$\color{#35bf28}+1.15\%$
test_values	3.5061μs	0.8075μs	1.2384 MOps/s	1.1856 MOps/s	$\color{#35bf28}+4.45\%$
test_values_nested	56.6010μs	27.4018μs	36.4939 KOps/s	36.3971 KOps/s	$\color{#35bf28}+0.27\%$
test_values_nested_locked	60.4320μs	29.1845μs	34.2647 KOps/s	33.7568 KOps/s	$\color{#35bf28}+1.50\%$
test_values_nested_leaf	49.9810μs	24.2089μs	41.3072 KOps/s	41.3675 KOps/s	$\color{#d91a1a}-0.15\%$
test_values_stack_nested	63.7210μs	27.6704μs	36.1397 KOps/s	34.6599 KOps/s	$\color{#35bf28}+4.27\%$
test_values_stack_nested_leaf	0.1619ms	24.4552μs	40.8911 KOps/s	39.3949 KOps/s	$\color{#35bf28}+3.80\%$
test_values_stack_nested_locked	55.9010μs	29.6614μs	33.7139 KOps/s	32.3235 KOps/s	$\color{#35bf28}+4.30\%$
test_membership	1.6651μs	0.4890μs	2.0451 MOps/s	2.0157 MOps/s	$\color{#35bf28}+1.46\%$
test_membership_nested	14.9705μs	1.7941μs	557.3889 KOps/s	573.8109 KOps/s	$\color{#d91a1a}-2.86\%$
test_membership_nested_leaf	12.7403μs	1.7592μs	568.4260 KOps/s	588.3350 KOps/s	$\color{#d91a1a}-3.38\%$
test_membership_stacked_nested	35.7210μs	1.7971μs	556.4636 KOps/s	557.9374 KOps/s	$\color{#d91a1a}-0.26\%$
test_membership_stacked_nested_leaf	29.7600μs	1.7739μs	563.7452 KOps/s	547.6994 KOps/s	$\color{#35bf28}+2.93\%$
test_membership_nested_last	35.1200μs	2.6471μs	377.7692 KOps/s	380.3604 KOps/s	$\color{#d91a1a}-0.68\%$
test_membership_nested_leaf_last	38.2710μs	2.6431μs	378.3365 KOps/s	379.3746 KOps/s	$\color{#d91a1a}-0.27\%$
test_membership_stacked_nested_last	32.4410μs	2.6305μs	380.1617 KOps/s	387.1349 KOps/s	$\color{#d91a1a}-1.80\%$
test_membership_stacked_nested_leaf_last	26.0610μs	2.6246μs	381.0102 KOps/s	387.3926 KOps/s	$\color{#d91a1a}-1.65\%$
test_nested_getleaf	60.0610μs	6.0919μs	164.1530 KOps/s	164.2107 KOps/s	$\color{#d91a1a}-0.04\%$
test_nested_get	34.7610μs	5.7195μs	174.8397 KOps/s	173.5060 KOps/s	$\color{#35bf28}+0.77\%$
test_stacked_getleaf	29.3210μs	6.0826μs	164.4038 KOps/s	166.0135 KOps/s	$\color{#d91a1a}-0.97\%$
test_stacked_get	43.3310μs	5.8221μs	171.7589 KOps/s	177.0581 KOps/s	$\color{#d91a1a}-2.99\%$
test_nested_getitemleaf	27.4310μs	6.1445μs	162.7471 KOps/s	162.5708 KOps/s	$\color{#35bf28}+0.11\%$
test_nested_getitem	43.6810μs	5.7260μs	174.6427 KOps/s	176.1164 KOps/s	$\color{#d91a1a}-0.84\%$
test_stacked_getitemleaf	33.6810μs	6.1504μs	162.5899 KOps/s	165.7532 KOps/s	$\color{#d91a1a}-1.91\%$
test_stacked_getitem	51.4510μs	5.7452μs	174.0584 KOps/s	178.2240 KOps/s	$\color{#d91a1a}-2.34\%$
test_lock_nested	4.9713ms	0.4208ms	2.3764 KOps/s	2.3936 KOps/s	$\color{#d91a1a}-0.72\%$
test_lock_stack_nested	0.4687ms	0.3847ms	2.5997 KOps/s	2.6051 KOps/s	$\color{#d91a1a}-0.21\%$
test_unlock_nested	0.7767ms	0.3539ms	2.8258 KOps/s	2.8443 KOps/s	$\color{#d91a1a}-0.65\%$
test_unlock_stack_nested	0.3566ms	0.3208ms	3.1169 KOps/s	3.1526 KOps/s	$\color{#d91a1a}-1.13\%$
test_flatten_speed	0.3104ms	79.6385μs	12.5567 KOps/s	12.6540 KOps/s	$\color{#d91a1a}-0.77\%$
test_unflatten_speed	0.3267ms	0.2859ms	3.4978 KOps/s	3.5564 KOps/s	$\color{#d91a1a}-1.65\%$
test_common_ops	1.3845ms	1.1762ms	850.1715 Ops/s	798.0044 Ops/s	$\textbf{\color{#35bf28}+6.54\%}$
test_creation	32.4310μs	1.4467μs	691.2330 KOps/s	693.9780 KOps/s	$\color{#d91a1a}-0.40\%$
test_creation_empty	48.5410μs	13.2013μs	75.7500 KOps/s	62.8318 KOps/s	$\textbf{\color{#35bf28}+20.56\%}$
test_creation_nested_1	44.8810μs	15.0899μs	66.2697 KOps/s	55.3472 KOps/s	$\textbf{\color{#35bf28}+19.73\%}$
test_creation_nested_2	52.9010μs	17.4062μs	57.4508 KOps/s	48.7703 KOps/s	$\textbf{\color{#35bf28}+17.80\%}$
test_clone	73.5110μs	31.1958μs	32.0556 KOps/s	35.0201 KOps/s	$\textbf{\color{#d91a1a}-8.47\%}$
test_getitem[int]	1.4380ms	15.2153μs	65.7232 KOps/s	63.8887 KOps/s	$\color{#35bf28}+2.87\%$
test_getitem[slice_int]	0.1174ms	26.4723μs	37.7753 KOps/s	36.6802 KOps/s	$\color{#35bf28}+2.99\%$
test_getitem[range]	0.2271ms	0.1071ms	9.3379 KOps/s	9.1191 KOps/s	$\color{#35bf28}+2.40\%$
test_getitem[tuple]	0.1168ms	22.3641μs	44.7146 KOps/s	43.4083 KOps/s	$\color{#35bf28}+3.01\%$
test_getitem[list]	0.2153ms	95.5565μs	10.4650 KOps/s	10.2786 KOps/s	$\color{#35bf28}+1.81\%$
test_setitem_dim[int]	67.9010μs	44.1850μs	22.6321 KOps/s	22.4516 KOps/s	$\color{#35bf28}+0.80\%$
test_setitem_dim[slice_int]	92.1320μs	65.3007μs	15.3138 KOps/s	14.9776 KOps/s	$\color{#35bf28}+2.24\%$
test_setitem_dim[range]	0.1562ms	0.1238ms	8.0743 KOps/s	7.9471 KOps/s	$\color{#35bf28}+1.60\%$
test_setitem_dim[tuple]	90.6620μs	59.8246μs	16.7155 KOps/s	16.5676 KOps/s	$\color{#35bf28}+0.89\%$
test_setitem	75.4410μs	39.4496μs	25.3488 KOps/s	24.1797 KOps/s	$\color{#35bf28}+4.83\%$
test_set	0.1173ms	38.0212μs	26.3011 KOps/s	24.6316 KOps/s	$\textbf{\color{#35bf28}+6.78\%}$
test_set_shared	0.3627ms	49.6505μs	20.1408 KOps/s	19.8430 KOps/s	$\color{#35bf28}+1.50\%$
test_update	80.3610μs	45.2247μs	22.1118 KOps/s	20.5904 KOps/s	$\textbf{\color{#35bf28}+7.39\%}$
test_update_nested	95.0420μs	52.8372μs	18.9261 KOps/s	18.0119 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_update__nested	0.2019ms	58.8796μs	16.9838 KOps/s	17.0755 KOps/s	$\color{#d91a1a}-0.54\%$
test_set_nested	0.1970ms	40.9434μs	24.4240 KOps/s	23.2449 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_set_nested_new	92.9520μs	44.5847μs	22.4292 KOps/s	21.5635 KOps/s	$\color{#35bf28}+4.01\%$
test_select	0.2061ms	57.1929μs	17.4847 KOps/s	16.8426 KOps/s	$\color{#35bf28}+3.81\%$
test_select_nested	68.9620μs	42.4739μs	23.5439 KOps/s	23.6305 KOps/s	$\color{#d91a1a}-0.37\%$
test_exclude_nested	86.6120μs	59.5582μs	16.7903 KOps/s	17.2406 KOps/s	$\color{#d91a1a}-2.61\%$
test_empty[True]	0.3007ms	0.2480ms	4.0319 KOps/s	4.1560 KOps/s	$\color{#d91a1a}-2.99\%$
test_empty[False]	5.4381μs	0.8112μs	1.2327 MOps/s	1.2241 MOps/s	$\color{#35bf28}+0.70\%$
test_to	66.9110μs	25.4625μs	39.2734 KOps/s	39.3421 KOps/s	$\color{#d91a1a}-0.17\%$
test_to_nonblocking	98.2620μs	24.2922μs	41.1654 KOps/s	41.1804 KOps/s	$\color{#d91a1a}-0.04\%$
test_unbind_speed	1.2004ms	0.2754ms	3.6305 KOps/s	3.6428 KOps/s	$\color{#d91a1a}-0.34\%$
test_unbind_speed_stack0	0.3732ms	0.2721ms	3.6754 KOps/s	3.6705 KOps/s	$\color{#35bf28}+0.14\%$
test_unbind_speed_stack1	92.7395ms	0.7133ms	1.4020 KOps/s	1.4131 KOps/s	$\color{#d91a1a}-0.79\%$
test_split	93.9280ms	2.1714ms	460.5306 Ops/s	462.5995 Ops/s	$\color{#d91a1a}-0.45\%$
test_chunk	94.1099ms	2.1024ms	475.6544 Ops/s	464.5054 Ops/s	$\color{#35bf28}+2.40\%$
test_creation[device0]	0.3465ms	0.1251ms	7.9962 KOps/s	8.0375 KOps/s	$\color{#d91a1a}-0.51\%$
test_creation_from_tensor	0.3878ms	0.1293ms	7.7310 KOps/s	7.8486 KOps/s	$\color{#d91a1a}-1.50\%$
test_add_one[memmap_tensor0]	0.2304ms	9.6655μs	103.4605 KOps/s	114.0736 KOps/s	$\textbf{\color{#d91a1a}-9.30\%}$
test_contiguous[memmap_tensor0]	22.4610μs	2.1238μs	470.8497 KOps/s	470.0223 KOps/s	$\color{#35bf28}+0.18\%$
test_stack[memmap_tensor0]	36.0410μs	6.4422μs	155.2253 KOps/s	151.1681 KOps/s	$\color{#35bf28}+2.68\%$
test_memmaptd_index	1.0969ms	0.4059ms	2.4636 KOps/s	2.4182 KOps/s	$\color{#35bf28}+1.88\%$
test_memmaptd_index_astensor	0.7351ms	0.4651ms	2.1499 KOps/s	2.1042 KOps/s	$\color{#35bf28}+2.17\%$
test_memmaptd_index_op	1.4159ms	0.9776ms	1.0229 KOps/s	982.1350 Ops/s	$\color{#35bf28}+4.15\%$
test_serialize_model	0.1299s	0.1294s	7.7269 Ops/s	7.7022 Ops/s	$\color{#35bf28}+0.32\%$
test_serialize_model_pickle	1.3485s	1.2128s	0.8245 Ops/s	0.8250 Ops/s	$\color{#d91a1a}-0.06\%$
test_serialize_weights	0.1298s	0.1284s	7.7852 Ops/s	7.0121 Ops/s	$\textbf{\color{#35bf28}+11.03\%}$
test_serialize_weights_returnearly	0.2129s	55.2839ms	18.0885 Ops/s	17.8675 Ops/s	$\color{#35bf28}+1.24\%$
test_serialize_weights_pickle	1.3719s	1.2166s	0.8220 Ops/s	0.8213 Ops/s	$\color{#35bf28}+0.08\%$
test_reshape_pytree	79.9220μs	35.1871μs	28.4195 KOps/s	28.2253 KOps/s	$\color{#35bf28}+0.69\%$
test_reshape_td	0.1151ms	40.9953μs	24.3930 KOps/s	24.0161 KOps/s	$\color{#35bf28}+1.57\%$
test_view_pytree	68.5410μs	34.6722μs	28.8415 KOps/s	28.4167 KOps/s	$\color{#35bf28}+1.49\%$
test_view_td	86.2020μs	45.0386μs	22.2032 KOps/s	21.1398 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_unbind_pytree	70.5210μs	33.9355μs	29.4676 KOps/s	29.5058 KOps/s	$\color{#d91a1a}-0.13\%$
test_unbind_td	0.4104ms	42.4608μs	23.5511 KOps/s	23.7364 KOps/s	$\color{#d91a1a}-0.78\%$
test_split_pytree	0.3764ms	43.7660μs	22.8488 KOps/s	22.3311 KOps/s	$\color{#35bf28}+2.32\%$
test_split_td	93.5106ms	63.1541μs	15.8343 KOps/s	18.2463 KOps/s	$\textbf{\color{#d91a1a}-13.22\%}$
test_add_pytree	0.1055ms	55.7842μs	17.9262 KOps/s	17.3529 KOps/s	$\color{#35bf28}+3.30\%$
test_add_td	0.1588ms	88.2193μs	11.3354 KOps/s	11.2727 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_add_one_nested[tensordict-compile]	0.4018ms	0.2034ms	4.9174 KOps/s	4.7689 KOps/s	$\color{#35bf28}+3.11\%$
test_compile_add_one_nested[tensordict-eager]	0.2966ms	0.1558ms	6.4166 KOps/s	6.4119 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_one_nested[pytree-compile]	0.1955ms	0.1410ms	7.0901 KOps/s	7.0544 KOps/s	$\color{#35bf28}+0.51\%$
test_compile_add_one_nested[pytree-eager]	0.2378ms	0.1768ms	5.6546 KOps/s	5.1736 KOps/s	$\textbf{\color{#35bf28}+9.30\%}$
test_compile_copy_nested[tensordict-compile]	72.9410μs	20.3098μs	49.2374 KOps/s	48.1040 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_copy_nested[tensordict-eager]	90.3520μs	44.0442μs	22.7045 KOps/s	22.9716 KOps/s	$\color{#d91a1a}-1.16\%$
test_compile_copy_nested[pytree-compile]	0.3261ms	63.9328μs	15.6414 KOps/s	15.8899 KOps/s	$\color{#d91a1a}-1.56\%$
test_compile_copy_nested[pytree-eager]	0.1357ms	48.9603μs	20.4247 KOps/s	20.1194 KOps/s	$\color{#35bf28}+1.52\%$
test_compile_add_one_flat[tensordict-compile]	0.4141ms	0.3092ms	3.2339 KOps/s	3.2689 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_add_one_flat[tensordict-eager]	0.2666ms	0.2052ms	4.8737 KOps/s	4.7444 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_add_one_flat[tensorclass-compile]	0.1933ms	0.1299ms	7.6992 KOps/s	7.9547 KOps/s	$\color{#d91a1a}-3.21\%$
test_compile_add_one_flat[tensorclass-eager]	0.1219ms	61.4854μs	16.2640 KOps/s	16.1005 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_add_one_flat[pytree-compile]	0.3562ms	0.3071ms	3.2560 KOps/s	3.2555 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_add_one_flat[pytree-eager]	0.6827ms	0.5927ms	1.6872 KOps/s	1.5409 KOps/s	$\textbf{\color{#35bf28}+9.49\%}$
test_compile_add_self_flat[tensordict-eager]	0.3910ms	0.2466ms	4.0553 KOps/s	3.9409 KOps/s	$\color{#35bf28}+2.90\%$
test_compile_add_self_flat[tensordict-compile]	0.3634ms	0.3103ms	3.2231 KOps/s	3.2291 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_add_self_flat[tensorclass-eager]	0.1616ms	69.7314μs	14.3407 KOps/s	13.7803 KOps/s	$\color{#35bf28}+4.07\%$
test_compile_add_self_flat[tensorclass-compile]	0.2304ms	0.1296ms	7.7172 KOps/s	7.8484 KOps/s	$\color{#d91a1a}-1.67\%$
test_compile_add_self_flat[pytree-eager]	0.5883ms	0.5049ms	1.9806 KOps/s	1.7486 KOps/s	$\textbf{\color{#35bf28}+13.27\%}$
test_compile_add_self_flat[pytree-compile]	0.3975ms	0.3082ms	3.2447 KOps/s	3.2403 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_copy_flat[tensordict-compile]	79.9120μs	19.1846μs	52.1250 KOps/s	56.0616 KOps/s	$\textbf{\color{#d91a1a}-7.02\%}$
test_compile_copy_flat[tensordict-eager]	0.1041ms	29.4354μs	33.9727 KOps/s	34.5564 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_copy_flat[pytree-compile]	0.1016ms	68.2966μs	14.6420 KOps/s	14.5123 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_copy_flat[pytree-eager]	0.1017ms	51.3213μs	19.4851 KOps/s	19.3524 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_assign_and_add[tensordict-compile]	2.2503ms	0.7754ms	1.2897 KOps/s	1.1800 KOps/s	$\textbf{\color{#35bf28}+9.29\%}$
test_compile_assign_and_add[tensordict-eager]	3.3243ms	3.1424ms	318.2268 Ops/s	306.5514 Ops/s	$\color{#35bf28}+3.81\%$
test_compile_assign_and_add[pytree-compile]	2.2384ms	0.7754ms	1.2897 KOps/s	1.1620 KOps/s	$\textbf{\color{#35bf28}+10.99\%}$
test_compile_assign_and_add[pytree-eager]	3.1975ms	3.0562ms	327.2024 Ops/s	301.9275 Ops/s	$\textbf{\color{#35bf28}+8.37\%}$
test_compile_indexing[tensor-tensordict-compile]	0.1539ms	0.1071ms	9.3368 KOps/s	8.9468 KOps/s	$\color{#35bf28}+4.36\%$
test_compile_indexing[tensor-tensordict-eager]	0.1850ms	57.9551μs	17.2547 KOps/s	15.6137 KOps/s	$\textbf{\color{#35bf28}+10.51\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.2102ms	0.1017ms	9.8295 KOps/s	9.8345 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_indexing[tensor-tensorclass-eager]	74.4510μs	41.0971μs	24.3326 KOps/s	23.5153 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_indexing[tensor-pytree-compile]	0.1427ms	0.1041ms	9.6046 KOps/s	9.7244 KOps/s	$\color{#d91a1a}-1.23\%$
test_compile_indexing[tensor-pytree-eager]	82.8820μs	44.8733μs	22.2850 KOps/s	23.6254 KOps/s	$\textbf{\color{#d91a1a}-5.67\%}$
test_compile_indexing[slice-tensordict-compile]	0.2644ms	0.1350ms	7.4098 KOps/s	7.4517 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_indexing[slice-tensordict-eager]	0.1497ms	24.2411μs	41.2523 KOps/s	40.7895 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_indexing[slice-tensorclass-compile]	0.1871ms	0.1280ms	7.8118 KOps/s	7.7729 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[slice-tensorclass-eager]	54.1110μs	20.3984μs	49.0236 KOps/s	50.0281 KOps/s	$\color{#d91a1a}-2.01\%$
test_compile_indexing[slice-pytree-compile]	0.1881ms	0.1288ms	7.7632 KOps/s	7.7411 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_indexing[slice-pytree-eager]	52.7410μs	19.9443μs	50.1396 KOps/s	49.9158 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_indexing[int-tensordict-compile]	0.1963ms	0.1346ms	7.4303 KOps/s	7.4087 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_indexing[int-tensordict-eager]	0.4974ms	24.2330μs	41.2660 KOps/s	40.3213 KOps/s	$\color{#35bf28}+2.34\%$
test_compile_indexing[int-tensorclass-compile]	0.2725ms	0.1332ms	7.5065 KOps/s	7.7306 KOps/s	$\color{#d91a1a}-2.90\%$
test_compile_indexing[int-tensorclass-eager]	46.9810μs	20.1197μs	49.7026 KOps/s	49.4971 KOps/s	$\color{#35bf28}+0.42\%$
test_compile_indexing[int-pytree-compile]	0.1729ms	0.1286ms	7.7763 KOps/s	7.7427 KOps/s	$\color{#35bf28}+0.43\%$
test_compile_indexing[int-pytree-eager]	50.9610μs	20.1450μs	49.6402 KOps/s	49.2318 KOps/s	$\color{#35bf28}+0.83\%$
test_mod_add[eager]	72.4910μs	29.7805μs	33.5790 KOps/s	32.2745 KOps/s	$\color{#35bf28}+4.04\%$
test_mod_add[compile]	0.2963ms	68.1403μs	14.6756 KOps/s	14.4776 KOps/s	$\color{#35bf28}+1.37\%$
test_mod_add[compile-overhead]	0.2604ms	0.1382ms	7.2382 KOps/s	7.2275 KOps/s	$\color{#35bf28}+0.15\%$
test_mod_wrap[eager]	0.3169ms	0.2327ms	4.2977 KOps/s	4.1527 KOps/s	$\color{#35bf28}+3.49\%$
test_mod_wrap[compile]	1.1144ms	0.2787ms	3.5887 KOps/s	3.3521 KOps/s	$\textbf{\color{#35bf28}+7.06\%}$
test_mod_wrap[compile-overhead]	7.9303ms	4.1651ms	240.0909 Ops/s	245.0415 Ops/s	$\color{#d91a1a}-2.02\%$
test_mod_wrap_and_backward[eager]	1.4354ms	1.3335ms	749.9201 Ops/s	695.6471 Ops/s	$\textbf{\color{#35bf28}+7.80\%}$
test_mod_wrap_and_backward[compile]	1.6683ms	1.3060ms	765.7096 Ops/s	706.3970 Ops/s	$\textbf{\color{#35bf28}+8.40\%}$
test_mod_wrap_and_backward[compile-overhead]	1.2739ms	0.8724ms	1.1462 KOps/s	1.0246 KOps/s	$\textbf{\color{#35bf28}+11.87\%}$
test_seq_add[eager]	0.1413ms	90.1744μs	11.0896 KOps/s	10.3740 KOps/s	$\textbf{\color{#35bf28}+6.90\%}$
test_seq_add[compile]	0.3686ms	81.2631μs	12.3057 KOps/s	12.6034 KOps/s	$\color{#d91a1a}-2.36\%$
test_seq_add[compile-overhead]	0.1649ms	0.1175ms	8.5125 KOps/s	8.9336 KOps/s	$\color{#d91a1a}-4.71\%$
test_seq_wrap[eager]	0.4269ms	0.3731ms	2.6802 KOps/s	2.6070 KOps/s	$\color{#35bf28}+2.81\%$
test_seq_wrap[compile]	0.4108ms	0.3048ms	3.2812 KOps/s	3.2936 KOps/s	$\color{#d91a1a}-0.38\%$
test_seq_wrap[compile-overhead]	0.2583ms	0.2092ms	4.7796 KOps/s	4.8256 KOps/s	$\color{#d91a1a}-0.95\%$
test_func_call_runtime[False-eager]	0.8610ms	0.7413ms	1.3491 KOps/s	1.3596 KOps/s	$\color{#d91a1a}-0.77\%$
test_func_call_runtime[False-compile]	0.9782ms	0.7873ms	1.2701 KOps/s	1.2903 KOps/s	$\color{#d91a1a}-1.57\%$
test_func_call_runtime[False-compile-overhead]	0.4119ms	0.3416ms	2.9271 KOps/s	2.9118 KOps/s	$\color{#35bf28}+0.52\%$
test_func_call_runtime[True-eager]	1.0131ms	0.8878ms	1.1264 KOps/s	1.1217 KOps/s	$\color{#35bf28}+0.42\%$
test_func_call_runtime[True-compile]	0.9340ms	0.7974ms	1.2541 KOps/s	1.2370 KOps/s	$\color{#35bf28}+1.38\%$
test_func_call_runtime[True-compile-overhead]	0.4515ms	0.3734ms	2.6782 KOps/s	2.6576 KOps/s	$\color{#35bf28}+0.77\%$
test_func_call_cm_runtime[False-eager]	0.8329ms	0.7150ms	1.3985 KOps/s	1.3767 KOps/s	$\color{#35bf28}+1.59\%$
test_func_call_cm_runtime[False-compile]	0.8512ms	0.7652ms	1.3068 KOps/s	1.2833 KOps/s	$\color{#35bf28}+1.83\%$
test_func_call_cm_runtime[False-compile-overhead]	0.3895ms	0.3419ms	2.9244 KOps/s	2.9003 KOps/s	$\color{#35bf28}+0.83\%$
test_func_call_cm_runtime[True-eager]	1.0828ms	0.9765ms	1.0240 KOps/s	1.0150 KOps/s	$\color{#35bf28}+0.89\%$
test_func_call_cm_runtime[True-compile]	0.9805ms	0.8238ms	1.2138 KOps/s	1.1945 KOps/s	$\color{#35bf28}+1.62\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4801ms	0.3961ms	2.5245 KOps/s	2.4745 KOps/s	$\color{#35bf28}+2.02\%$
test_vmap_func_call_cm_runtime[eager]	2.5598ms	2.0446ms	489.0969 Ops/s	481.9476 Ops/s	$\color{#35bf28}+1.48\%$
test_vmap_func_call_cm_runtime[compile]	0.9430ms	0.8377ms	1.1938 KOps/s	1.1571 KOps/s	$\color{#35bf28}+3.17\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5319ms	0.4034ms	2.4788 KOps/s	2.4479 KOps/s	$\color{#35bf28}+1.26\%$
test_distributed	0.8357ms	0.1545ms	6.4707 KOps/s	8.4430 KOps/s	$\textbf{\color{#d91a1a}-23.36\%}$
test_tdmodule	0.5401ms	14.0770μs	71.0379 KOps/s	66.6883 KOps/s	$\textbf{\color{#35bf28}+6.52\%}$
test_tdmodule_dispatch	46.8610μs	26.1770μs	38.2014 KOps/s	32.4092 KOps/s	$\textbf{\color{#35bf28}+17.87\%}$
test_tdseq	31.6600μs	13.5733μs	73.6738 KOps/s	60.1405 KOps/s	$\textbf{\color{#35bf28}+22.50\%}$
test_tdseq_dispatch	61.0210μs	28.5867μs	34.9813 KOps/s	29.2981 KOps/s	$\textbf{\color{#35bf28}+19.40\%}$
test_instantiation_functorch	1.9014ms	1.8019ms	554.9579 Ops/s	525.5641 Ops/s	$\textbf{\color{#35bf28}+5.59\%}$
test_instantiation_td	1.8244ms	1.1748ms	851.2334 Ops/s	840.3486 Ops/s	$\color{#35bf28}+1.30\%$
test_exec_functorch	0.2423ms	0.2072ms	4.8270 KOps/s	4.4588 KOps/s	$\textbf{\color{#35bf28}+8.26\%}$
test_exec_functional_call	0.2386ms	0.2028ms	4.9304 KOps/s	4.4565 KOps/s	$\textbf{\color{#35bf28}+10.63\%}$
test_exec_td	0.2416ms	0.2084ms	4.7976 KOps/s	4.6855 KOps/s	$\color{#35bf28}+2.39\%$
test_exec_td_decorator	1.0271ms	0.2500ms	3.9994 KOps/s	3.8963 KOps/s	$\color{#35bf28}+2.65\%$
test_vmap_mlp_speed[True-True]	0.7783ms	0.6678ms	1.4975 KOps/s	1.4635 KOps/s	$\color{#35bf28}+2.32\%$
test_vmap_mlp_speed[True-False]	0.7483ms	0.6648ms	1.5043 KOps/s	1.4695 KOps/s	$\color{#35bf28}+2.37\%$
test_vmap_mlp_speed[False-True]	0.6816ms	0.5684ms	1.7594 KOps/s	1.7407 KOps/s	$\color{#35bf28}+1.08\%$
test_vmap_mlp_speed[False-False]	0.6118ms	0.5693ms	1.7567 KOps/s	1.7375 KOps/s	$\color{#35bf28}+1.10\%$
test_vmap_mlp_speed_decorator[True-True]	1.2838ms	0.6473ms	1.5449 KOps/s	1.4878 KOps/s	$\color{#35bf28}+3.84\%$
test_vmap_mlp_speed_decorator[True-False]	0.7798ms	0.6505ms	1.5373 KOps/s	1.4246 KOps/s	$\textbf{\color{#35bf28}+7.91\%}$
test_vmap_mlp_speed_decorator[False-True]	0.6835ms	0.5770ms	1.7331 KOps/s	1.6193 KOps/s	$\textbf{\color{#35bf28}+7.03\%}$
test_vmap_mlp_speed_decorator[False-False]	0.7144ms	0.5885ms	1.6993 KOps/s	1.6080 KOps/s	$\textbf{\color{#35bf28}+5.68\%}$
test_vmap_transformer_speed[True-True]	8.2680ms	8.1784ms	122.2736 Ops/s	119.6518 Ops/s	$\color{#35bf28}+2.19\%$
test_vmap_transformer_speed[True-False]	8.5151ms	8.1632ms	122.5014 Ops/s	120.1227 Ops/s	$\color{#35bf28}+1.98\%$
test_vmap_transformer_speed[False-True]	8.2883ms	7.9941ms	125.0920 Ops/s	123.0879 Ops/s	$\color{#35bf28}+1.63\%$
test_vmap_transformer_speed[False-False]	8.3450ms	7.9808ms	125.3005 Ops/s	122.5445 Ops/s	$\color{#35bf28}+2.25\%$
test_vmap_transformer_speed_decorator[True-True]	19.9069ms	19.2251ms	52.0154 Ops/s	51.6018 Ops/s	$\color{#35bf28}+0.80\%$
test_vmap_transformer_speed_decorator[True-False]	19.8358ms	19.2965ms	51.8228 Ops/s	51.4379 Ops/s	$\color{#35bf28}+0.75\%$
test_vmap_transformer_speed_decorator[False-True]	19.6789ms	19.0201ms	52.5760 Ops/s	51.8664 Ops/s	$\color{#35bf28}+1.37\%$
test_vmap_transformer_speed_decorator[False-False]	20.1934ms	19.0286ms	52.5524 Ops/s	51.7766 Ops/s	$\color{#35bf28}+1.50\%$
test_to_module_speed[True]	1.3450ms	0.9251ms	1.0809 KOps/s	1.0895 KOps/s	$\color{#d91a1a}-0.78\%$
test_to_module_speed[False]	1.2820ms	0.9074ms	1.1021 KOps/s	1.1215 KOps/s	$\color{#d91a1a}-1.73\%$
test_tc_init	63.4110μs	30.5347μs	32.7496 KOps/s	27.4110 KOps/s	$\textbf{\color{#35bf28}+19.48\%}$
test_tc_init_nested	0.1027ms	62.1177μs	16.0985 KOps/s	13.9107 KOps/s	$\textbf{\color{#35bf28}+15.73\%}$
test_tc_first_layer_tensor	5.1630μs	0.6900μs	1.4492 MOps/s	1.4215 MOps/s	$\color{#35bf28}+1.95\%$
test_tc_first_layer_nontensor	22.7210μs	2.2340μs	447.6302 KOps/s	442.2745 KOps/s	$\color{#35bf28}+1.21\%$
test_tc_second_layer_tensor	17.1870μs	1.3953μs	716.6764 KOps/s	719.0131 KOps/s	$\color{#d91a1a}-0.32\%$
test_tc_second_layer_nontensor	25.7410μs	2.9278μs	341.5529 KOps/s	339.2350 KOps/s	$\color{#35bf28}+0.68\%$
test_unbind	0.1904s	11.9468ms	83.7044 Ops/s	93.5707 Ops/s	$\textbf{\color{#d91a1a}-10.54\%}$
test_full_like	0.6585ms	0.5756ms	1.7374 KOps/s	1.7431 KOps/s	$\color{#d91a1a}-0.33\%$
test_zeros_like	0.2587ms	0.1979ms	5.0538 KOps/s	5.0523 KOps/s	$\color{#35bf28}+0.03\%$
test_ones_like	0.2412ms	0.1978ms	5.0560 KOps/s	5.0558 KOps/s	$+0.00\%$
test_clone	0.4488ms	0.4145ms	2.4128 KOps/s	2.4182 KOps/s	$\color{#d91a1a}-0.22\%$
test_squeeze	37.5510μs	9.6871μs	103.2299 KOps/s	102.0674 KOps/s	$\color{#35bf28}+1.14\%$
test_unsqueeze	0.2818ms	72.4216μs	13.8080 KOps/s	13.5565 KOps/s	$\color{#35bf28}+1.86\%$
test_split	0.2497ms	0.1552ms	6.4454 KOps/s	6.4005 KOps/s	$\color{#35bf28}+0.70\%$
test_permute	0.2241ms	0.1765ms	5.6662 KOps/s	5.7126 KOps/s	$\color{#d91a1a}-0.81\%$
test_stack	1.2560ms	0.8557ms	1.1687 KOps/s	1.1488 KOps/s	$\color{#35bf28}+1.73\%$
test_cat	1.2577ms	1.2314ms	812.0757 Ops/s	811.6963 Ops/s	$\color{#35bf28}+0.05\%$