[BugFix,Setup] Don't track _version.py

[vmoens]

This file is auto-generated by setuptools_scm at build time and should
not be tracked in version control (as stated in the file header itself).

The version includes +g suffix based on the current git commit,
which is already tested by test_setup.py::test_install_strategies_version.

[github-actions]

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

Total Benchmarks: 233. Improved: $\large\color{#35bf28}14$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	1.2672ms	15.1242μs	66.1194 KOps/s	65.5893 KOps/s	$\color{#35bf28}+0.81\%$
test_plain_set_stack_nested	45.3800μs	15.2875μs	65.4128 KOps/s	65.4222 KOps/s	$\color{#d91a1a}-0.01\%$
test_plain_set_nested_inplace	50.4110μs	16.6324μs	60.1237 KOps/s	59.4441 KOps/s	$\color{#35bf28}+1.14\%$
test_plain_set_stack_nested_inplace	54.4510μs	16.7428μs	59.7270 KOps/s	60.6259 KOps/s	$\color{#d91a1a}-1.48\%$
test_items	27.2400μs	5.8908μs	169.7556 KOps/s	170.7797 KOps/s	$\color{#d91a1a}-0.60\%$
test_items_nested	0.5895ms	0.5332ms	1.8754 KOps/s	1.8448 KOps/s	$\color{#35bf28}+1.65\%$
test_items_nested_locked	0.6017ms	0.5353ms	1.8682 KOps/s	1.8239 KOps/s	$\color{#35bf28}+2.43\%$
test_items_nested_leaf	0.1270ms	95.8633μs	10.4315 KOps/s	10.3055 KOps/s	$\color{#35bf28}+1.22\%$
test_items_stack_nested	0.6000ms	0.5380ms	1.8586 KOps/s	1.8478 KOps/s	$\color{#35bf28}+0.58\%$
test_items_stack_nested_leaf	0.1332ms	97.2613μs	10.2816 KOps/s	10.4690 KOps/s	$\color{#d91a1a}-1.79\%$
test_items_stack_nested_locked	0.6178ms	0.5438ms	1.8389 KOps/s	1.8192 KOps/s	$\color{#35bf28}+1.08\%$
test_keys	32.8610μs	4.1983μs	238.1939 KOps/s	236.0240 KOps/s	$\color{#35bf28}+0.92\%$
test_keys_nested	0.1817ms	0.1190ms	8.4039 KOps/s	8.3219 KOps/s	$\color{#35bf28}+0.99\%$
test_keys_nested_locked	2.2306ms	0.1299ms	7.7001 KOps/s	7.6563 KOps/s	$\color{#35bf28}+0.57\%$
test_keys_nested_leaf	0.1444ms	0.1113ms	8.9816 KOps/s	9.0219 KOps/s	$\color{#d91a1a}-0.45\%$
test_keys_stack_nested	0.1507ms	0.1205ms	8.3012 KOps/s	8.2214 KOps/s	$\color{#35bf28}+0.97\%$
test_keys_stack_nested_leaf	0.1568ms	0.1103ms	9.0627 KOps/s	8.9547 KOps/s	$\color{#35bf28}+1.21\%$
test_keys_stack_nested_locked	0.1746ms	0.1284ms	7.7866 KOps/s	7.6608 KOps/s	$\color{#35bf28}+1.64\%$
test_values	7.0942μs	1.0273μs	973.4250 KOps/s	975.0223 KOps/s	$\color{#d91a1a}-0.16\%$
test_values_nested	79.5310μs	48.1646μs	20.7622 KOps/s	20.6793 KOps/s	$\color{#35bf28}+0.40\%$
test_values_nested_locked	91.2720μs	51.5907μs	19.3833 KOps/s	19.3539 KOps/s	$\color{#35bf28}+0.15\%$
test_values_nested_leaf	95.0110μs	54.8445μs	18.2334 KOps/s	18.2672 KOps/s	$\color{#d91a1a}-0.19\%$
test_values_stack_nested	92.2720μs	48.3441μs	20.6850 KOps/s	20.7411 KOps/s	$\color{#d91a1a}-0.27\%$
test_values_stack_nested_leaf	87.4720μs	54.4559μs	18.3635 KOps/s	18.3059 KOps/s	$\color{#35bf28}+0.31\%$
test_values_stack_nested_locked	88.8310μs	51.0264μs	19.5977 KOps/s	19.3676 KOps/s	$\color{#35bf28}+1.19\%$
test_membership	5.0302μs	0.8342μs	1.1988 MOps/s	1.1797 MOps/s	$\color{#35bf28}+1.62\%$
test_membership_nested	29.7210μs	3.1948μs	313.0100 KOps/s	313.9586 KOps/s	$\color{#d91a1a}-0.30\%$
test_membership_nested_leaf	32.1800μs	3.1719μs	315.2726 KOps/s	311.7922 KOps/s	$\color{#35bf28}+1.12\%$
test_membership_stacked_nested	49.8810μs	3.2062μs	311.8954 KOps/s	311.2010 KOps/s	$\color{#35bf28}+0.22\%$
test_membership_stacked_nested_leaf	32.9410μs	3.1938μs	313.1033 KOps/s	312.3754 KOps/s	$\color{#35bf28}+0.23\%$
test_membership_nested_last	36.2000μs	4.6851μs	213.4406 KOps/s	214.3302 KOps/s	$\color{#d91a1a}-0.42\%$
test_membership_nested_leaf_last	33.3100μs	4.6567μs	214.7428 KOps/s	212.2912 KOps/s	$\color{#35bf28}+1.15\%$
test_membership_stacked_nested_last	34.1510μs	4.6147μs	216.7007 KOps/s	213.2944 KOps/s	$\color{#35bf28}+1.60\%$
test_membership_stacked_nested_leaf_last	40.0410μs	4.6512μs	215.0003 KOps/s	213.4710 KOps/s	$\color{#35bf28}+0.72\%$
test_nested_getleaf	47.1510μs	21.5264μs	46.4546 KOps/s	46.7229 KOps/s	$\color{#d91a1a}-0.57\%$
test_nested_get	54.8410μs	20.1641μs	49.5931 KOps/s	49.0842 KOps/s	$\color{#35bf28}+1.04\%$
test_stacked_getleaf	50.9310μs	21.2083μs	47.1512 KOps/s	46.1854 KOps/s	$\color{#35bf28}+2.09\%$
test_stacked_get	48.2410μs	20.6273μs	48.4795 KOps/s	49.0351 KOps/s	$\color{#d91a1a}-1.13\%$
test_nested_getitemleaf	42.5610μs	22.1987μs	45.0476 KOps/s	45.2324 KOps/s	$\color{#d91a1a}-0.41\%$
test_nested_getitem	48.1710μs	20.6102μs	48.5196 KOps/s	47.4921 KOps/s	$\color{#35bf28}+2.16\%$
test_stacked_getitemleaf	48.2210μs	21.9133μs	45.6344 KOps/s	45.3497 KOps/s	$\color{#35bf28}+0.63\%$
test_stacked_getitem	50.2510μs	21.1391μs	47.3056 KOps/s	47.2836 KOps/s	$\color{#35bf28}+0.05\%$
test_lock_nested	4.4982ms	0.4783ms	2.0905 KOps/s	2.1164 KOps/s	$\color{#d91a1a}-1.22\%$
test_lock_stack_nested	0.5315ms	0.4766ms	2.0982 KOps/s	2.0894 KOps/s	$\color{#35bf28}+0.42\%$
test_unlock_nested	0.4892ms	0.3851ms	2.5964 KOps/s	2.6190 KOps/s	$\color{#d91a1a}-0.86\%$
test_unlock_stack_nested	0.4429ms	0.3826ms	2.6137 KOps/s	2.6043 KOps/s	$\color{#35bf28}+0.36\%$
test_flatten_speed	0.1671ms	0.1235ms	8.0970 KOps/s	8.1719 KOps/s	$\color{#d91a1a}-0.92\%$
test_unflatten_speed	0.6401ms	0.5971ms	1.6749 KOps/s	1.6806 KOps/s	$\color{#d91a1a}-0.34\%$
test_common_ops	0.9202ms	0.7520ms	1.3298 KOps/s	1.3374 KOps/s	$\color{#d91a1a}-0.57\%$
test_creation	0.1284ms	2.5463μs	392.7285 KOps/s	399.6175 KOps/s	$\color{#d91a1a}-1.72\%$
test_creation_empty	26.9800μs	8.8783μs	112.6346 KOps/s	112.9448 KOps/s	$\color{#d91a1a}-0.27\%$
test_creation_nested_1	43.0110μs	11.7647μs	85.0004 KOps/s	84.5625 KOps/s	$\color{#35bf28}+0.52\%$
test_creation_nested_2	38.5210μs	15.6663μs	63.8314 KOps/s	63.7925 KOps/s	$\color{#35bf28}+0.06\%$
test_clone	64.6410μs	13.6553μs	73.2316 KOps/s	74.3578 KOps/s	$\color{#d91a1a}-1.51\%$
test_getitem[int]	1.1534ms	14.1656μs	70.5934 KOps/s	70.6727 KOps/s	$\color{#d91a1a}-0.11\%$
test_getitem[slice_int]	0.1422ms	24.6401μs	40.5843 KOps/s	40.3205 KOps/s	$\color{#35bf28}+0.65\%$
test_getitem[range]	0.1760ms	59.7531μs	16.7355 KOps/s	16.8892 KOps/s	$\color{#d91a1a}-0.91\%$
test_getitem[tuple]	0.1464ms	24.5515μs	40.7307 KOps/s	40.7942 KOps/s	$\color{#d91a1a}-0.16\%$
test_getitem[list]	0.1803ms	54.3997μs	18.3824 KOps/s	18.6608 KOps/s	$\color{#d91a1a}-1.49\%$
test_setitem_dim[int]	44.1210μs	24.9388μs	40.0982 KOps/s	40.5969 KOps/s	$\color{#d91a1a}-1.23\%$
test_setitem_dim[slice_int]	83.6920μs	47.8401μs	20.9029 KOps/s	21.9964 KOps/s	$\color{#d91a1a}-4.97\%$
test_setitem_dim[range]	0.1116ms	87.0954μs	11.4817 KOps/s	11.5620 KOps/s	$\color{#d91a1a}-0.69\%$
test_setitem_dim[tuple]	81.3520μs	41.8788μs	23.8784 KOps/s	23.7192 KOps/s	$\color{#35bf28}+0.67\%$
test_setitem	53.8310μs	18.3067μs	54.6248 KOps/s	54.9308 KOps/s	$\color{#d91a1a}-0.56\%$
test_set	51.1410μs	17.7837μs	56.2313 KOps/s	57.5294 KOps/s	$\color{#d91a1a}-2.26\%$
test_set_shared	0.4962ms	0.2124ms	4.7087 KOps/s	4.8431 KOps/s	$\color{#d91a1a}-2.78\%$
test_update	0.2592ms	22.7443μs	43.9671 KOps/s	44.6996 KOps/s	$\color{#d91a1a}-1.64\%$
test_update_nested	62.9710μs	35.1940μs	28.4139 KOps/s	28.3612 KOps/s	$\color{#35bf28}+0.19\%$
test_update__nested	0.4849ms	35.4928μs	28.1747 KOps/s	27.8321 KOps/s	$\color{#35bf28}+1.23\%$
test_set_nested	55.7010μs	19.7585μs	50.6111 KOps/s	50.6462 KOps/s	$\color{#d91a1a}-0.07\%$
test_set_nested_new	62.5110μs	25.4164μs	39.3446 KOps/s	39.4571 KOps/s	$\color{#d91a1a}-0.28\%$
test_select	83.7820μs	43.4064μs	23.0381 KOps/s	23.1319 KOps/s	$\color{#d91a1a}-0.41\%$
test_select_nested	0.1088ms	75.3455μs	13.2722 KOps/s	13.3213 KOps/s	$\color{#d91a1a}-0.37\%$
test_exclude_nested	0.1338ms	97.6580μs	10.2398 KOps/s	10.3259 KOps/s	$\color{#d91a1a}-0.83\%$
test_empty[True]	0.4932ms	0.4369ms	2.2889 KOps/s	2.2796 KOps/s	$\color{#35bf28}+0.41\%$
test_empty[False]	9.6402μs	1.3393μs	746.6752 KOps/s	754.5441 KOps/s	$\color{#d91a1a}-1.04\%$
test_to	0.1024ms	71.4038μs	14.0049 KOps/s	13.7250 KOps/s	$\color{#35bf28}+2.04\%$
test_to_nonblocking	0.1300ms	64.7699μs	15.4393 KOps/s	15.2958 KOps/s	$\color{#35bf28}+0.94\%$
test_unbind_speed	0.3597ms	0.3279ms	3.0497 KOps/s	3.0973 KOps/s	$\color{#d91a1a}-1.54\%$
test_unbind_speed_stack0	0.3779ms	0.3267ms	3.0612 KOps/s	3.1290 KOps/s	$\color{#d91a1a}-2.17\%$
test_unbind_speed_stack1	98.3744ms	0.8571ms	1.1668 KOps/s	1.1670 KOps/s	$\color{#d91a1a}-0.02\%$
test_split	98.3313ms	1.2794ms	781.5892 Ops/s	656.5179 Ops/s	$\textbf{\color{#35bf28}+19.05\%}$
test_chunk	98.6563ms	1.2169ms	821.7447 Ops/s	919.5290 Ops/s	$\textbf{\color{#d91a1a}-10.63\%}$
test_consolidate[False-None]	4.0067ms	3.8973ms	256.5904 Ops/s	256.3129 Ops/s	$\color{#35bf28}+0.11\%$
test_consolidate[default-None]	2.2712ms	2.0657ms	484.1012 Ops/s	452.2193 Ops/s	$\textbf{\color{#35bf28}+7.05\%}$
test_consolidate[reduce-overhead-None]	2.0529ms	1.9755ms	506.2121 Ops/s	470.8125 Ops/s	$\textbf{\color{#35bf28}+7.52\%}$
test_consolidate_njt[False-None]	0.1814s	10.4820ms	95.4013 Ops/s	112.3211 Ops/s	$\textbf{\color{#d91a1a}-15.06\%}$
test_to[False-False-None]	2.2266ms	2.0791ms	480.9703 Ops/s	480.6035 Ops/s	$\color{#35bf28}+0.08\%$
test_to[True-False-None]	2.1776ms	1.8991ms	526.5755 Ops/s	531.9751 Ops/s	$\color{#d91a1a}-1.02\%$
test_to[within-False-None]	6.1503ms	5.8746ms	170.2241 Ops/s	170.4826 Ops/s	$\color{#d91a1a}-0.15\%$
test_to[True-default-None]	12.0961ms	11.8682ms	84.2588 Ops/s	83.1961 Ops/s	$\color{#35bf28}+1.28\%$
test_to_njt[False-False-None]	8.9979ms	8.6870ms	115.1139 Ops/s	116.3231 Ops/s	$\color{#d91a1a}-1.04\%$
test_to_njt[True-False-None]	7.8328ms	7.4902ms	133.5082 Ops/s	134.5819 Ops/s	$\color{#d91a1a}-0.80\%$
test_to_njt[within-False-None]	17.1176ms	16.5586ms	60.3916 Ops/s	60.3414 Ops/s	$\color{#35bf28}+0.08\%$
test_creation[device0]	0.3518ms	0.1099ms	9.0957 KOps/s	8.9421 KOps/s	$\color{#35bf28}+1.72\%$
test_creation_from_tensor	0.3525ms	0.1126ms	8.8798 KOps/s	8.9754 KOps/s	$\color{#d91a1a}-1.06\%$
test_add_one[memmap_tensor0]	0.1682ms	6.9902μs	143.0571 KOps/s	148.9746 KOps/s	$\color{#d91a1a}-3.97\%$
test_contiguous[memmap_tensor0]	15.1010μs	0.6973μs	1.4341 MOps/s	1.9921 MOps/s	$\textbf{\color{#d91a1a}-28.01\%}$
test_stack[memmap_tensor0]	31.1300μs	4.6664μs	214.2997 KOps/s	214.2838 KOps/s	$+0.01\%$
test_memmaptd_index	1.1028ms	0.2824ms	3.5417 KOps/s	3.4910 KOps/s	$\color{#35bf28}+1.45\%$
test_memmaptd_index_astensor	0.5376ms	0.3750ms	2.6665 KOps/s	2.6322 KOps/s	$\color{#35bf28}+1.30\%$
test_memmaptd_index_op	0.8382ms	0.6359ms	1.5725 KOps/s	1.5980 KOps/s	$\color{#d91a1a}-1.59\%$
test_serialize_model	0.1353s	0.1337s	7.4770 Ops/s	7.4874 Ops/s	$\color{#d91a1a}-0.14\%$
test_serialize_model_pickle	1.3494s	1.2113s	0.8256 Ops/s	0.8360 Ops/s	$\color{#d91a1a}-1.25\%$
test_serialize_weights	0.3083s	0.1577s	6.3425 Ops/s	7.5288 Ops/s	$\textbf{\color{#d91a1a}-15.76\%}$
test_serialize_weights_returnearly	0.4038s	68.4441ms	14.6105 Ops/s	19.4232 Ops/s	$\textbf{\color{#d91a1a}-24.78\%}$
test_serialize_weights_pickle	1.3711s	1.2229s	0.8177 Ops/s	0.8371 Ops/s	$\color{#d91a1a}-2.32\%$
test_reshape_pytree	0.3495ms	33.4207μs	29.9216 KOps/s	30.0233 KOps/s	$\color{#d91a1a}-0.34\%$
test_reshape_td	71.0310μs	38.5414μs	25.9461 KOps/s	25.9868 KOps/s	$\color{#d91a1a}-0.16\%$
test_view_pytree	0.2318ms	34.3357μs	29.1242 KOps/s	30.3719 KOps/s	$\color{#d91a1a}-4.11\%$
test_view_td	91.7720μs	47.8658μs	20.8918 KOps/s	21.5276 KOps/s	$\color{#d91a1a}-2.95\%$
test_unbind_pytree	0.2409ms	38.8746μs	25.7237 KOps/s	26.3224 KOps/s	$\color{#d91a1a}-2.27\%$
test_unbind_td	0.1101ms	48.3421μs	20.6859 KOps/s	20.4814 KOps/s	$\color{#35bf28}+1.00\%$
test_split_pytree	0.2534ms	44.0046μs	22.7249 KOps/s	22.3095 KOps/s	$\color{#35bf28}+1.86\%$
test_split_td	0.1230ms	65.6361μs	15.2355 KOps/s	15.4837 KOps/s	$\color{#d91a1a}-1.60\%$
test_add_pytree	0.2493ms	46.6216μs	21.4493 KOps/s	22.6480 KOps/s	$\textbf{\color{#d91a1a}-5.29\%}$
test_add_td	99.4410μs	57.6361μs	17.3502 KOps/s	18.4798 KOps/s	$\textbf{\color{#d91a1a}-6.11\%}$
test_compile_add_one_nested[tensordict-compile]	0.3292ms	0.1902ms	5.2566 KOps/s	5.4879 KOps/s	$\color{#d91a1a}-4.22\%$
test_compile_add_one_nested[tensordict-eager]	0.3939ms	0.1913ms	5.2272 KOps/s	5.1452 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_add_one_nested[pytree-compile]	0.3103ms	0.1520ms	6.5770 KOps/s	6.5165 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_add_one_nested[pytree-eager]	0.4352ms	0.1874ms	5.3365 KOps/s	5.3210 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_copy_nested[tensordict-compile]	66.5810μs	28.0086μs	35.7034 KOps/s	33.0834 KOps/s	$\textbf{\color{#35bf28}+7.92\%}$
test_compile_copy_nested[tensordict-eager]	80.0010μs	52.8469μs	18.9226 KOps/s	19.1669 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_copy_nested[pytree-compile]	0.2549ms	14.4295μs	69.3026 KOps/s	66.0117 KOps/s	$\color{#35bf28}+4.99\%$
test_compile_copy_nested[pytree-eager]	0.3912ms	76.4222μs	13.0852 KOps/s	13.0904 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_add_one_flat[tensordict-compile]	0.2443ms	0.2071ms	4.8297 KOps/s	4.7232 KOps/s	$\color{#35bf28}+2.26\%$
test_compile_add_one_flat[tensordict-eager]	0.3184ms	0.2597ms	3.8507 KOps/s	3.8400 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_add_one_flat[tensorclass-compile]	0.2121ms	0.1538ms	6.5035 KOps/s	6.4301 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_add_one_flat[tensorclass-eager]	0.1135ms	71.5855μs	13.9693 KOps/s	14.1071 KOps/s	$\color{#d91a1a}-0.98\%$
test_compile_add_one_flat[pytree-compile]	0.2555ms	0.2013ms	4.9676 KOps/s	4.8171 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_add_one_flat[pytree-eager]	0.7918ms	0.5379ms	1.8590 KOps/s	1.8348 KOps/s	$\color{#35bf28}+1.32\%$
test_compile_add_self_flat[tensordict-eager]	0.4833ms	0.3150ms	3.1742 KOps/s	3.1690 KOps/s	$\color{#35bf28}+0.16\%$
test_compile_add_self_flat[tensordict-compile]	0.2587ms	0.2089ms	4.7875 KOps/s	4.6606 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_add_self_flat[tensorclass-eager]	0.1288ms	86.8762μs	11.5106 KOps/s	11.6286 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_add_self_flat[tensorclass-compile]	0.3069ms	0.1560ms	6.4101 KOps/s	6.1188 KOps/s	$\color{#35bf28}+4.76\%$
test_compile_add_self_flat[pytree-eager]	0.6429ms	0.4437ms	2.2538 KOps/s	2.2411 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_add_self_flat[pytree-compile]	0.2431ms	0.2028ms	4.9315 KOps/s	4.6668 KOps/s	$\textbf{\color{#35bf28}+5.67\%}$
test_compile_copy_flat[tensordict-compile]	0.3462ms	24.2457μs	41.2445 KOps/s	38.5138 KOps/s	$\textbf{\color{#35bf28}+7.09\%}$
test_compile_copy_flat[tensordict-eager]	0.1032ms	42.7428μs	23.3957 KOps/s	23.6243 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_copy_flat[pytree-compile]	0.1784ms	20.5209μs	48.7307 KOps/s	45.6227 KOps/s	$\textbf{\color{#35bf28}+6.81\%}$
test_compile_copy_flat[pytree-eager]	0.3651ms	70.5347μs	14.1774 KOps/s	14.2737 KOps/s	$\color{#d91a1a}-0.67\%$
test_compile_assign_and_add[tensordict-compile]	2.0762ms	0.2115ms	4.7279 KOps/s	4.5827 KOps/s	$\color{#35bf28}+3.17\%$
test_compile_assign_and_add[tensordict-eager]	3.4339ms	3.3246ms	300.7871 Ops/s	304.2215 Ops/s	$\color{#d91a1a}-1.13\%$
test_compile_assign_and_add[pytree-compile]	2.0711ms	0.2100ms	4.7617 KOps/s	4.7509 KOps/s	$\color{#35bf28}+0.23\%$
test_compile_assign_and_add[pytree-eager]	3.0485ms	2.8344ms	352.8039 Ops/s	353.6499 Ops/s	$\color{#d91a1a}-0.24\%$
test_compile_indexing[tensor-tensordict-compile]	0.1887ms	0.1440ms	6.9452 KOps/s	6.7213 KOps/s	$\color{#35bf28}+3.33\%$
test_compile_indexing[tensor-tensordict-eager]	0.3014ms	65.5699μs	15.2509 KOps/s	15.1132 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1960ms	0.1368ms	7.3112 KOps/s	7.3095 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2530ms	46.4412μs	21.5326 KOps/s	21.6254 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_indexing[tensor-pytree-compile]	0.1872ms	0.1376ms	7.2669 KOps/s	7.2742 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_indexing[tensor-pytree-eager]	0.2812ms	46.6987μs	21.4139 KOps/s	21.5536 KOps/s	$\color{#d91a1a}-0.65\%$
test_compile_indexing[slice-tensordict-compile]	0.1526ms	87.5884μs	11.4170 KOps/s	11.3527 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_indexing[slice-tensordict-eager]	0.2077ms	27.2419μs	36.7081 KOps/s	36.5620 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_indexing[slice-tensorclass-compile]	1.9633ms	82.5303μs	12.1168 KOps/s	12.1009 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_indexing[slice-tensorclass-eager]	0.2374ms	24.1667μs	41.3792 KOps/s	41.9325 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_indexing[slice-pytree-compile]	0.2667ms	82.6716μs	12.0961 KOps/s	12.0385 KOps/s	$\color{#35bf28}+0.48\%$
test_compile_indexing[slice-pytree-eager]	0.2303ms	23.9110μs	41.8218 KOps/s	42.0775 KOps/s	$\color{#d91a1a}-0.61\%$
test_compile_indexing[int-tensordict-compile]	0.1723ms	89.3565μs	11.1911 KOps/s	11.1778 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_indexing[int-tensordict-eager]	0.2649ms	26.9242μs	37.1413 KOps/s	37.2007 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_indexing[int-tensorclass-compile]	0.1446ms	82.3194μs	12.1478 KOps/s	12.1451 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_indexing[int-tensorclass-eager]	0.2382ms	23.9704μs	41.7181 KOps/s	42.3907 KOps/s	$\color{#d91a1a}-1.59\%$
test_compile_indexing[int-pytree-compile]	0.1425ms	82.2179μs	12.1628 KOps/s	12.1250 KOps/s	$\color{#35bf28}+0.31\%$
test_compile_indexing[int-pytree-eager]	0.2463ms	24.0109μs	41.6477 KOps/s	42.0233 KOps/s	$\color{#d91a1a}-0.89\%$
test_mod_add[eager]	0.1081ms	52.3306μs	19.1093 KOps/s	19.4862 KOps/s	$\color{#d91a1a}-1.93\%$
test_mod_add[compile]	0.2282ms	0.1532ms	6.5281 KOps/s	6.5676 KOps/s	$\color{#d91a1a}-0.60\%$
test_mod_add[compile-overhead]	0.2908ms	0.1996ms	5.0100 KOps/s	5.0222 KOps/s	$\color{#d91a1a}-0.24\%$
test_mod_wrap[eager]	0.3786ms	0.3082ms	3.2445 KOps/s	3.2752 KOps/s	$\color{#d91a1a}-0.94\%$
test_mod_wrap[compile]	0.4753ms	0.4033ms	2.4794 KOps/s	2.3714 KOps/s	$\color{#35bf28}+4.55\%$
test_mod_wrap[compile-overhead]	7.6735ms	3.9805ms	251.2277 Ops/s	264.8440 Ops/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_mod_wrap_and_backward[eager]	1.7205ms	1.5652ms	638.8945 Ops/s	639.1920 Ops/s	$\color{#d91a1a}-0.05\%$
test_mod_wrap_and_backward[compile]	1.8362ms	1.6292ms	613.8074 Ops/s	579.7397 Ops/s	$\textbf{\color{#35bf28}+5.88\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3512ms	0.9903ms	1.0098 KOps/s	900.5606 Ops/s	$\textbf{\color{#35bf28}+12.13\%}$
test_seq_add[eager]	0.2206ms	0.1587ms	6.3029 KOps/s	6.1008 KOps/s	$\color{#35bf28}+3.31\%$
test_seq_add[compile]	0.2561ms	0.1629ms	6.1393 KOps/s	6.1869 KOps/s	$\color{#d91a1a}-0.77\%$
test_seq_add[compile-overhead]	0.2608ms	0.2068ms	4.8352 KOps/s	4.9133 KOps/s	$\color{#d91a1a}-1.59\%$
test_seq_wrap[eager]	0.6590ms	0.5445ms	1.8364 KOps/s	1.8537 KOps/s	$\color{#d91a1a}-0.93\%$
test_seq_wrap[compile]	0.5264ms	0.4231ms	2.3638 KOps/s	2.3923 KOps/s	$\color{#d91a1a}-1.19\%$
test_seq_wrap[compile-overhead]	0.4121ms	0.3243ms	3.0831 KOps/s	3.1631 KOps/s	$\color{#d91a1a}-2.53\%$
test_func_call_runtime[False-eager]	0.9939ms	0.8857ms	1.1290 KOps/s	1.1357 KOps/s	$\color{#d91a1a}-0.59\%$
test_func_call_runtime[False-compile]	1.2022ms	0.9550ms	1.0472 KOps/s	1.0592 KOps/s	$\color{#d91a1a}-1.13\%$
test_func_call_runtime[False-compile-overhead]	0.5576ms	0.4990ms	2.0038 KOps/s	1.9909 KOps/s	$\color{#35bf28}+0.65\%$
test_func_call_runtime[True-eager]	1.4621ms	1.1333ms	882.3825 Ops/s	887.1753 Ops/s	$\color{#d91a1a}-0.54\%$
test_func_call_runtime[True-compile]	1.0939ms	0.9683ms	1.0327 KOps/s	1.0316 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_runtime[True-compile-overhead]	0.6122ms	0.5222ms	1.9150 KOps/s	1.9044 KOps/s	$\color{#35bf28}+0.55\%$
test_func_call_cm_runtime[False-eager]	0.9449ms	0.8724ms	1.1462 KOps/s	1.0615 KOps/s	$\textbf{\color{#35bf28}+7.98\%}$
test_func_call_cm_runtime[False-compile]	1.1055ms	0.9508ms	1.0518 KOps/s	1.0467 KOps/s	$\color{#35bf28}+0.49\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5580ms	0.5033ms	1.9869 KOps/s	1.9811 KOps/s	$\color{#35bf28}+0.29\%$
test_func_call_cm_runtime[True-eager]	1.3840ms	1.2761ms	783.6468 Ops/s	782.0963 Ops/s	$\color{#35bf28}+0.20\%$
test_func_call_cm_runtime[True-compile]	1.3871ms	1.0096ms	990.4652 Ops/s	997.5946 Ops/s	$\color{#d91a1a}-0.71\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5969ms	0.5561ms	1.7983 KOps/s	1.8000 KOps/s	$\color{#d91a1a}-0.09\%$
test_vmap_func_call_cm_runtime[eager]	2.8817ms	2.3820ms	419.8119 Ops/s	417.9607 Ops/s	$\color{#35bf28}+0.44\%$
test_vmap_func_call_cm_runtime[compile]	1.0984ms	1.0083ms	991.7944 Ops/s	973.1936 Ops/s	$\color{#35bf28}+1.91\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5897ms	0.5503ms	1.8170 KOps/s	1.8079 KOps/s	$\color{#35bf28}+0.50\%$
test_distributed	0.5587ms	0.1548ms	6.4610 KOps/s	6.3242 KOps/s	$\color{#35bf28}+2.16\%$
test_tdmodule	0.3793ms	28.4911μs	35.0986 KOps/s	34.2453 KOps/s	$\color{#35bf28}+2.49\%$
test_tdmodule_dispatch	78.9120μs	48.0498μs	20.8117 KOps/s	20.5821 KOps/s	$\color{#35bf28}+1.12\%$
test_tdseq	48.8410μs	27.1559μs	36.8244 KOps/s	37.0513 KOps/s	$\color{#d91a1a}-0.61\%$
test_tdseq_dispatch	71.2710μs	49.9358μs	20.0257 KOps/s	19.7039 KOps/s	$\color{#35bf28}+1.63\%$
test_instantiation_functorch	2.1836ms	2.0952ms	477.2725 Ops/s	480.7769 Ops/s	$\color{#d91a1a}-0.73\%$
test_exec_functorch	0.2327ms	0.1853ms	5.3961 KOps/s	5.3796 KOps/s	$\color{#35bf28}+0.31\%$
test_exec_functional_call	0.2102ms	0.1637ms	6.1069 KOps/s	6.0510 KOps/s	$\color{#35bf28}+0.92\%$
test_exec_td_decorator	0.4448ms	0.2432ms	4.1115 KOps/s	4.1539 KOps/s	$\color{#d91a1a}-1.02\%$
test_vmap_mlp_speed_decorator[True-True]	0.9709ms	0.8111ms	1.2329 KOps/s	1.2191 KOps/s	$\color{#35bf28}+1.13\%$
test_vmap_mlp_speed_decorator[True-False]	0.9469ms	0.8102ms	1.2342 KOps/s	1.2262 KOps/s	$\color{#35bf28}+0.66\%$
test_vmap_mlp_speed_decorator[False-True]	0.8612ms	0.6944ms	1.4401 KOps/s	1.4347 KOps/s	$\color{#35bf28}+0.37\%$
test_vmap_mlp_speed_decorator[False-False]	0.8410ms	0.6930ms	1.4430 KOps/s	1.4397 KOps/s	$\color{#35bf28}+0.23\%$
test_vmap_transformer_speed_decorator[True-True]	21.4307ms	20.7313ms	48.2362 Ops/s	48.0491 Ops/s	$\color{#35bf28}+0.39\%$
test_vmap_transformer_speed_decorator[True-False]	20.8642ms	20.7312ms	48.2365 Ops/s	47.9757 Ops/s	$\color{#35bf28}+0.54\%$
test_vmap_transformer_speed_decorator[False-True]	20.6732ms	20.5308ms	48.7072 Ops/s	48.4882 Ops/s	$\color{#35bf28}+0.45\%$
test_vmap_transformer_speed_decorator[False-False]	20.6646ms	20.5269ms	48.7165 Ops/s	48.4786 Ops/s	$\color{#35bf28}+0.49\%$
test_to_module_speed[True]	1.6223ms	1.4862ms	672.8411 Ops/s	674.9048 Ops/s	$\color{#d91a1a}-0.31\%$
test_to_module_speed[False]	1.5484ms	1.4476ms	690.7770 Ops/s	686.1443 Ops/s	$\color{#35bf28}+0.68\%$
test_tc_init	79.8710μs	51.6989μs	19.3428 KOps/s	19.1220 KOps/s	$\color{#35bf28}+1.15\%$
test_tc_init_tensor_only	35.1810μs	14.9051μs	67.0911 KOps/s	66.1858 KOps/s	$\color{#35bf28}+1.37\%$
test_tc_init_nested	0.1592ms	0.1030ms	9.7120 KOps/s	9.5135 KOps/s	$\color{#35bf28}+2.09\%$
test_tc_first_layer_tensor	14.3900μs	1.7943μs	557.3245 KOps/s	585.7536 KOps/s	$\color{#d91a1a}-4.85\%$
test_tc_first_layer_tensor_only	4.4329μs	0.6991μs	1.4303 MOps/s	1.4602 MOps/s	$\color{#d91a1a}-2.05\%$
test_tc_first_layer_tensor_set	38.9710μs	4.1966μs	238.2883 KOps/s	238.3849 KOps/s	$\color{#d91a1a}-0.04\%$
test_tc_first_layer_tensor_only_set	24.2800μs	3.1536μs	317.0935 KOps/s	313.5868 KOps/s	$\color{#35bf28}+1.12\%$
test_tc_first_layer_nontensor	61.0220μs	5.9188μs	168.9533 KOps/s	170.4199 KOps/s	$\color{#d91a1a}-0.86\%$
test_tc_second_layer_tensor	32.4400μs	4.3572μs	229.5050 KOps/s	235.2589 KOps/s	$\color{#d91a1a}-2.45\%$
test_tc_second_layer_nontensor	33.5710μs	8.4796μs	117.9296 KOps/s	118.3397 KOps/s	$\color{#d91a1a}-0.35\%$
test_unbind	0.2554s	15.4433ms	64.7528 Ops/s	59.9356 Ops/s	$\textbf{\color{#35bf28}+8.04\%}$
test_full_like	4.6249ms	4.4129ms	226.6105 Ops/s	226.6057 Ops/s	$+0.00\%$
test_zeros_like	4.5695ms	4.3872ms	227.9349 Ops/s	227.3738 Ops/s	$\color{#35bf28}+0.25\%$
test_ones_like	4.5205ms	4.3889ms	227.8451 Ops/s	226.6025 Ops/s	$\color{#35bf28}+0.55\%$
test_clone	7.1661ms	6.6713ms	149.8965 Ops/s	151.8467 Ops/s	$\color{#d91a1a}-1.28\%$
test_squeeze	63.5610μs	14.3908μs	69.4890 KOps/s	65.3442 KOps/s	$\textbf{\color{#35bf28}+6.34\%}$
test_unsqueeze	0.1637ms	0.1097ms	9.1189 KOps/s	8.6063 KOps/s	$\textbf{\color{#35bf28}+5.96\%}$
test_split	0.2736ms	0.1885ms	5.3057 KOps/s	5.1969 KOps/s	$\color{#35bf28}+2.09\%$
test_permute	0.2694ms	0.2095ms	4.7725 KOps/s	4.7397 KOps/s	$\color{#35bf28}+0.69\%$
test_stack	52.3651ms	51.6961ms	19.3438 Ops/s	19.2884 Ops/s	$\color{#35bf28}+0.29\%$
test_cat	43.4887ms	43.2620ms	23.1150 Ops/s	19.2816 Ops/s	$\textbf{\color{#35bf28}+19.88\%}$

[github-actions]

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

Total Benchmarks: 233. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.1810μs	14.3795μs	69.5434 KOps/s	69.2776 KOps/s	$\color{#35bf28}+0.38\%$
test_plain_set_stack_nested	41.2410μs	14.8484μs	67.3473 KOps/s	67.8986 KOps/s	$\color{#d91a1a}-0.81\%$
test_plain_set_nested_inplace	39.2210μs	16.1619μs	61.8738 KOps/s	61.9207 KOps/s	$\color{#d91a1a}-0.08\%$
test_plain_set_stack_nested_inplace	41.8610μs	16.0730μs	62.2162 KOps/s	62.5696 KOps/s	$\color{#d91a1a}-0.56\%$
test_items	51.9620μs	5.3954μs	185.3445 KOps/s	179.1740 KOps/s	$\color{#35bf28}+3.44\%$
test_items_nested	0.5725ms	0.5217ms	1.9168 KOps/s	1.9162 KOps/s	$\color{#35bf28}+0.03\%$
test_items_nested_locked	0.6553ms	0.5214ms	1.9181 KOps/s	1.8993 KOps/s	$\color{#35bf28}+0.99\%$
test_items_nested_leaf	0.1381ms	91.2291μs	10.9614 KOps/s	10.8965 KOps/s	$\color{#35bf28}+0.60\%$
test_items_stack_nested	0.5779ms	0.5252ms	1.9042 KOps/s	1.9219 KOps/s	$\color{#d91a1a}-0.92\%$
test_items_stack_nested_leaf	0.1292ms	92.5309μs	10.8072 KOps/s	10.6837 KOps/s	$\color{#35bf28}+1.16\%$
test_items_stack_nested_locked	0.5735ms	0.5243ms	1.9074 KOps/s	1.8980 KOps/s	$\color{#35bf28}+0.50\%$
test_keys	29.6510μs	4.1219μs	242.6040 KOps/s	243.5408 KOps/s	$\color{#d91a1a}-0.38\%$
test_keys_nested	0.1694ms	0.1174ms	8.5208 KOps/s	8.4972 KOps/s	$\color{#35bf28}+0.28\%$
test_keys_nested_locked	2.3297ms	0.1273ms	7.8553 KOps/s	7.8682 KOps/s	$\color{#d91a1a}-0.16\%$
test_keys_nested_leaf	0.1409ms	0.1093ms	9.1477 KOps/s	9.2612 KOps/s	$\color{#d91a1a}-1.23\%$
test_keys_stack_nested	0.1739ms	0.1192ms	8.3893 KOps/s	8.4718 KOps/s	$\color{#d91a1a}-0.97\%$
test_keys_stack_nested_leaf	0.1512ms	0.1093ms	9.1494 KOps/s	9.2075 KOps/s	$\color{#d91a1a}-0.63\%$
test_keys_stack_nested_locked	0.1803ms	0.1265ms	7.9080 KOps/s	7.8672 KOps/s	$\color{#35bf28}+0.52\%$
test_values	6.0622μs	1.0059μs	994.1492 KOps/s	1.0014 MOps/s	$\color{#d91a1a}-0.72\%$
test_values_nested	77.6320μs	47.3339μs	21.1265 KOps/s	21.4440 KOps/s	$\color{#d91a1a}-1.48\%$
test_values_nested_locked	0.5149ms	49.6030μs	20.1601 KOps/s	20.0786 KOps/s	$\color{#35bf28}+0.41\%$
test_values_nested_leaf	81.9820μs	53.7397μs	18.6082 KOps/s	18.8595 KOps/s	$\color{#d91a1a}-1.33\%$
test_values_stack_nested	81.1120μs	47.3010μs	21.1412 KOps/s	21.3656 KOps/s	$\color{#d91a1a}-1.05\%$
test_values_stack_nested_leaf	79.8320μs	54.1780μs	18.4577 KOps/s	18.8657 KOps/s	$\color{#d91a1a}-2.16\%$
test_values_stack_nested_locked	89.1420μs	50.2610μs	19.8962 KOps/s	20.0436 KOps/s	$\color{#d91a1a}-0.74\%$
test_membership	4.8567μs	0.8202μs	1.2192 MOps/s	1.2368 MOps/s	$\color{#d91a1a}-1.43\%$
test_membership_nested	25.9610μs	2.9322μs	341.0408 KOps/s	336.2573 KOps/s	$\color{#35bf28}+1.42\%$
test_membership_nested_leaf	43.3610μs	2.8718μs	348.2144 KOps/s	335.5470 KOps/s	$\color{#35bf28}+3.78\%$
test_membership_stacked_nested	38.7110μs	2.9757μs	336.0590 KOps/s	332.0329 KOps/s	$\color{#35bf28}+1.21\%$
test_membership_stacked_nested_leaf	23.4400μs	2.9747μs	336.1681 KOps/s	335.7393 KOps/s	$\color{#35bf28}+0.13\%$
test_membership_nested_last	28.7800μs	4.3504μs	229.8628 KOps/s	228.6517 KOps/s	$\color{#35bf28}+0.53\%$
test_membership_nested_leaf_last	36.6010μs	4.3685μs	228.9124 KOps/s	228.3957 KOps/s	$\color{#35bf28}+0.23\%$
test_membership_stacked_nested_last	34.6510μs	4.3522μs	229.7688 KOps/s	228.5418 KOps/s	$\color{#35bf28}+0.54\%$
test_membership_stacked_nested_leaf_last	30.3310μs	4.3426μs	230.2774 KOps/s	228.5319 KOps/s	$\color{#35bf28}+0.76\%$
test_nested_getleaf	48.7210μs	20.3653μs	49.1030 KOps/s	48.5282 KOps/s	$\color{#35bf28}+1.18\%$
test_nested_get	56.6310μs	19.3829μs	51.5919 KOps/s	51.0501 KOps/s	$\color{#35bf28}+1.06\%$
test_stacked_getleaf	45.3910μs	20.1031μs	49.7435 KOps/s	48.9794 KOps/s	$\color{#35bf28}+1.56\%$
test_stacked_get	48.0020μs	19.4175μs	51.5000 KOps/s	50.7677 KOps/s	$\color{#35bf28}+1.44\%$
test_nested_getitemleaf	41.3310μs	20.8528μs	47.9551 KOps/s	46.5943 KOps/s	$\color{#35bf28}+2.92\%$
test_nested_getitem	43.9410μs	19.4467μs	51.4227 KOps/s	49.7401 KOps/s	$\color{#35bf28}+3.38\%$
test_stacked_getitemleaf	69.3910μs	20.8857μs	47.8797 KOps/s	47.3343 KOps/s	$\color{#35bf28}+1.15\%$
test_stacked_getitem	46.5110μs	19.7796μs	50.5572 KOps/s	49.3673 KOps/s	$\color{#35bf28}+2.41\%$
test_lock_nested	4.5375ms	0.4579ms	2.1840 KOps/s	2.1716 KOps/s	$\color{#35bf28}+0.57\%$
test_lock_stack_nested	0.5352ms	0.4570ms	2.1880 KOps/s	2.1642 KOps/s	$\color{#35bf28}+1.10\%$
test_unlock_nested	0.4747ms	0.3700ms	2.7024 KOps/s	2.7065 KOps/s	$\color{#d91a1a}-0.15\%$
test_unlock_stack_nested	0.4493ms	0.3648ms	2.7416 KOps/s	2.6916 KOps/s	$\color{#35bf28}+1.85\%$
test_flatten_speed	0.1532ms	0.1158ms	8.6356 KOps/s	8.5553 KOps/s	$\color{#35bf28}+0.94\%$
test_unflatten_speed	0.6305ms	0.5725ms	1.7466 KOps/s	1.7688 KOps/s	$\color{#d91a1a}-1.25\%$
test_common_ops	0.8606ms	0.7143ms	1.4000 KOps/s	1.3776 KOps/s	$\color{#35bf28}+1.62\%$
test_creation	0.1182ms	2.3790μs	420.3397 KOps/s	425.1122 KOps/s	$\color{#d91a1a}-1.12\%$
test_creation_empty	29.3910μs	8.4299μs	118.6251 KOps/s	120.0296 KOps/s	$\color{#d91a1a}-1.17\%$
test_creation_nested_1	36.1610μs	11.3015μs	88.4841 KOps/s	89.0684 KOps/s	$\color{#d91a1a}-0.66\%$
test_creation_nested_2	36.8510μs	14.9239μs	67.0067 KOps/s	68.2339 KOps/s	$\color{#d91a1a}-1.80\%$
test_clone	36.1510μs	12.7762μs	78.2707 KOps/s	77.3366 KOps/s	$\color{#35bf28}+1.21\%$
test_getitem[int]	1.2315ms	13.7295μs	72.8359 KOps/s	74.1076 KOps/s	$\color{#d91a1a}-1.72\%$
test_getitem[slice_int]	0.1377ms	24.0169μs	41.6373 KOps/s	41.8487 KOps/s	$\color{#d91a1a}-0.51\%$
test_getitem[range]	0.1705ms	57.1377μs	17.5016 KOps/s	17.3074 KOps/s	$\color{#35bf28}+1.12\%$
test_getitem[tuple]	0.1455ms	23.7084μs	42.1792 KOps/s	43.0130 KOps/s	$\color{#d91a1a}-1.94\%$
test_getitem[list]	0.1781ms	50.7813μs	19.6923 KOps/s	18.9536 KOps/s	$\color{#35bf28}+3.90\%$
test_setitem_dim[int]	52.6510μs	23.3394μs	42.8460 KOps/s	38.7392 KOps/s	$\textbf{\color{#35bf28}+10.60\%}$
test_setitem_dim[slice_int]	66.2220μs	43.7040μs	22.8812 KOps/s	21.7690 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_setitem_dim[range]	0.1247ms	83.2574μs	12.0109 KOps/s	12.0645 KOps/s	$\color{#d91a1a}-0.44\%$
test_setitem_dim[tuple]	63.7910μs	41.3703μs	24.1719 KOps/s	24.6026 KOps/s	$\color{#d91a1a}-1.75\%$
test_setitem	54.1410μs	17.3158μs	57.7507 KOps/s	56.5730 KOps/s	$\color{#35bf28}+2.08\%$
test_set	80.4920μs	16.4643μs	60.7374 KOps/s	56.4426 KOps/s	$\textbf{\color{#35bf28}+7.61\%}$
test_set_shared	0.6373ms	0.2035ms	4.9151 KOps/s	4.7564 KOps/s	$\color{#35bf28}+3.34\%$
test_update	0.3022ms	21.7056μs	46.0711 KOps/s	43.4274 KOps/s	$\textbf{\color{#35bf28}+6.09\%}$
test_update_nested	67.7110μs	33.5679μs	29.7903 KOps/s	28.2043 KOps/s	$\textbf{\color{#35bf28}+5.62\%}$
test_update__nested	0.4976ms	33.0038μs	30.2995 KOps/s	27.6524 KOps/s	$\textbf{\color{#35bf28}+9.57\%}$
test_set_nested	53.9510μs	18.2351μs	54.8393 KOps/s	48.2878 KOps/s	$\textbf{\color{#35bf28}+13.57\%}$
test_set_nested_new	61.7710μs	23.4310μs	42.6785 KOps/s	38.5015 KOps/s	$\textbf{\color{#35bf28}+10.85\%}$
test_select	70.9410μs	41.2462μs	24.2446 KOps/s	22.6876 KOps/s	$\textbf{\color{#35bf28}+6.86\%}$
test_select_nested	0.1054ms	70.6616μs	14.1520 KOps/s	14.0222 KOps/s	$\color{#35bf28}+0.93\%$
test_exclude_nested	0.1290ms	91.9671μs	10.8735 KOps/s	10.8720 KOps/s	$\color{#35bf28}+0.01\%$
test_empty[True]	0.6319ms	0.4237ms	2.3603 KOps/s	2.3510 KOps/s	$\color{#35bf28}+0.40\%$
test_empty[False]	7.3253μs	1.2644μs	790.8790 KOps/s	789.8249 KOps/s	$\color{#35bf28}+0.13\%$
test_to	99.8120μs	70.1353μs	14.2582 KOps/s	13.9924 KOps/s	$\color{#35bf28}+1.90\%$
test_to_nonblocking	0.1076ms	63.5622μs	15.7326 KOps/s	15.7164 KOps/s	$\color{#35bf28}+0.10\%$
test_unbind_speed	0.3442ms	0.3148ms	3.1763 KOps/s	3.1318 KOps/s	$\color{#35bf28}+1.42\%$
test_unbind_speed_stack0	0.3640ms	0.3136ms	3.1890 KOps/s	3.2595 KOps/s	$\color{#d91a1a}-2.16\%$
test_unbind_speed_stack1	98.3470ms	1.0277ms	973.0012 Ops/s	1.1837 KOps/s	$\textbf{\color{#d91a1a}-17.80\%}$
test_split	1.1494ms	1.1092ms	901.5705 Ops/s	669.2272 Ops/s	$\textbf{\color{#35bf28}+34.72\%}$
test_chunk	98.3701ms	1.1674ms	856.6320 Ops/s	945.8171 Ops/s	$\textbf{\color{#d91a1a}-9.43\%}$
test_consolidate[False-None]	3.8441ms	3.7360ms	267.6647 Ops/s	267.3755 Ops/s	$\color{#35bf28}+0.11\%$
test_consolidate[default-None]	2.0332ms	1.9586ms	510.5656 Ops/s	486.4697 Ops/s	$\color{#35bf28}+4.95\%$
test_consolidate[reduce-overhead-None]	2.0017ms	1.9019ms	525.7817 Ops/s	498.1231 Ops/s	$\textbf{\color{#35bf28}+5.55\%}$
test_consolidate_njt[False-None]	8.8328ms	8.6469ms	115.6480 Ops/s	117.4154 Ops/s	$\color{#d91a1a}-1.51\%$
test_to[False-False-None]	2.1387ms	2.0525ms	487.2061 Ops/s	491.8994 Ops/s	$\color{#d91a1a}-0.95\%$
test_to[True-False-None]	2.0935ms	1.8256ms	547.7632 Ops/s	557.9573 Ops/s	$\color{#d91a1a}-1.83\%$
test_to[within-False-None]	5.7121ms	5.5859ms	179.0234 Ops/s	179.9524 Ops/s	$\color{#d91a1a}-0.52\%$
test_to[True-default-None]	11.8545ms	11.6691ms	85.6962 Ops/s	85.6138 Ops/s	$\color{#35bf28}+0.10\%$
test_to_njt[False-False-None]	8.5395ms	8.4165ms	118.8141 Ops/s	118.6959 Ops/s	$\color{#35bf28}+0.10\%$
test_to_njt[True-False-None]	7.3226ms	7.1869ms	139.1429 Ops/s	138.2658 Ops/s	$\color{#35bf28}+0.63\%$
test_to_njt[within-False-None]	16.0376ms	15.9720ms	62.6097 Ops/s	62.4341 Ops/s	$\color{#35bf28}+0.28\%$
test_creation[device0]	0.5468ms	0.1096ms	9.1221 KOps/s	9.3401 KOps/s	$\color{#d91a1a}-2.33\%$
test_creation_from_tensor	0.4778ms	0.1108ms	9.0279 KOps/s	9.0710 KOps/s	$\color{#d91a1a}-0.47\%$
test_add_one[memmap_tensor0]	0.1386ms	6.4173μs	155.8295 KOps/s	151.8855 KOps/s	$\color{#35bf28}+2.60\%$
test_contiguous[memmap_tensor0]	25.5010μs	0.6275μs	1.5937 MOps/s	2.0951 MOps/s	$\textbf{\color{#d91a1a}-23.94\%}$
test_stack[memmap_tensor0]	38.1010μs	4.4386μs	225.2971 KOps/s	220.5517 KOps/s	$\color{#35bf28}+2.15\%$
test_memmaptd_index	1.1429ms	0.2687ms	3.7214 KOps/s	3.7297 KOps/s	$\color{#d91a1a}-0.22\%$
test_memmaptd_index_astensor	0.5187ms	0.3562ms	2.8071 KOps/s	2.8044 KOps/s	$\color{#35bf28}+0.10\%$
test_memmaptd_index_op	0.8187ms	0.6212ms	1.6097 KOps/s	1.6686 KOps/s	$\color{#d91a1a}-3.53\%$
test_serialize_model	0.1344s	0.1331s	7.5139 Ops/s	7.4946 Ops/s	$\color{#35bf28}+0.26\%$
test_serialize_model_pickle	1.9912s	1.3209s	0.7571 Ops/s	0.8256 Ops/s	$\textbf{\color{#d91a1a}-8.30\%}$
test_serialize_weights	0.1345s	0.1330s	7.5164 Ops/s	7.5427 Ops/s	$\color{#d91a1a}-0.35\%$
test_serialize_weights_returnearly	0.4118s	68.4682ms	14.6053 Ops/s	10.3058 Ops/s	$\textbf{\color{#35bf28}+41.72\%}$
test_serialize_weights_pickle	1.3633s	1.1895s	0.8407 Ops/s	0.8140 Ops/s	$\color{#35bf28}+3.28\%$
test_reshape_pytree	0.3666ms	31.9193μs	31.3290 KOps/s	30.5308 KOps/s	$\color{#35bf28}+2.61\%$
test_reshape_td	65.2120μs	37.1020μs	26.9527 KOps/s	25.7193 KOps/s	$\color{#35bf28}+4.80\%$
test_view_pytree	0.2245ms	31.7507μs	31.4954 KOps/s	31.4115 KOps/s	$\color{#35bf28}+0.27\%$
test_view_td	78.4420μs	44.4169μs	22.5140 KOps/s	22.8264 KOps/s	$\color{#d91a1a}-1.37\%$
test_unbind_pytree	0.2553ms	36.7668μs	27.1985 KOps/s	27.0996 KOps/s	$\color{#35bf28}+0.36\%$
test_unbind_td	95.2820μs	47.1380μs	21.2143 KOps/s	21.2393 KOps/s	$\color{#d91a1a}-0.12\%$
test_split_pytree	0.2466ms	42.3784μs	23.5969 KOps/s	23.3425 KOps/s	$\color{#35bf28}+1.09\%$
test_split_td	0.2226ms	63.6161μs	15.7193 KOps/s	15.6853 KOps/s	$\color{#35bf28}+0.22\%$
test_add_pytree	0.2335ms	43.3816μs	23.0512 KOps/s	22.6806 KOps/s	$\color{#35bf28}+1.63\%$
test_add_td	91.7320μs	52.4306μs	19.0728 KOps/s	18.1431 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_compile_add_one_nested[tensordict-compile]	0.2616ms	0.1785ms	5.6008 KOps/s	5.2942 KOps/s	$\textbf{\color{#35bf28}+5.79\%}$
test_compile_add_one_nested[tensordict-eager]	0.2676ms	0.1872ms	5.3415 KOps/s	5.3625 KOps/s	$\color{#d91a1a}-0.39\%$
test_compile_add_one_nested[pytree-compile]	0.2079ms	0.1487ms	6.7243 KOps/s	6.6502 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_add_one_nested[pytree-eager]	0.4356ms	0.1859ms	5.3798 KOps/s	5.4883 KOps/s	$\color{#d91a1a}-1.98\%$
test_compile_copy_nested[tensordict-compile]	0.1119ms	27.1330μs	36.8554 KOps/s	34.1316 KOps/s	$\textbf{\color{#35bf28}+7.98\%}$
test_compile_copy_nested[tensordict-eager]	90.7520μs	50.1801μs	19.9282 KOps/s	19.6275 KOps/s	$\color{#35bf28}+1.53\%$
test_compile_copy_nested[pytree-compile]	0.2226ms	14.6970μs	68.0409 KOps/s	70.9228 KOps/s	$\color{#d91a1a}-4.06\%$
test_compile_copy_nested[pytree-eager]	0.3938ms	72.0625μs	13.8768 KOps/s	13.7175 KOps/s	$\color{#35bf28}+1.16\%$
test_compile_add_one_flat[tensordict-compile]	0.4765ms	0.2058ms	4.8594 KOps/s	4.6243 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_compile_add_one_flat[tensordict-eager]	0.3140ms	0.2603ms	3.8413 KOps/s	3.9197 KOps/s	$\color{#d91a1a}-2.00\%$
test_compile_add_one_flat[tensorclass-compile]	0.2331ms	0.1497ms	6.6785 KOps/s	6.5390 KOps/s	$\color{#35bf28}+2.13\%$
test_compile_add_one_flat[tensorclass-eager]	0.1113ms	69.8865μs	14.3089 KOps/s	14.4734 KOps/s	$\color{#d91a1a}-1.14\%$
test_compile_add_one_flat[pytree-compile]	0.2504ms	0.1999ms	5.0023 KOps/s	4.6723 KOps/s	$\textbf{\color{#35bf28}+7.06\%}$
test_compile_add_one_flat[pytree-eager]	0.8248ms	0.5490ms	1.8214 KOps/s	1.8820 KOps/s	$\color{#d91a1a}-3.22\%$
test_compile_add_self_flat[tensordict-eager]	0.3827ms	0.3134ms	3.1905 KOps/s	3.2575 KOps/s	$\color{#d91a1a}-2.06\%$
test_compile_add_self_flat[tensordict-compile]	0.2980ms	0.2069ms	4.8341 KOps/s	4.7509 KOps/s	$\color{#35bf28}+1.75\%$
test_compile_add_self_flat[tensorclass-eager]	0.1487ms	85.0529μs	11.7574 KOps/s	11.9066 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_add_self_flat[tensorclass-compile]	0.2260ms	0.1521ms	6.5764 KOps/s	6.2770 KOps/s	$\color{#35bf28}+4.77\%$
test_compile_add_self_flat[pytree-eager]	0.7129ms	0.4519ms	2.2129 KOps/s	2.2234 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_add_self_flat[pytree-compile]	0.4262ms	0.2019ms	4.9527 KOps/s	4.7392 KOps/s	$\color{#35bf28}+4.50\%$
test_compile_copy_flat[tensordict-compile]	84.8120μs	24.7381μs	40.4235 KOps/s	39.9665 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_copy_flat[tensordict-eager]	81.2920μs	40.2774μs	24.8278 KOps/s	24.9779 KOps/s	$\color{#d91a1a}-0.60\%$
test_compile_copy_flat[pytree-compile]	0.2117ms	21.4821μs	46.5504 KOps/s	48.0703 KOps/s	$\color{#d91a1a}-3.16\%$
test_compile_copy_flat[pytree-eager]	0.3720ms	67.0117μs	14.9228 KOps/s	14.7609 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_assign_and_add[tensordict-compile]	2.0200ms	0.2216ms	4.5118 KOps/s	4.7465 KOps/s	$\color{#d91a1a}-4.94\%$
test_compile_assign_and_add[tensordict-eager]	3.4784ms	3.3002ms	303.0100 Ops/s	308.3063 Ops/s	$\color{#d91a1a}-1.72\%$
test_compile_assign_and_add[pytree-compile]	1.9927ms	0.2063ms	4.8463 KOps/s	4.8542 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_assign_and_add[pytree-eager]	3.0013ms	2.8741ms	347.9342 Ops/s	351.5362 Ops/s	$\color{#d91a1a}-1.02\%$
test_compile_indexing[tensor-tensordict-compile]	0.2625ms	0.1400ms	7.1426 KOps/s	7.0176 KOps/s	$\color{#35bf28}+1.78\%$
test_compile_indexing[tensor-tensordict-eager]	0.2994ms	64.9482μs	15.3969 KOps/s	14.9114 KOps/s	$\color{#35bf28}+3.26\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2499ms	0.1342ms	7.4491 KOps/s	7.2595 KOps/s	$\color{#35bf28}+2.61\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2520ms	48.1992μs	20.7472 KOps/s	22.3252 KOps/s	$\textbf{\color{#d91a1a}-7.07\%}$
test_compile_indexing[tensor-pytree-compile]	0.1839ms	0.1371ms	7.2945 KOps/s	7.1189 KOps/s	$\color{#35bf28}+2.47\%$
test_compile_indexing[tensor-pytree-eager]	0.2636ms	47.8578μs	20.8952 KOps/s	21.9743 KOps/s	$\color{#d91a1a}-4.91\%$
test_compile_indexing[slice-tensordict-compile]	0.1792ms	88.0008μs	11.3635 KOps/s	11.2292 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_indexing[slice-tensordict-eager]	0.2097ms	27.2925μs	36.6401 KOps/s	38.3256 KOps/s	$\color{#d91a1a}-4.40\%$
test_compile_indexing[slice-tensorclass-compile]	0.2014ms	79.3674μs	12.5996 KOps/s	11.7864 KOps/s	$\textbf{\color{#35bf28}+6.90\%}$
test_compile_indexing[slice-tensorclass-eager]	0.2453ms	22.7666μs	43.9240 KOps/s	43.4666 KOps/s	$\color{#35bf28}+1.05\%$
test_compile_indexing[slice-pytree-compile]	0.1227ms	81.0244μs	12.3420 KOps/s	11.7209 KOps/s	$\textbf{\color{#35bf28}+5.30\%}$
test_compile_indexing[slice-pytree-eager]	0.2433ms	22.6895μs	44.0733 KOps/s	43.5381 KOps/s	$\color{#35bf28}+1.23\%$
test_compile_indexing[int-tensordict-compile]	0.1459ms	86.6908μs	11.5353 KOps/s	11.1676 KOps/s	$\color{#35bf28}+3.29\%$
test_compile_indexing[int-tensordict-eager]	0.2945ms	26.0689μs	38.3598 KOps/s	38.7209 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_indexing[int-tensorclass-compile]	0.1275ms	83.3465μs	11.9981 KOps/s	12.2813 KOps/s	$\color{#d91a1a}-2.31\%$
test_compile_indexing[int-tensorclass-eager]	0.2430ms	22.7700μs	43.9174 KOps/s	43.5914 KOps/s	$\color{#35bf28}+0.75\%$
test_compile_indexing[int-pytree-compile]	0.1258ms	83.4943μs	11.9769 KOps/s	12.2675 KOps/s	$\color{#d91a1a}-2.37\%$
test_compile_indexing[int-pytree-eager]	0.2623ms	22.6882μs	44.0758 KOps/s	43.7336 KOps/s	$\color{#35bf28}+0.78\%$
test_mod_add[eager]	86.5920μs	51.0542μs	19.5870 KOps/s	20.0696 KOps/s	$\color{#d91a1a}-2.40\%$
test_mod_add[compile]	0.2729ms	0.1473ms	6.7879 KOps/s	6.7258 KOps/s	$\color{#35bf28}+0.92\%$
test_mod_add[compile-overhead]	0.2812ms	0.1936ms	5.1644 KOps/s	5.1573 KOps/s	$\color{#35bf28}+0.14\%$
test_mod_wrap[eager]	0.3898ms	0.3070ms	3.2574 KOps/s	3.2857 KOps/s	$\color{#d91a1a}-0.86\%$
test_mod_wrap[compile]	0.5112ms	0.4083ms	2.4492 KOps/s	2.4033 KOps/s	$\color{#35bf28}+1.91\%$
test_mod_wrap[compile-overhead]	7.4023ms	3.8857ms	257.3567 Ops/s	252.8893 Ops/s	$\color{#35bf28}+1.77\%$
test_mod_wrap_and_backward[eager]	1.7815ms	1.5645ms	639.1840 Ops/s	637.2718 Ops/s	$\color{#35bf28}+0.30\%$
test_mod_wrap_and_backward[compile]	1.8114ms	1.5954ms	626.7842 Ops/s	628.2634 Ops/s	$\color{#d91a1a}-0.24\%$
test_mod_wrap_and_backward[compile-overhead]	1.3240ms	0.9749ms	1.0257 KOps/s	914.6850 Ops/s	$\textbf{\color{#35bf28}+12.14\%}$
test_seq_add[eager]	0.2137ms	0.1560ms	6.4085 KOps/s	6.2443 KOps/s	$\color{#35bf28}+2.63\%$
test_seq_add[compile]	0.2231ms	0.1571ms	6.3648 KOps/s	6.0276 KOps/s	$\textbf{\color{#35bf28}+5.59\%}$
test_seq_add[compile-overhead]	0.2555ms	0.1966ms	5.0855 KOps/s	4.9710 KOps/s	$\color{#35bf28}+2.31\%$
test_seq_wrap[eager]	0.6032ms	0.5325ms	1.8778 KOps/s	1.8630 KOps/s	$\color{#35bf28}+0.79\%$
test_seq_wrap[compile]	0.5336ms	0.4091ms	2.4442 KOps/s	2.4409 KOps/s	$\color{#35bf28}+0.13\%$
test_seq_wrap[compile-overhead]	0.3655ms	0.3055ms	3.2729 KOps/s	3.1449 KOps/s	$\color{#35bf28}+4.07\%$
test_func_call_runtime[False-eager]	0.9445ms	0.8774ms	1.1397 KOps/s	1.1487 KOps/s	$\color{#d91a1a}-0.79\%$
test_func_call_runtime[False-compile]	0.9795ms	0.9254ms	1.0806 KOps/s	1.0830 KOps/s	$\color{#d91a1a}-0.22\%$
test_func_call_runtime[False-compile-overhead]	0.5205ms	0.4790ms	2.0876 KOps/s	2.0710 KOps/s	$\color{#35bf28}+0.80\%$
test_func_call_runtime[True-eager]	1.1846ms	1.1135ms	898.0767 Ops/s	904.4352 Ops/s	$\color{#d91a1a}-0.70\%$
test_func_call_runtime[True-compile]	1.0823ms	0.9497ms	1.0530 KOps/s	1.0532 KOps/s	$\color{#d91a1a}-0.02\%$
test_func_call_runtime[True-compile-overhead]	0.5582ms	0.5005ms	1.9981 KOps/s	1.9867 KOps/s	$\color{#35bf28}+0.58\%$
test_func_call_cm_runtime[False-eager]	0.9404ms	0.8703ms	1.1491 KOps/s	1.1177 KOps/s	$\color{#35bf28}+2.81\%$
test_func_call_cm_runtime[False-compile]	0.9851ms	0.9275ms	1.0781 KOps/s	1.0778 KOps/s	$\color{#35bf28}+0.03\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5331ms	0.4832ms	2.0694 KOps/s	2.0680 KOps/s	$\color{#35bf28}+0.07\%$
test_func_call_cm_runtime[True-eager]	1.3546ms	1.2488ms	800.7457 Ops/s	801.7922 Ops/s	$\color{#d91a1a}-0.13\%$
test_func_call_cm_runtime[True-compile]	1.1096ms	0.9836ms	1.0167 KOps/s	1.0266 KOps/s	$\color{#d91a1a}-0.97\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5865ms	0.5371ms	1.8619 KOps/s	1.8615 KOps/s	$\color{#35bf28}+0.02\%$
test_vmap_func_call_cm_runtime[eager]	2.8278ms	2.3405ms	427.2626 Ops/s	426.9873 Ops/s	$\color{#35bf28}+0.06\%$
test_vmap_func_call_cm_runtime[compile]	1.2315ms	1.0004ms	999.5913 Ops/s	1.0113 KOps/s	$\color{#d91a1a}-1.15\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5867ms	0.5298ms	1.8875 KOps/s	1.8662 KOps/s	$\color{#35bf28}+1.14\%$
test_distributed	0.6235ms	0.1541ms	6.4891 KOps/s	6.5037 KOps/s	$\color{#d91a1a}-0.22\%$
test_tdmodule	57.4510μs	27.0025μs	37.0337 KOps/s	36.0894 KOps/s	$\color{#35bf28}+2.62\%$
test_tdmodule_dispatch	76.5120μs	46.8466μs	21.3463 KOps/s	20.9852 KOps/s	$\color{#35bf28}+1.72\%$
test_tdseq	55.1110μs	26.4536μs	37.8021 KOps/s	37.3613 KOps/s	$\color{#35bf28}+1.18\%$
test_tdseq_dispatch	80.6210μs	48.8660μs	20.4641 KOps/s	20.2293 KOps/s	$\color{#35bf28}+1.16\%$
test_instantiation_functorch	2.0722ms	1.9959ms	501.0226 Ops/s	501.2577 Ops/s	$\color{#d91a1a}-0.05\%$
test_exec_functorch	0.2318ms	0.1798ms	5.5628 KOps/s	5.6076 KOps/s	$\color{#d91a1a}-0.80\%$
test_exec_functional_call	0.2073ms	0.1619ms	6.1752 KOps/s	6.2972 KOps/s	$\color{#d91a1a}-1.94\%$
test_exec_td_decorator	0.4404ms	0.2356ms	4.2441 KOps/s	4.2935 KOps/s	$\color{#d91a1a}-1.15\%$
test_vmap_mlp_speed_decorator[True-True]	0.9625ms	0.7924ms	1.2619 KOps/s	1.2552 KOps/s	$\color{#35bf28}+0.54\%$
test_vmap_mlp_speed_decorator[True-False]	0.9438ms	0.7905ms	1.2650 KOps/s	1.2547 KOps/s	$\color{#35bf28}+0.81\%$
test_vmap_mlp_speed_decorator[False-True]	0.8507ms	0.6802ms	1.4702 KOps/s	1.4634 KOps/s	$\color{#35bf28}+0.46\%$
test_vmap_mlp_speed_decorator[False-False]	0.8285ms	0.6810ms	1.4684 KOps/s	1.4630 KOps/s	$\color{#35bf28}+0.36\%$
test_vmap_transformer_speed_decorator[True-True]	21.2097ms	20.4146ms	48.9846 Ops/s	48.9236 Ops/s	$\color{#35bf28}+0.12\%$
test_vmap_transformer_speed_decorator[True-False]	20.5765ms	20.4014ms	49.0162 Ops/s	48.9069 Ops/s	$\color{#35bf28}+0.22\%$
test_vmap_transformer_speed_decorator[False-True]	20.7909ms	20.1993ms	49.5068 Ops/s	49.3894 Ops/s	$\color{#35bf28}+0.24\%$
test_vmap_transformer_speed_decorator[False-False]	20.8776ms	20.2196ms	49.4569 Ops/s	49.3782 Ops/s	$\color{#35bf28}+0.16\%$
test_to_module_speed[True]	2.0025ms	1.4168ms	705.8277 Ops/s	701.4850 Ops/s	$\color{#35bf28}+0.62\%$
test_to_module_speed[False]	1.4800ms	1.3855ms	721.7845 Ops/s	711.8276 Ops/s	$\color{#35bf28}+1.40\%$
test_tc_init	0.1384ms	50.0976μs	19.9611 KOps/s	19.6128 KOps/s	$\color{#35bf28}+1.78\%$
test_tc_init_tensor_only	43.8310μs	14.2709μs	70.0727 KOps/s	70.0639 KOps/s	$\color{#35bf28}+0.01\%$
test_tc_init_nested	0.1342ms	0.1003ms	9.9722 KOps/s	9.9108 KOps/s	$\color{#35bf28}+0.62\%$
test_tc_first_layer_tensor	19.6300μs	1.7181μs	582.0248 KOps/s	586.3775 KOps/s	$\color{#d91a1a}-0.74\%$
test_tc_first_layer_tensor_only	3.6662μs	0.6803μs	1.4700 MOps/s	1.4917 MOps/s	$\color{#d91a1a}-1.45\%$
test_tc_first_layer_tensor_set	38.0610μs	3.9710μs	251.8254 KOps/s	249.0557 KOps/s	$\color{#35bf28}+1.11\%$
test_tc_first_layer_tensor_only_set	17.0705μs	2.8845μs	346.6756 KOps/s	331.0258 KOps/s	$\color{#35bf28}+4.73\%$
test_tc_first_layer_nontensor	32.6100μs	5.7455μs	174.0492 KOps/s	175.8050 KOps/s	$\color{#d91a1a}-1.00\%$
test_tc_second_layer_tensor	6.8010μs	4.0931μs	244.3155 KOps/s	247.2552 KOps/s	$\color{#d91a1a}-1.19\%$
test_tc_second_layer_nontensor	39.1510μs	7.9333μs	126.0509 KOps/s	124.6369 KOps/s	$\color{#35bf28}+1.13\%$
test_unbind	0.2568s	14.0367ms	71.2416 Ops/s	69.2286 Ops/s	$\color{#35bf28}+2.91\%$
test_full_like	5.5622ms	4.3826ms	228.1729 Ops/s	95.1243 Ops/s	$\textbf{\color{#35bf28}+139.87\%}$
test_zeros_like	4.6711ms	4.3588ms	229.4232 Ops/s	73.8915 Ops/s	$\textbf{\color{#35bf28}+210.49\%}$
test_ones_like	4.7952ms	4.3678ms	228.9470 Ops/s	73.7455 Ops/s	$\textbf{\color{#35bf28}+210.46\%}$
test_clone	11.4924ms	9.2208ms	108.4500 Ops/s	67.2668 Ops/s	$\textbf{\color{#35bf28}+61.22\%}$
test_squeeze	0.1825ms	14.0259μs	71.2966 KOps/s	71.8611 KOps/s	$\color{#d91a1a}-0.79\%$
test_unsqueeze	0.1596ms	0.1047ms	9.5471 KOps/s	9.4316 KOps/s	$\color{#35bf28}+1.22\%$
test_split	0.3708ms	0.1788ms	5.5929 KOps/s	5.5819 KOps/s	$\color{#35bf28}+0.20\%$
test_permute	0.2458ms	0.1964ms	5.0904 KOps/s	5.0865 KOps/s	$\color{#35bf28}+0.08\%$
test_stack	51.2319ms	50.9619ms	19.6225 Ops/s	19.5850 Ops/s	$\color{#35bf28}+0.19\%$
test_cat	54.1195ms	51.3384ms	19.4786 Ops/s	19.6366 Ops/s	$\color{#d91a1a}-0.80\%$