[Feature] better sync and instantiation of cudagraphs

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}21$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	75.9510μs	20.8001μs	48.0768 KOps/s	50.7321 KOps/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_plain_set_stack_nested	57.4580μs	20.5283μs	48.7132 KOps/s	50.0294 KOps/s	$\color{#d91a1a}-2.63\%$
test_plain_set_nested_inplace	81.2310μs	22.1863μs	45.0729 KOps/s	45.7433 KOps/s	$\color{#d91a1a}-1.47\%$
test_plain_set_stack_nested_inplace	59.8820μs	22.5394μs	44.3667 KOps/s	46.5999 KOps/s	$\color{#d91a1a}-4.79\%$
test_items	44.8940μs	4.1201μs	242.7117 KOps/s	243.8054 KOps/s	$\color{#d91a1a}-0.45\%$
test_items_nested	0.6724ms	0.3657ms	2.7348 KOps/s	2.7611 KOps/s	$\color{#d91a1a}-0.95\%$
test_items_nested_locked	0.5893ms	0.3676ms	2.7203 KOps/s	2.7386 KOps/s	$\color{#d91a1a}-0.67\%$
test_items_nested_leaf	0.1263ms	69.5355μs	14.3811 KOps/s	14.7118 KOps/s	$\color{#d91a1a}-2.25\%$
test_items_stack_nested	0.6441ms	0.3704ms	2.7001 KOps/s	2.7382 KOps/s	$\color{#d91a1a}-1.39\%$
test_items_stack_nested_leaf	0.1741ms	72.9856μs	13.7013 KOps/s	14.0434 KOps/s	$\color{#d91a1a}-2.44\%$
test_items_stack_nested_locked	0.6210ms	0.3725ms	2.6847 KOps/s	2.7422 KOps/s	$\color{#d91a1a}-2.10\%$
test_keys	53.0910μs	3.5419μs	282.3346 KOps/s	287.8711 KOps/s	$\color{#d91a1a}-1.92\%$
test_keys_nested	0.1546ms	0.1009ms	9.9067 KOps/s	9.8705 KOps/s	$\color{#35bf28}+0.37\%$
test_keys_nested_locked	0.6963ms	0.1065ms	9.3911 KOps/s	9.3930 KOps/s	$\color{#d91a1a}-0.02\%$
test_keys_nested_leaf	0.1436ms	83.8502μs	11.9260 KOps/s	11.7913 KOps/s	$\color{#35bf28}+1.14\%$
test_keys_stack_nested	0.2021ms	0.1013ms	9.8691 KOps/s	9.7950 KOps/s	$\color{#35bf28}+0.76\%$
test_keys_stack_nested_leaf	0.1401ms	82.3233μs	12.1472 KOps/s	11.6353 KOps/s	$\color{#35bf28}+4.40\%$
test_keys_stack_nested_locked	0.1729ms	0.1050ms	9.5276 KOps/s	9.3013 KOps/s	$\color{#35bf28}+2.43\%$
test_values	6.9328μs	1.0821μs	924.0925 KOps/s	980.4459 KOps/s	$\textbf{\color{#d91a1a}-5.75\%}$
test_values_nested	0.1243ms	73.6632μs	13.5753 KOps/s	13.6180 KOps/s	$\color{#d91a1a}-0.31\%$
test_values_nested_locked	0.1260ms	73.5766μs	13.5913 KOps/s	13.5671 KOps/s	$\color{#35bf28}+0.18\%$
test_values_nested_leaf	0.1206ms	62.7534μs	15.9354 KOps/s	16.1928 KOps/s	$\color{#d91a1a}-1.59\%$
test_values_stack_nested	0.1252ms	74.1892μs	13.4791 KOps/s	13.5026 KOps/s	$\color{#d91a1a}-0.17\%$
test_values_stack_nested_leaf	0.1083ms	60.2811μs	16.5889 KOps/s	15.8408 KOps/s	$\color{#35bf28}+4.72\%$
test_values_stack_nested_locked	0.1280ms	74.0579μs	13.5030 KOps/s	13.3820 KOps/s	$\color{#35bf28}+0.90\%$
test_membership	5.6060μs	0.7375μs	1.3559 MOps/s	1.3993 MOps/s	$\color{#d91a1a}-3.10\%$
test_membership_nested	29.6350μs	2.7725μs	360.6865 KOps/s	360.4876 KOps/s	$\color{#35bf28}+0.06\%$
test_membership_nested_leaf	25.9280μs	2.8116μs	355.6664 KOps/s	361.8073 KOps/s	$\color{#d91a1a}-1.70\%$
test_membership_stacked_nested	25.2870μs	2.7904μs	358.3728 KOps/s	364.9851 KOps/s	$\color{#d91a1a}-1.81\%$
test_membership_stacked_nested_leaf	21.0890μs	2.8152μs	355.2141 KOps/s	364.6970 KOps/s	$\color{#d91a1a}-2.60\%$
test_membership_nested_last	29.1340μs	4.0657μs	245.9599 KOps/s	250.1414 KOps/s	$\color{#d91a1a}-1.67\%$
test_membership_nested_leaf_last	34.2340μs	4.0594μs	246.3428 KOps/s	251.2361 KOps/s	$\color{#d91a1a}-1.95\%$
test_membership_stacked_nested_last	57.6370μs	13.1865μs	75.8354 KOps/s	253.2746 KOps/s	$\textbf{\color{#d91a1a}-70.06\%}$
test_membership_stacked_nested_leaf_last	37.8400μs	13.2308μs	75.5811 KOps/s	252.0183 KOps/s	$\textbf{\color{#d91a1a}-70.01\%}$
test_nested_getleaf	50.3530μs	10.7214μs	93.2718 KOps/s	95.3846 KOps/s	$\color{#d91a1a}-2.22\%$
test_nested_get	40.6050μs	10.2226μs	97.8227 KOps/s	99.9076 KOps/s	$\color{#d91a1a}-2.09\%$
test_stacked_getleaf	39.4840μs	10.9375μs	91.4283 KOps/s	94.3651 KOps/s	$\color{#d91a1a}-3.11\%$
test_stacked_get	45.6950μs	10.0671μs	99.3339 KOps/s	98.0864 KOps/s	$\color{#35bf28}+1.27\%$
test_nested_getitemleaf	52.7260μs	11.0438μs	90.5489 KOps/s	91.6781 KOps/s	$\color{#d91a1a}-1.23\%$
test_nested_getitem	42.1580μs	10.6054μs	94.2916 KOps/s	97.6586 KOps/s	$\color{#d91a1a}-3.45\%$
test_stacked_getitemleaf	56.5360μs	10.9709μs	91.1501 KOps/s	91.4678 KOps/s	$\color{#d91a1a}-0.35\%$
test_stacked_getitem	60.0400μs	10.6210μs	94.1529 KOps/s	95.7942 KOps/s	$\color{#d91a1a}-1.71\%$
test_lock_nested	97.3995ms	0.5964ms	1.6766 KOps/s	1.9966 KOps/s	$\textbf{\color{#d91a1a}-16.03\%}$
test_lock_stack_nested	0.5428ms	0.4455ms	2.2449 KOps/s	2.1554 KOps/s	$\color{#35bf28}+4.16\%$
test_unlock_nested	98.2050ms	0.5116ms	1.9546 KOps/s	2.3773 KOps/s	$\textbf{\color{#d91a1a}-17.78\%}$
test_unlock_stack_nested	0.4603ms	0.3609ms	2.7706 KOps/s	2.6067 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_flatten_speed	0.1754ms	90.6780μs	11.0280 KOps/s	11.4360 KOps/s	$\color{#d91a1a}-3.57\%$
test_unflatten_speed	0.7547ms	0.4791ms	2.0874 KOps/s	2.1573 KOps/s	$\color{#d91a1a}-3.24\%$
test_common_ops	5.1349ms	1.1675ms	856.5629 Ops/s	881.1135 Ops/s	$\color{#d91a1a}-2.79\%$
test_creation	27.8420μs	2.1098μs	473.9783 KOps/s	485.2424 KOps/s	$\color{#d91a1a}-2.32\%$
test_creation_empty	51.7960μs	17.5536μs	56.9685 KOps/s	59.8439 KOps/s	$\color{#d91a1a}-4.80\%$
test_creation_nested_1	61.0140μs	20.4842μs	48.8181 KOps/s	49.8920 KOps/s	$\color{#d91a1a}-2.15\%$
test_creation_nested_2	60.0520μs	25.5412μs	39.1524 KOps/s	40.7313 KOps/s	$\color{#d91a1a}-3.88\%$
test_clone	0.3770ms	17.2496μs	57.9723 KOps/s	57.6422 KOps/s	$\color{#35bf28}+0.57\%$
test_getitem[int]	0.6604ms	17.7159μs	56.4464 KOps/s	58.6095 KOps/s	$\color{#d91a1a}-3.69\%$
test_getitem[slice_int]	0.1353ms	32.6457μs	30.6319 KOps/s	32.2090 KOps/s	$\color{#d91a1a}-4.90\%$
test_getitem[range]	0.1774ms	61.0101μs	16.3907 KOps/s	16.4984 KOps/s	$\color{#d91a1a}-0.65\%$
test_getitem[tuple]	0.1402ms	26.6561μs	37.5148 KOps/s	38.7592 KOps/s	$\color{#d91a1a}-3.21\%$
test_getitem[list]	0.5553ms	56.8491μs	17.5904 KOps/s	17.8335 KOps/s	$\color{#d91a1a}-1.36\%$
test_setitem_dim[int]	80.8910μs	34.8353μs	28.7065 KOps/s	29.8642 KOps/s	$\color{#d91a1a}-3.88\%$
test_setitem_dim[slice_int]	0.1158ms	64.0303μs	15.6176 KOps/s	15.2459 KOps/s	$\color{#35bf28}+2.44\%$
test_setitem_dim[range]	0.1710ms	88.6989μs	11.2741 KOps/s	11.3927 KOps/s	$\color{#d91a1a}-1.04\%$
test_setitem_dim[tuple]	0.1171ms	53.7709μs	18.5974 KOps/s	19.9277 KOps/s	$\textbf{\color{#d91a1a}-6.68\%}$
test_setitem	0.3872ms	29.9121μs	33.4313 KOps/s	33.8729 KOps/s	$\color{#d91a1a}-1.30\%$
test_set	0.3678ms	28.4233μs	35.1824 KOps/s	34.8321 KOps/s	$\color{#35bf28}+1.01\%$
test_set_shared	3.3666ms	0.2208ms	4.5280 KOps/s	4.5524 KOps/s	$\color{#d91a1a}-0.54\%$
test_update	0.3385ms	35.8435μs	27.8990 KOps/s	27.7882 KOps/s	$\color{#35bf28}+0.40\%$
test_update_nested	0.3925ms	46.7282μs	21.4004 KOps/s	21.5400 KOps/s	$\color{#d91a1a}-0.65\%$
test_update__nested	0.3967ms	35.1300μs	28.4657 KOps/s	28.5458 KOps/s	$\color{#d91a1a}-0.28\%$
test_set_nested	0.3414ms	31.0999μs	32.1544 KOps/s	32.1246 KOps/s	$\color{#35bf28}+0.09\%$
test_set_nested_new	0.3754ms	38.0387μs	26.2890 KOps/s	27.4331 KOps/s	$\color{#d91a1a}-4.17\%$
test_select	0.4082ms	55.2550μs	18.0979 KOps/s	18.3584 KOps/s	$\color{#d91a1a}-1.42\%$
test_select_nested	0.1408ms	60.6033μs	16.5008 KOps/s	16.9204 KOps/s	$\color{#d91a1a}-2.48\%$
test_exclude_nested	0.1507ms	76.0698μs	13.1458 KOps/s	13.4374 KOps/s	$\color{#d91a1a}-2.17\%$
test_empty[True]	1.0859ms	0.3254ms	3.0736 KOps/s	3.1022 KOps/s	$\color{#d91a1a}-0.92\%$
test_empty[False]	8.3780μs	1.2482μs	801.1698 KOps/s	829.3826 KOps/s	$\color{#d91a1a}-3.40\%$
test_unbind_speed	0.3818ms	0.3041ms	3.2886 KOps/s	3.2625 KOps/s	$\color{#35bf28}+0.80\%$
test_unbind_speed_stack0	0.5818ms	0.2893ms	3.4566 KOps/s	3.3388 KOps/s	$\color{#35bf28}+3.53\%$
test_unbind_speed_stack1	0.1022s	0.7964ms	1.2557 KOps/s	1.4574 KOps/s	$\textbf{\color{#d91a1a}-13.84\%}$
test_split	3.1457ms	2.0615ms	485.0724 Ops/s	456.7281 Ops/s	$\textbf{\color{#35bf28}+6.21\%}$
test_chunk	0.1025s	2.2731ms	439.9201 Ops/s	456.7179 Ops/s	$\color{#d91a1a}-3.68\%$
test_creation[device0]	0.2710ms	0.1191ms	8.3931 KOps/s	8.3380 KOps/s	$\color{#35bf28}+0.66\%$
test_creation_from_tensor	3.5683ms	0.1200ms	8.3330 KOps/s	8.2538 KOps/s	$\color{#35bf28}+0.96\%$
test_add_one[memmap_tensor0]	0.6545ms	7.6524μs	130.6785 KOps/s	137.9640 KOps/s	$\textbf{\color{#d91a1a}-5.28\%}$
test_contiguous[memmap_tensor0]	24.0750μs	1.8669μs	535.6376 KOps/s	513.5518 KOps/s	$\color{#35bf28}+4.30\%$
test_stack[memmap_tensor0]	0.1258ms	5.7612μs	173.5746 KOps/s	171.6360 KOps/s	$\color{#35bf28}+1.13\%$
test_memmaptd_index	1.1863ms	0.4146ms	2.4121 KOps/s	2.4731 KOps/s	$\color{#d91a1a}-2.47\%$
test_memmaptd_index_astensor	0.7556ms	0.4900ms	2.0406 KOps/s	2.0532 KOps/s	$\color{#d91a1a}-0.61\%$
test_memmaptd_index_op	1.7610ms	1.0450ms	956.9662 Ops/s	989.7771 Ops/s	$\color{#d91a1a}-3.31\%$
test_serialize_model	0.2209s	0.1400s	7.1404 Ops/s	8.3259 Ops/s	$\textbf{\color{#d91a1a}-14.24\%}$
test_serialize_model_pickle	0.4747s	0.3946s	2.5343 Ops/s	2.5269 Ops/s	$\color{#35bf28}+0.29\%$
test_serialize_weights	0.1305s	0.1194s	8.3756 Ops/s	8.3300 Ops/s	$\color{#35bf28}+0.55\%$
test_serialize_weights_returnearly	0.2605s	0.1729s	5.7846 Ops/s	6.2410 Ops/s	$\textbf{\color{#d91a1a}-7.31\%}$
test_serialize_weights_pickle	0.4502s	0.3988s	2.5077 Ops/s	2.3279 Ops/s	$\textbf{\color{#35bf28}+7.73\%}$
test_serialize_weights_filesystem	0.1509s	0.1445s	6.9181 Ops/s	6.8625 Ops/s	$\color{#35bf28}+0.81\%$
test_serialize_model_filesystem	0.1606s	0.1528s	6.5438 Ops/s	5.9774 Ops/s	$\textbf{\color{#35bf28}+9.48\%}$
test_reshape_pytree	83.2150μs	39.7709μs	25.1440 KOps/s	25.5039 KOps/s	$\color{#d91a1a}-1.41\%$
test_reshape_td	0.1209ms	46.2590μs	21.6174 KOps/s	22.2850 KOps/s	$\color{#d91a1a}-3.00\%$
test_view_pytree	79.5180μs	39.7882μs	25.1331 KOps/s	25.6331 KOps/s	$\color{#d91a1a}-1.95\%$
test_view_td	0.1337ms	53.3852μs	18.7318 KOps/s	18.8463 KOps/s	$\color{#d91a1a}-0.61\%$
test_unbind_pytree	81.1010μs	36.7487μs	27.2119 KOps/s	27.5695 KOps/s	$\color{#d91a1a}-1.30\%$
test_unbind_td	0.2920ms	45.2945μs	22.0777 KOps/s	22.0417 KOps/s	$\color{#35bf28}+0.16\%$
test_split_pytree	0.1120ms	39.8635μs	25.0856 KOps/s	26.4998 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_split_td	0.4517ms	59.0595μs	16.9321 KOps/s	17.7012 KOps/s	$\color{#d91a1a}-4.35\%$
test_add_pytree	0.1149ms	46.6712μs	21.4265 KOps/s	21.9586 KOps/s	$\color{#d91a1a}-2.42\%$
test_add_td	0.1675ms	83.6977μs	11.9478 KOps/s	12.2541 KOps/s	$\color{#d91a1a}-2.50\%$
test_compile_add_one_nested[tensordict-compile]	0.1097ms	57.3176μs	17.4466 KOps/s	16.8204 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_add_one_nested[tensordict-eager]	0.3943ms	0.1846ms	5.4159 KOps/s	5.5192 KOps/s	$\color{#d91a1a}-1.87\%$
test_compile_add_one_nested[pytree-compile]	0.1256ms	56.8667μs	17.5850 KOps/s	17.0718 KOps/s	$\color{#35bf28}+3.01\%$
test_compile_add_one_nested[pytree-eager]	0.2874ms	0.1471ms	6.7960 KOps/s	7.0898 KOps/s	$\color{#d91a1a}-4.15\%$
test_compile_copy_nested[tensordict-compile]	55.8840μs	21.0877μs	47.4209 KOps/s	46.9453 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_copy_nested[tensordict-eager]	0.1300ms	67.5963μs	14.7937 KOps/s	14.9844 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_copy_nested[pytree-compile]	0.1580ms	76.7841μs	13.0235 KOps/s	13.4418 KOps/s	$\color{#d91a1a}-3.11\%$
test_compile_copy_nested[pytree-eager]	0.1284ms	69.7734μs	14.3321 KOps/s	14.9228 KOps/s	$\color{#d91a1a}-3.96\%$
test_compile_add_one_flat[tensordict-compile]	0.2703ms	0.1748ms	5.7216 KOps/s	5.6349 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_add_one_flat[tensordict-eager]	0.3476ms	0.1971ms	5.0741 KOps/s	5.1750 KOps/s	$\color{#d91a1a}-1.95\%$
test_compile_add_one_flat[tensorclass-compile]	0.1160ms	47.3711μs	21.1099 KOps/s	19.9415 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1495ms	72.1403μs	13.8619 KOps/s	14.0120 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_add_one_flat[pytree-compile]	0.2951ms	0.1779ms	5.6209 KOps/s	5.6541 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_one_flat[pytree-eager]	0.5068ms	0.3014ms	3.3179 KOps/s	3.4049 KOps/s	$\color{#d91a1a}-2.55\%$
test_compile_add_self_flat[tensordict-eager]	0.4241ms	0.2122ms	4.7115 KOps/s	4.9723 KOps/s	$\textbf{\color{#d91a1a}-5.25\%}$
test_compile_add_self_flat[tensordict-compile]	0.3738ms	0.1775ms	5.6334 KOps/s	5.6543 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_add_self_flat[tensorclass-eager]	0.1400ms	65.0401μs	15.3751 KOps/s	16.2785 KOps/s	$\textbf{\color{#d91a1a}-5.55\%}$
test_compile_add_self_flat[tensorclass-compile]	0.1129ms	47.3405μs	21.1236 KOps/s	19.8788 KOps/s	$\textbf{\color{#35bf28}+6.26\%}$
test_compile_add_self_flat[pytree-eager]	0.4285ms	0.2365ms	4.2279 KOps/s	4.2604 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_add_self_flat[pytree-compile]	0.4086ms	0.1804ms	5.5431 KOps/s	5.5809 KOps/s	$\color{#d91a1a}-0.68\%$
test_compile_copy_flat[tensordict-compile]	0.1891ms	0.1036ms	9.6494 KOps/s	9.4521 KOps/s	$\color{#35bf28}+2.09\%$
test_compile_copy_flat[tensordict-eager]	0.1178ms	57.9392μs	17.2595 KOps/s	17.4645 KOps/s	$\color{#d91a1a}-1.17\%$
test_compile_copy_flat[pytree-compile]	0.1529ms	77.0701μs	12.9752 KOps/s	13.2221 KOps/s	$\color{#d91a1a}-1.87\%$
test_compile_copy_flat[pytree-eager]	0.1422ms	69.4458μs	14.3997 KOps/s	14.6270 KOps/s	$\color{#d91a1a}-1.55\%$
test_compile_assign_and_add[tensordict-compile]	0.2638ms	0.1929ms	5.1853 KOps/s	5.1322 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_assign_and_add[tensordict-eager]	2.6254ms	1.7293ms	578.2753 Ops/s	590.7948 Ops/s	$\color{#d91a1a}-2.12\%$
test_compile_assign_and_add[pytree-compile]	0.2887ms	0.1924ms	5.1986 KOps/s	5.1396 KOps/s	$\color{#35bf28}+1.15\%$
test_compile_assign_and_add[pytree-eager]	1.3555ms	1.1396ms	877.5318 Ops/s	896.1605 Ops/s	$\color{#d91a1a}-2.08\%$
test_compile_assign_and_add_stack[compile]	0.5337ms	0.4183ms	2.3904 KOps/s	2.3091 KOps/s	$\color{#35bf28}+3.52\%$
test_compile_assign_and_add_stack[eager]	5.7078ms	3.9884ms	250.7299 Ops/s	257.0290 Ops/s	$\color{#d91a1a}-2.45\%$
test_compile_indexing[tensor-tensordict-compile]	80.8810μs	35.0470μs	28.5331 KOps/s	27.1591 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_compile_indexing[tensor-tensordict-eager]	0.6155ms	49.7886μs	20.0849 KOps/s	20.0128 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1404ms	30.4633μs	32.8264 KOps/s	32.4168 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1045ms	29.8820μs	33.4649 KOps/s	34.9710 KOps/s	$\color{#d91a1a}-4.31\%$
test_compile_indexing[tensor-pytree-compile]	80.7400μs	29.7354μs	33.6299 KOps/s	32.6941 KOps/s	$\color{#35bf28}+2.86\%$
test_compile_indexing[tensor-pytree-eager]	0.1247ms	29.3769μs	34.0404 KOps/s	34.3908 KOps/s	$\color{#d91a1a}-1.02\%$
test_compile_indexing[slice-tensordict-compile]	0.1556ms	74.3416μs	13.4514 KOps/s	13.1459 KOps/s	$\color{#35bf28}+2.32\%$
test_compile_indexing[slice-tensordict-eager]	0.6151ms	28.5626μs	35.0108 KOps/s	35.7613 KOps/s	$\color{#d91a1a}-2.10\%$
test_compile_indexing[slice-tensorclass-compile]	0.1688ms	68.8127μs	14.5322 KOps/s	14.2080 KOps/s	$\color{#35bf28}+2.28\%$
test_compile_indexing[slice-tensorclass-eager]	81.4810μs	23.8567μs	41.9169 KOps/s	42.9265 KOps/s	$\color{#d91a1a}-2.35\%$
test_compile_indexing[slice-pytree-compile]	0.1620ms	68.5795μs	14.5816 KOps/s	14.3254 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_indexing[slice-pytree-eager]	76.4620μs	23.5948μs	42.3822 KOps/s	43.0981 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_indexing[int-tensordict-compile]	0.1606ms	74.8603μs	13.3582 KOps/s	13.1142 KOps/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[int-tensordict-eager]	1.2940ms	28.5833μs	34.9855 KOps/s	35.7834 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_indexing[int-tensorclass-compile]	0.1479ms	68.6829μs	14.5597 KOps/s	14.1857 KOps/s	$\color{#35bf28}+2.64\%$
test_compile_indexing[int-tensorclass-eager]	83.4050μs	24.1839μs	41.3498 KOps/s	43.1998 KOps/s	$\color{#d91a1a}-4.28\%$
test_compile_indexing[int-pytree-compile]	0.1682ms	69.0550μs	14.4812 KOps/s	14.3822 KOps/s	$\color{#35bf28}+0.69\%$
test_compile_indexing[int-pytree-eager]	85.9000μs	23.2966μs	42.9247 KOps/s	43.7718 KOps/s	$\color{#d91a1a}-1.94\%$
test_mod_add[eager]	79.9190μs	26.2216μs	38.1365 KOps/s	40.6286 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_mod_add[compile]	94.8970μs	40.3340μs	24.7930 KOps/s	24.0370 KOps/s	$\color{#35bf28}+3.15\%$
test_mod_add[compile-overhead]	0.1040ms	40.7676μs	24.5293 KOps/s	23.8894 KOps/s	$\color{#35bf28}+2.68\%$
test_mod_wrap[eager]	0.4197ms	0.2170ms	4.6077 KOps/s	4.6565 KOps/s	$\color{#d91a1a}-1.05\%$
test_mod_wrap[compile]	0.4251ms	0.2402ms	4.1631 KOps/s	4.1761 KOps/s	$\color{#d91a1a}-0.31\%$
test_mod_wrap[compile-overhead]	0.4374ms	0.2377ms	4.2064 KOps/s	4.2113 KOps/s	$\color{#d91a1a}-0.11\%$
test_mod_wrap_and_backward[eager]	12.1570ms	11.0382ms	90.5941 Ops/s	89.8722 Ops/s	$\color{#35bf28}+0.80\%$
test_mod_wrap_and_backward[compile]	13.4672ms	11.3170ms	88.3626 Ops/s	87.5500 Ops/s	$\color{#35bf28}+0.93\%$
test_mod_wrap_and_backward[compile-overhead]	15.2512ms	11.8384ms	84.4707 Ops/s	83.4057 Ops/s	$\color{#35bf28}+1.28\%$
test_seq_add[eager]	0.1799ms	95.7162μs	10.4476 KOps/s	11.0292 KOps/s	$\textbf{\color{#d91a1a}-5.27\%}$
test_seq_add[compile]	0.1657ms	66.1192μs	15.1242 KOps/s	15.4909 KOps/s	$\color{#d91a1a}-2.37\%$
test_seq_add[compile-overhead]	0.1296ms	64.3328μs	15.5442 KOps/s	15.6692 KOps/s	$\color{#d91a1a}-0.80\%$
test_seq_wrap[eager]	0.6069ms	0.3977ms	2.5144 KOps/s	2.5867 KOps/s	$\color{#d91a1a}-2.79\%$
test_seq_wrap[compile]	1.4902ms	0.2763ms	3.6196 KOps/s	3.6484 KOps/s	$\color{#d91a1a}-0.79\%$
test_seq_wrap[compile-overhead]	1.5212ms	0.2750ms	3.6357 KOps/s	3.6097 KOps/s	$\color{#35bf28}+0.72\%$
test_func_call_runtime[False-eager]	0.8836ms	0.5438ms	1.8391 KOps/s	1.8191 KOps/s	$\color{#35bf28}+1.10\%$
test_func_call_runtime[False-compile]	0.6949ms	0.5092ms	1.9637 KOps/s	1.9694 KOps/s	$\color{#d91a1a}-0.29\%$
test_func_call_runtime[False-compile-overhead]	0.6372ms	0.5120ms	1.9533 KOps/s	1.9493 KOps/s	$\color{#35bf28}+0.20\%$
test_func_call_runtime[True-eager]	0.9934ms	0.7791ms	1.2836 KOps/s	1.2984 KOps/s	$\color{#d91a1a}-1.14\%$
test_func_call_runtime[True-compile]	0.6513ms	0.5221ms	1.9152 KOps/s	1.9144 KOps/s	$\color{#35bf28}+0.05\%$
test_func_call_runtime[True-compile-overhead]	0.6960ms	0.5223ms	1.9148 KOps/s	1.9063 KOps/s	$\color{#35bf28}+0.45\%$
test_func_call_cm_runtime[False-eager]	0.8022ms	0.5388ms	1.8560 KOps/s	1.8364 KOps/s	$\color{#35bf28}+1.07\%$
test_func_call_cm_runtime[False-compile]	0.9879ms	0.5145ms	1.9436 KOps/s	1.9465 KOps/s	$\color{#d91a1a}-0.15\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6742ms	0.5119ms	1.9535 KOps/s	1.9404 KOps/s	$\color{#35bf28}+0.67\%$
test_func_call_cm_runtime[True-eager]	1.4854ms	0.9084ms	1.1008 KOps/s	1.1115 KOps/s	$\color{#d91a1a}-0.96\%$
test_func_call_cm_runtime[True-compile]	1.2101ms	0.7659ms	1.3057 KOps/s	1.3006 KOps/s	$\color{#35bf28}+0.39\%$
test_func_call_cm_runtime[True-compile-overhead]	0.9432ms	0.7663ms	1.3049 KOps/s	1.3014 KOps/s	$\color{#35bf28}+0.27\%$
test_vmap_func_call_cm_runtime[eager]	2.6818ms	1.9425ms	514.7889 Ops/s	515.9657 Ops/s	$\color{#d91a1a}-0.23\%$
test_vmap_func_call_cm_runtime[compile]	2.9737ms	1.9934ms	501.6508 Ops/s	501.4311 Ops/s	$\color{#35bf28}+0.04\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.6924ms	1.9965ms	500.8657 Ops/s	503.6745 Ops/s	$\color{#d91a1a}-0.56\%$
test_distributed	0.3298ms	0.1278ms	7.8241 KOps/s	7.5702 KOps/s	$\color{#35bf28}+3.35\%$
test_tdmodule	45.5350μs	18.4943μs	54.0708 KOps/s	54.6830 KOps/s	$\color{#d91a1a}-1.12\%$
test_tdmodule_dispatch	63.3280μs	36.5221μs	27.3807 KOps/s	27.9754 KOps/s	$\color{#d91a1a}-2.13\%$
test_tdseq	45.9260μs	20.9951μs	47.6301 KOps/s	48.6815 KOps/s	$\color{#d91a1a}-2.16\%$
test_tdseq_dispatch	61.1540μs	42.0245μs	23.7957 KOps/s	24.0189 KOps/s	$\color{#d91a1a}-0.93\%$
test_instantiation_functorch	2.4924ms	1.6169ms	618.4732 Ops/s	617.7070 Ops/s	$\color{#35bf28}+0.12\%$
test_instantiation_td	2.2349ms	1.2073ms	828.3049 Ops/s	826.1920 Ops/s	$\color{#35bf28}+0.26\%$
test_exec_functorch	0.4461ms	0.1895ms	5.2769 KOps/s	5.2423 KOps/s	$\color{#35bf28}+0.66\%$
test_exec_functional_call	0.2868ms	0.1799ms	5.5572 KOps/s	5.6105 KOps/s	$\color{#d91a1a}-0.95\%$
test_exec_td	0.3201ms	0.1690ms	5.9159 KOps/s	5.6911 KOps/s	$\color{#35bf28}+3.95\%$
test_exec_td_decorator	0.4763ms	0.2314ms	4.3210 KOps/s	4.3719 KOps/s	$\color{#d91a1a}-1.16\%$
test_vmap_mlp_speed[True-True]	0.9807ms	0.6704ms	1.4917 KOps/s	1.4772 KOps/s	$\color{#35bf28}+0.98\%$
test_vmap_mlp_speed[True-False]	0.9746ms	0.6656ms	1.5024 KOps/s	1.5038 KOps/s	$\color{#d91a1a}-0.09\%$
test_vmap_mlp_speed[False-True]	0.9445ms	0.5174ms	1.9328 KOps/s	1.9672 KOps/s	$\color{#d91a1a}-1.75\%$
test_vmap_mlp_speed[False-False]	0.7555ms	0.5185ms	1.9285 KOps/s	1.9810 KOps/s	$\color{#d91a1a}-2.65\%$
test_vmap_mlp_speed_decorator[True-True]	1.6486ms	0.6468ms	1.5460 KOps/s	1.5556 KOps/s	$\color{#d91a1a}-0.62\%$
test_vmap_mlp_speed_decorator[True-False]	0.9718ms	0.6485ms	1.5419 KOps/s	1.5688 KOps/s	$\color{#d91a1a}-1.71\%$
test_vmap_mlp_speed_decorator[False-True]	0.7387ms	0.5333ms	1.8751 KOps/s	1.9181 KOps/s	$\color{#d91a1a}-2.24\%$
test_vmap_mlp_speed_decorator[False-False]	0.7449ms	0.5342ms	1.8718 KOps/s	1.8834 KOps/s	$\color{#d91a1a}-0.61\%$
test_to_module_speed[True]	2.0900ms	1.3442ms	743.9316 Ops/s	773.6573 Ops/s	$\color{#d91a1a}-3.84\%$
test_to_module_speed[False]	1.4437ms	1.3083ms	764.3363 Ops/s	791.5185 Ops/s	$\color{#d91a1a}-3.43\%$
test_tc_init	89.5270μs	44.4913μs	22.4763 KOps/s	23.5745 KOps/s	$\color{#d91a1a}-4.66\%$
test_tc_init_nested	0.1705ms	90.5980μs	11.0378 KOps/s	11.8961 KOps/s	$\textbf{\color{#d91a1a}-7.22\%}$
test_tc_first_layer_tensor	19.8370μs	1.5803μs	632.8031 KOps/s	665.8089 KOps/s	$\color{#d91a1a}-4.96\%$
test_tc_first_layer_nontensor	26.8900μs	4.8566μs	205.9059 KOps/s	219.8656 KOps/s	$\textbf{\color{#d91a1a}-6.35\%}$
test_tc_second_layer_tensor	58.8710μs	2.8494μs	350.9451 KOps/s	358.4539 KOps/s	$\color{#d91a1a}-2.09\%$
test_tc_second_layer_nontensor	37.9910μs	6.1511μs	162.5727 KOps/s	168.1433 KOps/s	$\color{#d91a1a}-3.31\%$
test_unbind	0.4892s	14.5045ms	68.9440 Ops/s	64.8040 Ops/s	$\textbf{\color{#35bf28}+6.39\%}$
test_full_like	10.5659ms	8.1645ms	122.4811 Ops/s	118.0358 Ops/s	$\color{#35bf28}+3.77\%$
test_zeros_like	14.2730ms	6.0616ms	164.9719 Ops/s	317.1927 Ops/s	$\textbf{\color{#d91a1a}-47.99\%}$
test_ones_like	15.2806ms	7.5565ms	132.3366 Ops/s	152.6570 Ops/s	$\textbf{\color{#d91a1a}-13.31\%}$
test_clone	16.6054ms	9.6694ms	103.4186 Ops/s	118.2681 Ops/s	$\textbf{\color{#d91a1a}-12.56\%}$
test_squeeze	71.8130μs	12.2792μs	81.4388 KOps/s	78.6157 KOps/s	$\color{#35bf28}+3.59\%$
test_unsqueeze	0.1686ms	93.7685μs	10.6646 KOps/s	10.8212 KOps/s	$\color{#d91a1a}-1.45\%$
test_split	0.5205ms	0.2007ms	4.9816 KOps/s	5.0249 KOps/s	$\color{#d91a1a}-0.86\%$
test_permute	0.4426ms	0.2238ms	4.4685 KOps/s	4.4287 KOps/s	$\color{#35bf28}+0.90\%$
test_stack	29.8026ms	26.5032ms	37.7313 Ops/s	34.9054 Ops/s	$\textbf{\color{#35bf28}+8.10\%}$
test_cat	29.2317ms	26.3324ms	37.9760 Ops/s	36.2594 Ops/s	$\color{#35bf28}+4.73\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}24$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1145ms	13.1546μs	76.0190 KOps/s	71.4137 KOps/s	$\textbf{\color{#35bf28}+6.45\%}$
test_plain_set_stack_nested	47.3100μs	13.1903μs	75.8132 KOps/s	70.2214 KOps/s	$\textbf{\color{#35bf28}+7.96\%}$
test_plain_set_nested_inplace	51.1010μs	14.3970μs	69.4588 KOps/s	65.9397 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_plain_set_stack_nested_inplace	49.9810μs	14.2705μs	70.0748 KOps/s	66.6707 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_items	41.2910μs	2.8304μs	353.3080 KOps/s	347.9959 KOps/s	$\color{#35bf28}+1.53\%$
test_items_nested	0.4225ms	0.3252ms	3.0747 KOps/s	3.0622 KOps/s	$\color{#35bf28}+0.41\%$
test_items_nested_locked	0.3851ms	0.3277ms	3.0517 KOps/s	3.0460 KOps/s	$\color{#35bf28}+0.19\%$
test_items_nested_leaf	90.6720μs	55.7349μs	17.9421 KOps/s	18.0031 KOps/s	$\color{#d91a1a}-0.34\%$
test_items_stack_nested	0.3874ms	0.3310ms	3.0216 KOps/s	3.0681 KOps/s	$\color{#d91a1a}-1.52\%$
test_items_stack_nested_leaf	89.7520μs	57.0104μs	17.5407 KOps/s	17.4157 KOps/s	$\color{#35bf28}+0.72\%$
test_items_stack_nested_locked	0.3939ms	0.3309ms	3.0220 KOps/s	3.0571 KOps/s	$\color{#d91a1a}-1.15\%$
test_keys	22.8700μs	3.4172μs	292.6343 KOps/s	290.6945 KOps/s	$\color{#35bf28}+0.67\%$
test_keys_nested	98.2420μs	54.9546μs	18.1969 KOps/s	18.1870 KOps/s	$\color{#35bf28}+0.05\%$
test_keys_nested_locked	2.7468ms	62.1644μs	16.0864 KOps/s	16.0486 KOps/s	$\color{#35bf28}+0.24\%$
test_keys_nested_leaf	77.7310μs	46.1247μs	21.6804 KOps/s	21.1811 KOps/s	$\color{#35bf28}+2.36\%$
test_keys_stack_nested	86.3710μs	56.8519μs	17.5896 KOps/s	17.8293 KOps/s	$\color{#d91a1a}-1.34\%$
test_keys_stack_nested_leaf	81.0210μs	48.2556μs	20.7230 KOps/s	20.8535 KOps/s	$\color{#d91a1a}-0.63\%$
test_keys_stack_nested_locked	90.3610μs	62.0325μs	16.1206 KOps/s	16.4276 KOps/s	$\color{#d91a1a}-1.87\%$
test_values	5.5700μs	0.8432μs	1.1859 MOps/s	1.1878 MOps/s	$\color{#d91a1a}-0.15\%$
test_values_nested	70.1410μs	40.8735μs	24.4657 KOps/s	24.5571 KOps/s	$\color{#d91a1a}-0.37\%$
test_values_nested_locked	69.7510μs	42.8608μs	23.3313 KOps/s	23.4612 KOps/s	$\color{#d91a1a}-0.55\%$
test_values_nested_leaf	69.0010μs	35.4304μs	28.2244 KOps/s	28.3247 KOps/s	$\color{#d91a1a}-0.35\%$
test_values_stack_nested	77.8510μs	41.9282μs	23.8503 KOps/s	23.9592 KOps/s	$\color{#d91a1a}-0.45\%$
test_values_stack_nested_leaf	63.9510μs	36.4313μs	27.4489 KOps/s	28.1475 KOps/s	$\color{#d91a1a}-2.48\%$
test_values_stack_nested_locked	75.5420μs	43.7637μs	22.8500 KOps/s	23.2119 KOps/s	$\color{#d91a1a}-1.56\%$
test_membership	2.0890μs	0.4996μs	2.0017 MOps/s	1.9757 MOps/s	$\color{#35bf28}+1.32\%$
test_membership_nested	16.3155μs	1.9040μs	525.2064 KOps/s	540.4452 KOps/s	$\color{#d91a1a}-2.82\%$
test_membership_nested_leaf	12.4037μs	1.8857μs	530.2970 KOps/s	553.4693 KOps/s	$\color{#d91a1a}-4.19\%$
test_membership_stacked_nested	36.5310μs	1.9749μs	506.3464 KOps/s	518.3583 KOps/s	$\color{#d91a1a}-2.32\%$
test_membership_stacked_nested_leaf	26.6210μs	1.9602μs	510.1465 KOps/s	513.1429 KOps/s	$\color{#d91a1a}-0.58\%$
test_membership_nested_last	27.7900μs	2.7690μs	361.1423 KOps/s	363.4025 KOps/s	$\color{#d91a1a}-0.62\%$
test_membership_nested_leaf_last	38.7310μs	2.7541μs	363.0896 KOps/s	363.6181 KOps/s	$\color{#d91a1a}-0.15\%$
test_membership_stacked_nested_last	26.3610μs	3.1835μs	314.1219 KOps/s	292.3764 KOps/s	$\textbf{\color{#35bf28}+7.44\%}$
test_membership_stacked_nested_leaf_last	35.8110μs	3.1464μs	317.8228 KOps/s	295.6571 KOps/s	$\textbf{\color{#35bf28}+7.50\%}$
test_nested_getleaf	39.3300μs	6.0314μs	165.7980 KOps/s	165.2576 KOps/s	$\color{#35bf28}+0.33\%$
test_nested_get	33.8510μs	5.7449μs	174.0681 KOps/s	174.6679 KOps/s	$\color{#d91a1a}-0.34\%$
test_stacked_getleaf	29.5000μs	6.0021μs	166.6081 KOps/s	165.4278 KOps/s	$\color{#35bf28}+0.71\%$
test_stacked_get	52.5510μs	5.6198μs	177.9423 KOps/s	173.3376 KOps/s	$\color{#35bf28}+2.66\%$
test_nested_getitemleaf	26.0400μs	6.1200μs	163.3986 KOps/s	162.6570 KOps/s	$\color{#35bf28}+0.46\%$
test_nested_getitem	40.7610μs	5.5771μs	179.3031 KOps/s	174.1781 KOps/s	$\color{#35bf28}+2.94\%$
test_stacked_getitemleaf	25.7600μs	6.0649μs	164.8839 KOps/s	161.9825 KOps/s	$\color{#35bf28}+1.79\%$
test_stacked_getitem	30.5600μs	5.7092μs	175.1559 KOps/s	171.1262 KOps/s	$\color{#35bf28}+2.35\%$
test_lock_nested	7.1320ms	0.4162ms	2.4026 KOps/s	2.4070 KOps/s	$\color{#d91a1a}-0.18\%$
test_lock_stack_nested	0.4279ms	0.3724ms	2.6856 KOps/s	2.7359 KOps/s	$\color{#d91a1a}-1.84\%$
test_unlock_nested	0.7601ms	0.3507ms	2.8517 KOps/s	2.8458 KOps/s	$\color{#35bf28}+0.21\%$
test_unlock_stack_nested	0.3703ms	0.3112ms	3.2138 KOps/s	3.2678 KOps/s	$\color{#d91a1a}-1.65\%$
test_flatten_speed	0.1500ms	69.3665μs	14.4162 KOps/s	14.3674 KOps/s	$\color{#35bf28}+0.34\%$
test_unflatten_speed	0.3727ms	0.2836ms	3.5257 KOps/s	3.5611 KOps/s	$\color{#d91a1a}-0.99\%$
test_common_ops	1.5793ms	1.2223ms	818.1553 Ops/s	802.7999 Ops/s	$\color{#35bf28}+1.91\%$
test_creation	21.3610μs	1.4651μs	682.5297 KOps/s	663.9703 KOps/s	$\color{#35bf28}+2.80\%$
test_creation_empty	47.6610μs	14.3022μs	69.9195 KOps/s	63.5265 KOps/s	$\textbf{\color{#35bf28}+10.06\%}$
test_creation_nested_1	46.1310μs	15.8340μs	63.1552 KOps/s	57.5233 KOps/s	$\textbf{\color{#35bf28}+9.79\%}$
test_creation_nested_2	35.9510μs	19.2793μs	51.8690 KOps/s	50.0243 KOps/s	$\color{#35bf28}+3.69\%$
test_clone	81.4420μs	29.1067μs	34.3564 KOps/s	34.9490 KOps/s	$\color{#d91a1a}-1.70\%$
test_getitem[int]	1.1638ms	15.3803μs	65.0182 KOps/s	65.0209 KOps/s	$-0.00\%$
test_getitem[slice_int]	0.1224ms	26.8588μs	37.2318 KOps/s	36.7694 KOps/s	$\color{#35bf28}+1.26\%$
test_getitem[range]	0.2476ms	0.1146ms	8.7274 KOps/s	9.1287 KOps/s	$\color{#d91a1a}-4.40\%$
test_getitem[tuple]	0.1258ms	22.7648μs	43.9275 KOps/s	43.6401 KOps/s	$\color{#35bf28}+0.66\%$
test_getitem[list]	0.1942ms	0.1019ms	9.8117 KOps/s	10.1879 KOps/s	$\color{#d91a1a}-3.69\%$
test_setitem_dim[int]	72.3010μs	46.5574μs	21.4789 KOps/s	22.8000 KOps/s	$\textbf{\color{#d91a1a}-5.79\%}$
test_setitem_dim[slice_int]	0.1047ms	67.4632μs	14.8229 KOps/s	15.0302 KOps/s	$\color{#d91a1a}-1.38\%$
test_setitem_dim[range]	0.1844ms	0.1304ms	7.6701 KOps/s	7.8956 KOps/s	$\color{#d91a1a}-2.86\%$
test_setitem_dim[tuple]	98.6720μs	61.7349μs	16.1983 KOps/s	16.6405 KOps/s	$\color{#d91a1a}-2.66\%$
test_setitem	87.1720μs	42.8892μs	23.3159 KOps/s	24.2138 KOps/s	$\color{#d91a1a}-3.71\%$
test_set	83.1110μs	39.9674μs	25.0204 KOps/s	24.9957 KOps/s	$\color{#35bf28}+0.10\%$
test_set_shared	0.3526ms	50.5925μs	19.7658 KOps/s	20.0423 KOps/s	$\color{#d91a1a}-1.38\%$
test_update	0.1154ms	49.4000μs	20.2429 KOps/s	20.4959 KOps/s	$\color{#d91a1a}-1.23\%$
test_update_nested	0.1035ms	60.6841μs	16.4788 KOps/s	17.8198 KOps/s	$\textbf{\color{#d91a1a}-7.53\%}$
test_update__nested	0.1182ms	66.3291μs	15.0763 KOps/s	17.0503 KOps/s	$\textbf{\color{#d91a1a}-11.58\%}$
test_set_nested	98.5110μs	46.4157μs	21.5444 KOps/s	23.2417 KOps/s	$\textbf{\color{#d91a1a}-7.30\%}$
test_set_nested_new	92.2810μs	50.5330μs	19.7890 KOps/s	21.4959 KOps/s	$\textbf{\color{#d91a1a}-7.94\%}$
test_select	0.1096ms	64.0390μs	15.6155 KOps/s	16.9081 KOps/s	$\textbf{\color{#d91a1a}-7.64\%}$
test_select_nested	78.1720μs	42.2739μs	23.6553 KOps/s	23.9697 KOps/s	$\color{#d91a1a}-1.31\%$
test_exclude_nested	98.0820μs	58.9630μs	16.9598 KOps/s	17.0628 KOps/s	$\color{#d91a1a}-0.60\%$
test_empty[True]	0.3139ms	0.2449ms	4.0827 KOps/s	4.1626 KOps/s	$\color{#d91a1a}-1.92\%$
test_empty[False]	4.1950μs	0.7459μs	1.3406 MOps/s	1.3590 MOps/s	$\color{#d91a1a}-1.35\%$
test_to	59.1610μs	24.6283μs	40.6037 KOps/s	39.6879 KOps/s	$\color{#35bf28}+2.31\%$
test_to_nonblocking	59.4210μs	23.5039μs	42.5461 KOps/s	42.6129 KOps/s	$\color{#d91a1a}-0.16\%$
test_unbind_speed	1.3299ms	0.2741ms	3.6482 KOps/s	3.7045 KOps/s	$\color{#d91a1a}-1.52\%$
test_unbind_speed_stack0	0.3318ms	0.2708ms	3.6934 KOps/s	3.7807 KOps/s	$\color{#d91a1a}-2.31\%$
test_unbind_speed_stack1	93.0856ms	0.7013ms	1.4259 KOps/s	1.4491 KOps/s	$\color{#d91a1a}-1.60\%$
test_split	94.3487ms	2.1587ms	463.2427 Ops/s	467.4006 Ops/s	$\color{#d91a1a}-0.89\%$
test_chunk	96.3650ms	2.1595ms	463.0622 Ops/s	465.1197 Ops/s	$\color{#d91a1a}-0.44\%$
test_creation[device0]	0.3718ms	0.1252ms	7.9884 KOps/s	7.9294 KOps/s	$\color{#35bf28}+0.74\%$
test_creation_from_tensor	0.3962ms	0.1288ms	7.7615 KOps/s	7.8397 KOps/s	$\color{#d91a1a}-1.00\%$
test_add_one[memmap_tensor0]	0.1350ms	8.7522μs	114.2569 KOps/s	119.7562 KOps/s	$\color{#d91a1a}-4.59\%$
test_contiguous[memmap_tensor0]	19.9500μs	2.1373μs	467.8725 KOps/s	469.6891 KOps/s	$\color{#d91a1a}-0.39\%$
test_stack[memmap_tensor0]	35.3510μs	6.4107μs	155.9892 KOps/s	153.3992 KOps/s	$\color{#35bf28}+1.69\%$
test_memmaptd_index	1.2118ms	0.4099ms	2.4396 KOps/s	2.4466 KOps/s	$\color{#d91a1a}-0.29\%$
test_memmaptd_index_astensor	0.7448ms	0.4654ms	2.1487 KOps/s	2.1282 KOps/s	$\color{#35bf28}+0.96\%$
test_memmaptd_index_op	1.4118ms	0.9711ms	1.0298 KOps/s	985.2126 Ops/s	$\color{#35bf28}+4.52\%$
test_serialize_model	0.1319s	0.1308s	7.6472 Ops/s	7.7175 Ops/s	$\color{#d91a1a}-0.91\%$
test_serialize_model_pickle	1.3791s	1.2191s	0.8203 Ops/s	0.8430 Ops/s	$\color{#d91a1a}-2.69\%$
test_serialize_weights	0.1312s	0.1299s	7.6997 Ops/s	7.7108 Ops/s	$\color{#d91a1a}-0.14\%$
test_serialize_weights_returnearly	0.2315s	56.0311ms	17.8472 Ops/s	16.0578 Ops/s	$\textbf{\color{#35bf28}+11.14\%}$
test_serialize_weights_pickle	1.3733s	1.2170s	0.8217 Ops/s	0.8149 Ops/s	$\color{#35bf28}+0.84\%$
test_reshape_pytree	80.1120μs	34.9406μs	28.6200 KOps/s	28.5097 KOps/s	$\color{#35bf28}+0.39\%$
test_reshape_td	85.2520μs	40.8070μs	24.5056 KOps/s	25.6015 KOps/s	$\color{#d91a1a}-4.28\%$
test_view_pytree	69.4610μs	35.0405μs	28.5384 KOps/s	29.5658 KOps/s	$\color{#d91a1a}-3.47\%$
test_view_td	80.0010μs	46.8296μs	21.3540 KOps/s	22.4203 KOps/s	$\color{#d91a1a}-4.76\%$
test_unbind_pytree	67.9510μs	33.8494μs	29.5426 KOps/s	30.1146 KOps/s	$\color{#d91a1a}-1.90\%$
test_unbind_td	0.5721ms	41.5681μs	24.0569 KOps/s	23.7373 KOps/s	$\color{#35bf28}+1.35\%$
test_split_pytree	0.1702ms	46.2471μs	21.6230 KOps/s	21.5242 KOps/s	$\color{#35bf28}+0.46\%$
test_split_td	0.7411ms	55.4193μs	18.0442 KOps/s	18.2720 KOps/s	$\color{#d91a1a}-1.25\%$
test_add_pytree	0.1035ms	54.9913μs	18.1847 KOps/s	18.4986 KOps/s	$\color{#d91a1a}-1.70\%$
test_add_td	0.1534ms	87.3919μs	11.4427 KOps/s	11.6258 KOps/s	$\color{#d91a1a}-1.58\%$
test_compile_add_one_nested[tensordict-compile]	0.4133ms	0.2091ms	4.7825 KOps/s	4.7762 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_add_one_nested[tensordict-eager]	0.1919ms	0.1526ms	6.5510 KOps/s	6.6965 KOps/s	$\color{#d91a1a}-2.17\%$
test_compile_add_one_nested[pytree-compile]	0.1823ms	0.1437ms	6.9612 KOps/s	6.8174 KOps/s	$\color{#35bf28}+2.11\%$
test_compile_add_one_nested[pytree-eager]	0.2587ms	0.1803ms	5.5461 KOps/s	5.3160 KOps/s	$\color{#35bf28}+4.33\%$
test_compile_copy_nested[tensordict-compile]	0.1383ms	21.4026μs	46.7233 KOps/s	48.7784 KOps/s	$\color{#d91a1a}-4.21\%$
test_compile_copy_nested[tensordict-eager]	0.2427ms	43.6008μs	22.9353 KOps/s	23.3232 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_copy_nested[pytree-compile]	0.2596ms	64.3320μs	15.5444 KOps/s	15.7309 KOps/s	$\color{#d91a1a}-1.19\%$
test_compile_copy_nested[pytree-eager]	81.6110μs	49.0732μs	20.3777 KOps/s	20.3146 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_add_one_flat[tensordict-compile]	0.4496ms	0.3146ms	3.1782 KOps/s	3.1893 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_add_one_flat[tensordict-eager]	0.2779ms	0.2096ms	4.7714 KOps/s	4.7979 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_add_one_flat[tensorclass-compile]	0.1723ms	0.1262ms	7.9254 KOps/s	7.9812 KOps/s	$\color{#d91a1a}-0.70\%$
test_compile_add_one_flat[tensorclass-eager]	0.1907ms	62.1175μs	16.0985 KOps/s	16.8227 KOps/s	$\color{#d91a1a}-4.30\%$
test_compile_add_one_flat[pytree-compile]	0.4404ms	0.3224ms	3.1021 KOps/s	3.2077 KOps/s	$\color{#d91a1a}-3.29\%$
test_compile_add_one_flat[pytree-eager]	0.7765ms	0.6282ms	1.5919 KOps/s	1.6540 KOps/s	$\color{#d91a1a}-3.76\%$
test_compile_add_self_flat[tensordict-eager]	0.3358ms	0.2517ms	3.9732 KOps/s	4.0276 KOps/s	$\color{#d91a1a}-1.35\%$
test_compile_add_self_flat[tensordict-compile]	0.4262ms	0.3217ms	3.1087 KOps/s	3.2172 KOps/s	$\color{#d91a1a}-3.37\%$
test_compile_add_self_flat[tensorclass-eager]	0.1870ms	72.4741μs	13.7980 KOps/s	14.6071 KOps/s	$\textbf{\color{#d91a1a}-5.54\%}$
test_compile_add_self_flat[tensorclass-compile]	0.2279ms	0.1314ms	7.6110 KOps/s	7.6118 KOps/s	$\color{#d91a1a}-0.01\%$
test_compile_add_self_flat[pytree-eager]	0.6218ms	0.5144ms	1.9438 KOps/s	1.9058 KOps/s	$\color{#35bf28}+1.99\%$
test_compile_add_self_flat[pytree-compile]	0.4723ms	0.3229ms	3.0967 KOps/s	3.1806 KOps/s	$\color{#d91a1a}-2.64\%$
test_compile_copy_flat[tensordict-compile]	0.1114ms	17.7718μs	56.2691 KOps/s	61.8656 KOps/s	$\textbf{\color{#d91a1a}-9.05\%}$
test_compile_copy_flat[tensordict-eager]	0.1463ms	27.6772μs	36.1309 KOps/s	36.8348 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_copy_flat[pytree-compile]	0.1569ms	70.5522μs	14.1739 KOps/s	14.2416 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_copy_flat[pytree-eager]	0.1344ms	51.9124μs	19.2632 KOps/s	19.5367 KOps/s	$\color{#d91a1a}-1.40\%$
test_compile_assign_and_add[tensordict-compile]	2.3147ms	0.8204ms	1.2190 KOps/s	1.1197 KOps/s	$\textbf{\color{#35bf28}+8.87\%}$
test_compile_assign_and_add[tensordict-eager]	3.3250ms	3.1855ms	313.9199 Ops/s	306.1032 Ops/s	$\color{#35bf28}+2.55\%$
test_compile_assign_and_add[pytree-compile]	2.2800ms	0.8036ms	1.2444 KOps/s	1.1525 KOps/s	$\textbf{\color{#35bf28}+7.97\%}$
test_compile_assign_and_add[pytree-eager]	3.2044ms	3.0688ms	325.8639 Ops/s	321.0347 Ops/s	$\color{#35bf28}+1.50\%$
test_compile_indexing[tensor-tensordict-compile]	0.1648ms	0.1083ms	9.2360 KOps/s	8.9934 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_indexing[tensor-tensordict-eager]	0.1931ms	57.4783μs	17.3979 KOps/s	16.4475 KOps/s	$\textbf{\color{#35bf28}+5.78\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.1365ms	0.1020ms	9.8062 KOps/s	9.7525 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_indexing[tensor-tensorclass-eager]	81.3610μs	41.3642μs	24.1755 KOps/s	23.5466 KOps/s	$\color{#35bf28}+2.67\%$
test_compile_indexing[tensor-pytree-compile]	0.1406ms	0.1024ms	9.7688 KOps/s	9.7116 KOps/s	$\color{#35bf28}+0.59\%$
test_compile_indexing[tensor-pytree-eager]	75.3510μs	41.4351μs	24.1341 KOps/s	23.9019 KOps/s	$\color{#35bf28}+0.97\%$
test_compile_indexing[slice-tensordict-compile]	0.1817ms	0.1360ms	7.3533 KOps/s	7.3050 KOps/s	$\color{#35bf28}+0.66\%$
test_compile_indexing[slice-tensordict-eager]	0.1613ms	24.0799μs	41.5285 KOps/s	40.6030 KOps/s	$\color{#35bf28}+2.28\%$
test_compile_indexing[slice-tensorclass-compile]	0.1624ms	0.1292ms	7.7390 KOps/s	7.6981 KOps/s	$\color{#35bf28}+0.53\%$
test_compile_indexing[slice-tensorclass-eager]	61.1310μs	20.1705μs	49.5772 KOps/s	47.8002 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_indexing[slice-pytree-compile]	0.1841ms	0.1301ms	7.6868 KOps/s	7.6189 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_indexing[slice-pytree-eager]	65.4410μs	20.2421μs	49.4019 KOps/s	48.1993 KOps/s	$\color{#35bf28}+2.50\%$
test_compile_indexing[int-tensordict-compile]	0.1723ms	0.1368ms	7.3112 KOps/s	7.2441 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_indexing[int-tensordict-eager]	0.4660ms	26.2413μs	38.1079 KOps/s	40.4239 KOps/s	$\textbf{\color{#d91a1a}-5.73\%}$
test_compile_indexing[int-tensorclass-compile]	0.1724ms	0.1303ms	7.6722 KOps/s	7.5999 KOps/s	$\color{#35bf28}+0.95\%$
test_compile_indexing[int-tensorclass-eager]	47.8810μs	20.0550μs	49.8628 KOps/s	47.8845 KOps/s	$\color{#35bf28}+4.13\%$
test_compile_indexing[int-pytree-compile]	0.1696ms	0.1304ms	7.6673 KOps/s	7.5855 KOps/s	$\color{#35bf28}+1.08\%$
test_compile_indexing[int-pytree-eager]	58.3110μs	19.9466μs	50.1339 KOps/s	47.8637 KOps/s	$\color{#35bf28}+4.74\%$
test_mod_add[eager]	72.2210μs	29.8631μs	33.4861 KOps/s	31.8670 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_mod_add[compile]	0.3695ms	67.7558μs	14.7589 KOps/s	14.3162 KOps/s	$\color{#35bf28}+3.09\%$
test_mod_add[compile-overhead]	0.2729ms	0.1377ms	7.2611 KOps/s	6.8720 KOps/s	$\textbf{\color{#35bf28}+5.66\%}$
test_mod_wrap[eager]	0.3168ms	0.2366ms	4.2271 KOps/s	4.1091 KOps/s	$\color{#35bf28}+2.87\%$
test_mod_wrap[compile]	1.6401ms	0.2965ms	3.3731 KOps/s	3.4403 KOps/s	$\color{#d91a1a}-1.95\%$
test_mod_wrap[compile-overhead]	7.5070ms	4.0424ms	247.3793 Ops/s	246.8375 Ops/s	$\color{#35bf28}+0.22\%$
test_mod_wrap_and_backward[eager]	1.5488ms	1.4356ms	696.5648 Ops/s	676.4913 Ops/s	$\color{#35bf28}+2.97\%$
test_mod_wrap_and_backward[compile]	1.7403ms	1.4148ms	706.7993 Ops/s	698.3815 Ops/s	$\color{#35bf28}+1.21\%$
test_mod_wrap_and_backward[compile-overhead]	1.5656ms	1.0250ms	975.6551 Ops/s	999.3087 Ops/s	$\color{#d91a1a}-2.37\%$
test_seq_add[eager]	0.1458ms	91.4855μs	10.9307 KOps/s	9.8934 KOps/s	$\textbf{\color{#35bf28}+10.48\%}$
test_seq_add[compile]	0.1699ms	77.4123μs	12.9178 KOps/s	12.0244 KOps/s	$\textbf{\color{#35bf28}+7.43\%}$
test_seq_add[compile-overhead]	0.1661ms	0.1141ms	8.7644 KOps/s	8.5466 KOps/s	$\color{#35bf28}+2.55\%$
test_seq_wrap[eager]	0.4475ms	0.3874ms	2.5816 KOps/s	2.5016 KOps/s	$\color{#35bf28}+3.19\%$
test_seq_wrap[compile]	0.3449ms	0.3059ms	3.2692 KOps/s	3.0756 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_seq_wrap[compile-overhead]	0.2622ms	0.2179ms	4.5888 KOps/s	4.4091 KOps/s	$\color{#35bf28}+4.08\%$
test_func_call_runtime[False-eager]	0.8656ms	0.7311ms	1.3679 KOps/s	1.2887 KOps/s	$\textbf{\color{#35bf28}+6.14\%}$
test_func_call_runtime[False-compile]	0.8968ms	0.7992ms	1.2513 KOps/s	1.2893 KOps/s	$\color{#d91a1a}-2.95\%$
test_func_call_runtime[False-compile-overhead]	0.4152ms	0.3631ms	2.7543 KOps/s	2.8113 KOps/s	$\color{#d91a1a}-2.03\%$
test_func_call_runtime[True-eager]	1.0676ms	0.9451ms	1.0581 KOps/s	1.1276 KOps/s	$\textbf{\color{#d91a1a}-6.17\%}$
test_func_call_runtime[True-compile]	0.9626ms	0.8240ms	1.2136 KOps/s	1.2321 KOps/s	$\color{#d91a1a}-1.50\%$
test_func_call_runtime[True-compile-overhead]	0.4398ms	0.3865ms	2.5872 KOps/s	2.6257 KOps/s	$\color{#d91a1a}-1.47\%$
test_func_call_cm_runtime[False-eager]	0.8964ms	0.7714ms	1.2963 KOps/s	1.2916 KOps/s	$\color{#35bf28}+0.36\%$
test_func_call_cm_runtime[False-compile]	0.9046ms	0.8031ms	1.2452 KOps/s	1.2438 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4693ms	0.3596ms	2.7806 KOps/s	2.8172 KOps/s	$\color{#d91a1a}-1.30\%$
test_func_call_cm_runtime[True-eager]	1.1444ms	1.0361ms	965.1671 Ops/s	962.0295 Ops/s	$\color{#35bf28}+0.33\%$
test_func_call_cm_runtime[True-compile]	0.9689ms	0.8517ms	1.1741 KOps/s	1.1651 KOps/s	$\color{#35bf28}+0.77\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4657ms	0.4050ms	2.4692 KOps/s	2.4120 KOps/s	$\color{#35bf28}+2.37\%$
test_vmap_func_call_cm_runtime[eager]	2.6801ms	2.1010ms	475.9556 Ops/s	466.5701 Ops/s	$\color{#35bf28}+2.01\%$
test_vmap_func_call_cm_runtime[compile]	0.9635ms	0.8622ms	1.1599 KOps/s	1.1594 KOps/s	$\color{#35bf28}+0.04\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5443ms	0.4072ms	2.4556 KOps/s	2.4717 KOps/s	$\color{#d91a1a}-0.65\%$
test_distributed	0.6176ms	0.1182ms	8.4638 KOps/s	8.8873 KOps/s	$\color{#d91a1a}-4.77\%$
test_tdmodule	0.1257ms	14.5803μs	68.5855 KOps/s	63.6446 KOps/s	$\textbf{\color{#35bf28}+7.76\%}$
test_tdmodule_dispatch	67.9210μs	27.7659μs	36.0154 KOps/s	32.9582 KOps/s	$\textbf{\color{#35bf28}+9.28\%}$
test_tdseq	48.7910μs	15.1907μs	65.8296 KOps/s	62.7382 KOps/s	$\color{#35bf28}+4.93\%$
test_tdseq_dispatch	56.6610μs	31.0979μs	32.1565 KOps/s	30.3163 KOps/s	$\textbf{\color{#35bf28}+6.07\%}$
test_instantiation_functorch	2.0256ms	1.8810ms	531.6377 Ops/s	526.3941 Ops/s	$\color{#35bf28}+1.00\%$
test_instantiation_td	1.8021ms	1.1979ms	834.7938 Ops/s	829.4163 Ops/s	$\color{#35bf28}+0.65\%$
test_exec_functorch	0.2660ms	0.2108ms	4.7448 KOps/s	4.9206 KOps/s	$\color{#d91a1a}-3.57\%$
test_exec_functional_call	0.3091ms	0.2185ms	4.5767 KOps/s	4.8836 KOps/s	$\textbf{\color{#d91a1a}-6.28\%}$
test_exec_td	0.3575ms	0.2203ms	4.5386 KOps/s	4.7982 KOps/s	$\textbf{\color{#d91a1a}-5.41\%}$
test_exec_td_decorator	0.9853ms	0.2645ms	3.7810 KOps/s	3.9281 KOps/s	$\color{#d91a1a}-3.74\%$
test_vmap_mlp_speed[True-True]	0.8075ms	0.7054ms	1.4176 KOps/s	1.4570 KOps/s	$\color{#d91a1a}-2.70\%$
test_vmap_mlp_speed[True-False]	0.8261ms	0.7047ms	1.4190 KOps/s	1.4739 KOps/s	$\color{#d91a1a}-3.73\%$
test_vmap_mlp_speed[False-True]	0.6963ms	0.5978ms	1.6728 KOps/s	1.7213 KOps/s	$\color{#d91a1a}-2.82\%$
test_vmap_mlp_speed[False-False]	0.7206ms	0.5900ms	1.6950 KOps/s	1.7567 KOps/s	$\color{#d91a1a}-3.51\%$
test_vmap_mlp_speed_decorator[True-True]	1.3187ms	0.6720ms	1.4881 KOps/s	1.5009 KOps/s	$\color{#d91a1a}-0.85\%$
test_vmap_mlp_speed_decorator[True-False]	0.8132ms	0.6724ms	1.4872 KOps/s	1.4947 KOps/s	$\color{#d91a1a}-0.50\%$
test_vmap_mlp_speed_decorator[False-True]	0.7228ms	0.5838ms	1.7129 KOps/s	1.6875 KOps/s	$\color{#35bf28}+1.51\%$
test_vmap_mlp_speed_decorator[False-False]	0.7271ms	0.5986ms	1.6706 KOps/s	1.6407 KOps/s	$\color{#35bf28}+1.83\%$
test_vmap_transformer_speed[True-True]	8.3885ms	8.2537ms	121.1581 Ops/s	120.4660 Ops/s	$\color{#35bf28}+0.57\%$
test_vmap_transformer_speed[True-False]	8.5415ms	8.2492ms	121.2237 Ops/s	120.8372 Ops/s	$\color{#35bf28}+0.32\%$
test_vmap_transformer_speed[False-True]	8.1747ms	8.0494ms	124.2323 Ops/s	124.2361 Ops/s	$-0.00\%$
test_vmap_transformer_speed[False-False]	8.3312ms	8.0460ms	124.2848 Ops/s	124.1249 Ops/s	$\color{#35bf28}+0.13\%$
test_vmap_transformer_speed_decorator[True-True]	19.5177ms	19.3611ms	51.6500 Ops/s	51.8932 Ops/s	$\color{#d91a1a}-0.47\%$
test_vmap_transformer_speed_decorator[True-False]	20.0367ms	19.4177ms	51.4995 Ops/s	51.9250 Ops/s	$\color{#d91a1a}-0.82\%$
test_vmap_transformer_speed_decorator[False-True]	19.4459ms	19.2239ms	52.0187 Ops/s	52.3489 Ops/s	$\color{#d91a1a}-0.63\%$
test_vmap_transformer_speed_decorator[False-False]	20.4899ms	19.2853ms	51.8529 Ops/s	52.2974 Ops/s	$\color{#d91a1a}-0.85\%$
test_to_module_speed[True]	1.3439ms	0.9198ms	1.0871 KOps/s	1.0830 KOps/s	$\color{#35bf28}+0.39\%$
test_to_module_speed[False]	1.3025ms	0.8988ms	1.1125 KOps/s	1.1176 KOps/s	$\color{#d91a1a}-0.45\%$
test_tc_init	0.1198ms	31.4656μs	31.7807 KOps/s	29.0668 KOps/s	$\textbf{\color{#35bf28}+9.34\%}$
test_tc_init_nested	0.1734ms	63.6310μs	15.7156 KOps/s	14.3309 KOps/s	$\textbf{\color{#35bf28}+9.66\%}$
test_tc_first_layer_tensor	12.4431μs	0.6677μs	1.4977 MOps/s	1.4909 MOps/s	$\color{#35bf28}+0.46\%$
test_tc_first_layer_nontensor	99.6810μs	2.2262μs	449.2058 KOps/s	453.2649 KOps/s	$\color{#d91a1a}-0.90\%$
test_tc_second_layer_tensor	21.4878μs	1.3665μs	731.7778 KOps/s	734.5749 KOps/s	$\color{#d91a1a}-0.38\%$
test_tc_second_layer_nontensor	82.6210μs	2.9445μs	339.6146 KOps/s	338.7629 KOps/s	$\color{#35bf28}+0.25\%$
test_unbind	0.1981s	12.2542ms	81.6050 Ops/s	93.1674 Ops/s	$\textbf{\color{#d91a1a}-12.41\%}$
test_full_like	0.6553ms	0.5741ms	1.7420 KOps/s	1.7360 KOps/s	$\color{#35bf28}+0.34\%$
test_zeros_like	0.2751ms	0.1979ms	5.0527 KOps/s	5.0552 KOps/s	$\color{#d91a1a}-0.05\%$
test_ones_like	0.2810ms	0.1977ms	5.0582 KOps/s	5.0533 KOps/s	$\color{#35bf28}+0.10\%$
test_clone	1.2233ms	0.4144ms	2.4131 KOps/s	2.4181 KOps/s	$\color{#d91a1a}-0.20\%$
test_squeeze	32.8110μs	9.5760μs	104.4273 KOps/s	102.5455 KOps/s	$\color{#35bf28}+1.84\%$
test_unsqueeze	0.2192ms	71.4335μs	13.9990 KOps/s	13.2393 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_split	0.4303ms	0.1548ms	6.4613 KOps/s	6.3754 KOps/s	$\color{#35bf28}+1.35\%$
test_permute	0.2084ms	0.1732ms	5.7732 KOps/s	5.5829 KOps/s	$\color{#35bf28}+3.41\%$
test_stack	1.2820ms	0.8981ms	1.1134 KOps/s	1.1604 KOps/s	$\color{#d91a1a}-4.05\%$
test_cat	1.2572ms	1.2312ms	812.2005 Ops/s	811.6273 Ops/s	$\color{#35bf28}+0.07\%$