[Feature] cat_tensors and stack_tensors

[vmoens]

Stack from ghstack (oldest at bottom):

• [Feature] cat and stack_from_tensordict #1018
• -> [Feature] cat_tensors and stack_tensors #1017

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}15$. Worsened: $\large\color{#d91a1a}22$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	44.7130μs	21.0366μs	47.5362 KOps/s	50.6876 KOps/s	$\textbf{\color{#d91a1a}-6.22\%}$
test_plain_set_stack_nested	50.4030μs	21.0042μs	47.6096 KOps/s	50.9806 KOps/s	$\textbf{\color{#d91a1a}-6.61\%}$
test_plain_set_nested_inplace	68.3770μs	22.8817μs	43.7030 KOps/s	46.7940 KOps/s	$\textbf{\color{#d91a1a}-6.61\%}$
test_plain_set_stack_nested_inplace	50.4140μs	22.8333μs	43.7957 KOps/s	46.3075 KOps/s	$\textbf{\color{#d91a1a}-5.42\%}$
test_items	25.0460μs	4.2939μs	232.8904 KOps/s	240.7553 KOps/s	$\color{#d91a1a}-3.27\%$
test_items_nested	0.6461ms	0.3660ms	2.7321 KOps/s	2.7844 KOps/s	$\color{#d91a1a}-1.88\%$
test_items_nested_locked	0.5923ms	0.3626ms	2.7582 KOps/s	2.7737 KOps/s	$\color{#d91a1a}-0.56\%$
test_items_nested_leaf	0.1400ms	68.9429μs	14.5048 KOps/s	14.4583 KOps/s	$\color{#35bf28}+0.32\%$
test_items_stack_nested	0.5596ms	0.3709ms	2.6963 KOps/s	2.7566 KOps/s	$\color{#d91a1a}-2.19\%$
test_items_stack_nested_leaf	0.1325ms	71.5512μs	13.9760 KOps/s	13.8953 KOps/s	$\color{#35bf28}+0.58\%$
test_items_stack_nested_locked	0.6854ms	0.3693ms	2.7080 KOps/s	2.7635 KOps/s	$\color{#d91a1a}-2.01\%$
test_keys	24.6360μs	3.5257μs	283.6348 KOps/s	286.8116 KOps/s	$\color{#d91a1a}-1.11\%$
test_keys_nested	0.2031ms	0.1032ms	9.6932 KOps/s	10.1510 KOps/s	$\color{#d91a1a}-4.51\%$
test_keys_nested_locked	0.7681ms	0.1076ms	9.2916 KOps/s	9.6737 KOps/s	$\color{#d91a1a}-3.95\%$
test_keys_nested_leaf	0.1815ms	85.5944μs	11.6830 KOps/s	12.3041 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_keys_stack_nested	0.2006ms	99.7704μs	10.0230 KOps/s	10.0917 KOps/s	$\color{#d91a1a}-0.68\%$
test_keys_stack_nested_leaf	0.1507ms	82.2631μs	12.1561 KOps/s	12.2327 KOps/s	$\color{#d91a1a}-0.63\%$
test_keys_stack_nested_locked	0.1977ms	0.1055ms	9.4761 KOps/s	9.5651 KOps/s	$\color{#d91a1a}-0.93\%$
test_values	5.9190μs	1.0354μs	965.8001 KOps/s	951.7237 KOps/s	$\color{#35bf28}+1.48\%$
test_values_nested	0.1310ms	73.4961μs	13.6062 KOps/s	13.8304 KOps/s	$\color{#d91a1a}-1.62\%$
test_values_nested_locked	0.1655ms	72.3242μs	13.8266 KOps/s	13.6065 KOps/s	$\color{#35bf28}+1.62\%$
test_values_nested_leaf	0.1146ms	61.3789μs	16.2922 KOps/s	16.2896 KOps/s	$\color{#35bf28}+0.02\%$
test_values_stack_nested	0.1352ms	73.9305μs	13.5262 KOps/s	13.5828 KOps/s	$\color{#d91a1a}-0.42\%$
test_values_stack_nested_leaf	0.1137ms	59.1848μs	16.8962 KOps/s	16.0841 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_values_stack_nested_locked	0.1325ms	72.9640μs	13.7054 KOps/s	13.5921 KOps/s	$\color{#35bf28}+0.83\%$
test_membership	22.2210μs	0.8648μs	1.1564 MOps/s	1.3577 MOps/s	$\textbf{\color{#d91a1a}-14.82\%}$
test_membership_nested	22.0410μs	2.7808μs	359.6120 KOps/s	364.3838 KOps/s	$\color{#d91a1a}-1.31\%$
test_membership_nested_leaf	34.6440μs	2.7786μs	359.8887 KOps/s	362.1230 KOps/s	$\color{#d91a1a}-0.62\%$
test_membership_stacked_nested	34.7640μs	2.7829μs	359.3409 KOps/s	355.4980 KOps/s	$\color{#35bf28}+1.08\%$
test_membership_stacked_nested_leaf	29.2850μs	2.7970μs	357.5213 KOps/s	360.7501 KOps/s	$\color{#d91a1a}-0.90\%$
test_membership_nested_last	28.7740μs	3.9779μs	251.3906 KOps/s	253.2901 KOps/s	$\color{#d91a1a}-0.75\%$
test_membership_nested_leaf_last	25.3670μs	3.9894μs	250.6645 KOps/s	251.2412 KOps/s	$\color{#d91a1a}-0.23\%$
test_membership_stacked_nested_last	34.9850μs	13.0150μs	76.8346 KOps/s	250.8916 KOps/s	$\textbf{\color{#d91a1a}-69.38\%}$
test_membership_stacked_nested_leaf_last	42.2790μs	13.0254μs	76.7731 KOps/s	249.3397 KOps/s	$\textbf{\color{#d91a1a}-69.21\%}$
test_nested_getleaf	35.8470μs	10.7982μs	92.6079 KOps/s	92.6843 KOps/s	$\color{#d91a1a}-0.08\%$
test_nested_get	39.9440μs	10.1876μs	98.1584 KOps/s	97.7910 KOps/s	$\color{#35bf28}+0.38\%$
test_stacked_getleaf	38.5820μs	10.6407μs	93.9784 KOps/s	92.8633 KOps/s	$\color{#35bf28}+1.20\%$
test_stacked_get	32.9210μs	10.2546μs	97.5171 KOps/s	98.1585 KOps/s	$\color{#d91a1a}-0.65\%$
test_nested_getitemleaf	36.0870μs	11.1858μs	89.3994 KOps/s	90.1416 KOps/s	$\color{#d91a1a}-0.82\%$
test_nested_getitem	40.8630μs	10.3023μs	97.0654 KOps/s	95.7378 KOps/s	$\color{#35bf28}+1.39\%$
test_stacked_getitemleaf	36.7580μs	11.1009μs	90.0831 KOps/s	91.1472 KOps/s	$\color{#d91a1a}-1.17\%$
test_stacked_getitem	37.6600μs	10.3423μs	96.6906 KOps/s	96.0176 KOps/s	$\color{#35bf28}+0.70\%$
test_lock_nested	85.2494ms	0.5787ms	1.7281 KOps/s	2.0123 KOps/s	$\textbf{\color{#d91a1a}-14.12\%}$
test_lock_stack_nested	0.6832ms	0.4422ms	2.2613 KOps/s	2.1275 KOps/s	$\textbf{\color{#35bf28}+6.29\%}$
test_unlock_nested	87.5026ms	0.4939ms	2.0247 KOps/s	2.3846 KOps/s	$\textbf{\color{#d91a1a}-15.09\%}$
test_unlock_stack_nested	0.5289ms	0.3608ms	2.7719 KOps/s	2.5842 KOps/s	$\textbf{\color{#35bf28}+7.26\%}$
test_flatten_speed	0.1511ms	86.8554μs	11.5134 KOps/s	10.9529 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_unflatten_speed	0.5826ms	0.4634ms	2.1581 KOps/s	2.1359 KOps/s	$\color{#35bf28}+1.04\%$
test_common_ops	2.1612ms	1.1389ms	878.0446 Ops/s	889.1541 Ops/s	$\color{#d91a1a}-1.25\%$
test_creation	25.0370μs	2.0906μs	478.3426 KOps/s	468.0298 KOps/s	$\color{#35bf28}+2.20\%$
test_creation_empty	69.9010μs	18.9939μs	52.6486 KOps/s	58.4844 KOps/s	$\textbf{\color{#d91a1a}-9.98\%}$
test_creation_nested_1	83.6860μs	21.9964μs	45.4620 KOps/s	49.6712 KOps/s	$\textbf{\color{#d91a1a}-8.47\%}$
test_creation_nested_2	78.9170μs	26.4652μs	37.7855 KOps/s	41.3171 KOps/s	$\textbf{\color{#d91a1a}-8.55\%}$
test_clone	1.3190ms	17.2755μs	57.8856 KOps/s	57.6042 KOps/s	$\color{#35bf28}+0.49\%$
test_getitem[int]	0.7990ms	16.7733μs	59.6184 KOps/s	56.8409 KOps/s	$\color{#35bf28}+4.89\%$
test_getitem[slice_int]	0.1461ms	31.5603μs	31.6854 KOps/s	31.4987 KOps/s	$\color{#35bf28}+0.59\%$
test_getitem[range]	0.1760ms	60.9876μs	16.3968 KOps/s	16.9056 KOps/s	$\color{#d91a1a}-3.01\%$
test_getitem[tuple]	0.1323ms	25.2986μs	39.5279 KOps/s	39.0598 KOps/s	$\color{#35bf28}+1.20\%$
test_getitem[list]	0.2114ms	57.7782μs	17.3076 KOps/s	18.4563 KOps/s	$\textbf{\color{#d91a1a}-6.22\%}$
test_setitem_dim[int]	89.4960μs	36.9943μs	27.0312 KOps/s	29.4319 KOps/s	$\textbf{\color{#d91a1a}-8.16\%}$
test_setitem_dim[slice_int]	0.1130ms	61.4761μs	16.2665 KOps/s	16.2102 KOps/s	$\color{#35bf28}+0.35\%$
test_setitem_dim[range]	0.1513ms	84.0920μs	11.8917 KOps/s	11.7957 KOps/s	$\color{#35bf28}+0.81\%$
test_setitem_dim[tuple]	89.0960μs	49.9836μs	20.0066 KOps/s	19.9725 KOps/s	$\color{#35bf28}+0.17\%$
test_setitem	0.3077ms	29.9890μs	33.3455 KOps/s	33.8977 KOps/s	$\color{#d91a1a}-1.63\%$
test_set	0.1901ms	29.3875μs	34.0281 KOps/s	34.9001 KOps/s	$\color{#d91a1a}-2.50\%$
test_set_shared	2.2471ms	0.2136ms	4.6807 KOps/s	4.5985 KOps/s	$\color{#35bf28}+1.79\%$
test_update	0.2171ms	37.2533μs	26.8433 KOps/s	28.2941 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_update_nested	0.2431ms	47.9892μs	20.8380 KOps/s	21.7254 KOps/s	$\color{#d91a1a}-4.08\%$
test_update__nested	0.1417ms	34.8513μs	28.6934 KOps/s	27.7388 KOps/s	$\color{#35bf28}+3.44\%$
test_set_nested	0.1619ms	32.0242μs	31.2264 KOps/s	31.7658 KOps/s	$\color{#d91a1a}-1.70\%$
test_set_nested_new	0.3030ms	37.3727μs	26.7575 KOps/s	27.1542 KOps/s	$\color{#d91a1a}-1.46\%$
test_select	0.2865ms	54.6530μs	18.2973 KOps/s	18.5697 KOps/s	$\color{#d91a1a}-1.47\%$
test_select_nested	0.1126ms	58.9514μs	16.9631 KOps/s	16.7362 KOps/s	$\color{#35bf28}+1.36\%$
test_exclude_nested	0.1397ms	73.6306μs	13.5813 KOps/s	13.6081 KOps/s	$\color{#d91a1a}-0.20\%$
test_empty[True]	0.4126ms	0.3184ms	3.1402 KOps/s	3.1363 KOps/s	$\color{#35bf28}+0.12\%$
test_empty[False]	7.9323μs	1.2070μs	828.5310 KOps/s	821.6175 KOps/s	$\color{#35bf28}+0.84\%$
test_unbind_speed	0.5320ms	0.3131ms	3.1938 KOps/s	3.2194 KOps/s	$\color{#d91a1a}-0.79\%$
test_unbind_speed_stack0	0.4438ms	0.2917ms	3.4286 KOps/s	3.3152 KOps/s	$\color{#35bf28}+3.42\%$
test_unbind_speed_stack1	93.6979ms	0.7918ms	1.2629 KOps/s	1.4363 KOps/s	$\textbf{\color{#d91a1a}-12.07\%}$
test_split	2.2147ms	2.0024ms	499.3916 Ops/s	453.0369 Ops/s	$\textbf{\color{#35bf28}+10.23\%}$
test_chunk	96.6796ms	2.1943ms	455.7337 Ops/s	443.8029 Ops/s	$\color{#35bf28}+2.69\%$
test_creation[device0]	0.2335ms	0.1178ms	8.4903 KOps/s	8.5049 KOps/s	$\color{#d91a1a}-0.17\%$
test_creation_from_tensor	3.4986ms	0.1193ms	8.3826 KOps/s	8.4394 KOps/s	$\color{#d91a1a}-0.67\%$
test_add_one[memmap_tensor0]	0.4193ms	7.5241μs	132.9062 KOps/s	130.1608 KOps/s	$\color{#35bf28}+2.11\%$
test_contiguous[memmap_tensor0]	21.9710μs	1.9080μs	524.1139 KOps/s	465.3542 KOps/s	$\textbf{\color{#35bf28}+12.63\%}$
test_stack[memmap_tensor0]	52.4870μs	5.6666μs	176.4741 KOps/s	175.6311 KOps/s	$\color{#35bf28}+0.48\%$
test_memmaptd_index	1.0640ms	0.4111ms	2.4325 KOps/s	2.4591 KOps/s	$\color{#d91a1a}-1.08\%$
test_memmaptd_index_astensor	0.7655ms	0.4881ms	2.0487 KOps/s	2.0475 KOps/s	$\color{#35bf28}+0.06\%$
test_memmaptd_index_op	1.4231ms	1.0308ms	970.1352 Ops/s	968.8956 Ops/s	$\color{#35bf28}+0.13\%$
test_serialize_model	0.2228s	0.1368s	7.3125 Ops/s	8.3292 Ops/s	$\textbf{\color{#d91a1a}-12.21\%}$
test_serialize_model_pickle	0.4605s	0.3945s	2.5346 Ops/s	2.5012 Ops/s	$\color{#35bf28}+1.34\%$
test_serialize_weights	0.1260s	0.1150s	8.6969 Ops/s	8.6466 Ops/s	$\color{#35bf28}+0.58\%$
test_serialize_weights_returnearly	0.1737s	0.1617s	6.1855 Ops/s	6.3695 Ops/s	$\color{#d91a1a}-2.89\%$
test_serialize_weights_pickle	0.4674s	0.4056s	2.4655 Ops/s	2.4706 Ops/s	$\color{#d91a1a}-0.21\%$
test_serialize_weights_filesystem	0.2433s	0.1560s	6.4101 Ops/s	6.9240 Ops/s	$\textbf{\color{#d91a1a}-7.42\%}$
test_serialize_model_filesystem	0.1608s	0.1531s	6.5319 Ops/s	6.0602 Ops/s	$\textbf{\color{#35bf28}+7.78\%}$
test_reshape_pytree	95.8550μs	39.1263μs	25.5582 KOps/s	25.3373 KOps/s	$\color{#35bf28}+0.87\%$
test_reshape_td	0.1165ms	46.6501μs	21.4362 KOps/s	20.5426 KOps/s	$\color{#35bf28}+4.35\%$
test_view_pytree	86.4200μs	38.5141μs	25.9645 KOps/s	25.4928 KOps/s	$\color{#35bf28}+1.85\%$
test_view_td	0.1205ms	51.9134μs	19.2628 KOps/s	18.0086 KOps/s	$\textbf{\color{#35bf28}+6.96\%}$
test_unbind_pytree	83.1950μs	35.7007μs	28.0107 KOps/s	27.1948 KOps/s	$\color{#35bf28}+3.00\%$
test_unbind_td	0.3729ms	45.3959μs	22.0284 KOps/s	21.7814 KOps/s	$\color{#35bf28}+1.13\%$
test_split_pytree	0.1172ms	38.0960μs	26.2495 KOps/s	26.0629 KOps/s	$\color{#35bf28}+0.72\%$
test_split_td	0.4499ms	58.4542μs	17.1074 KOps/s	16.7770 KOps/s	$\color{#35bf28}+1.97\%$
test_add_pytree	99.0140μs	46.4898μs	21.5101 KOps/s	21.7092 KOps/s	$\color{#d91a1a}-0.92\%$
test_add_td	0.2993ms	82.1712μs	12.1697 KOps/s	12.1235 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_add_one_nested[tensordict-compile]	0.1082ms	57.3897μs	17.4247 KOps/s	17.1528 KOps/s	$\color{#35bf28}+1.59\%$
test_compile_add_one_nested[tensordict-eager]	0.2972ms	0.1773ms	5.6389 KOps/s	5.6184 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_add_one_nested[pytree-compile]	0.1076ms	56.9732μs	17.5521 KOps/s	17.4254 KOps/s	$\color{#35bf28}+0.73\%$
test_compile_add_one_nested[pytree-eager]	0.3250ms	0.1440ms	6.9436 KOps/s	6.8964 KOps/s	$\color{#35bf28}+0.68\%$
test_compile_copy_nested[tensordict-compile]	62.9870μs	21.9891μs	45.4770 KOps/s	43.6787 KOps/s	$\color{#35bf28}+4.12\%$
test_compile_copy_nested[tensordict-eager]	0.1467ms	66.5560μs	15.0249 KOps/s	15.2934 KOps/s	$\color{#d91a1a}-1.76\%$
test_compile_copy_nested[pytree-compile]	0.1393ms	74.2779μs	13.4630 KOps/s	13.3147 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_copy_nested[pytree-eager]	0.1390ms	67.9363μs	14.7197 KOps/s	14.6540 KOps/s	$\color{#35bf28}+0.45\%$
test_compile_add_one_flat[tensordict-compile]	0.3495ms	0.1735ms	5.7630 KOps/s	5.6776 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_add_one_flat[tensordict-eager]	0.3142ms	0.1906ms	5.2469 KOps/s	5.2058 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_add_one_flat[tensorclass-compile]	88.9650μs	47.6041μs	21.0066 KOps/s	20.5942 KOps/s	$\color{#35bf28}+2.00\%$
test_compile_add_one_flat[tensorclass-eager]	0.2321ms	67.9849μs	14.7092 KOps/s	14.2165 KOps/s	$\color{#35bf28}+3.47\%$
test_compile_add_one_flat[pytree-compile]	0.3720ms	0.1768ms	5.6551 KOps/s	5.6820 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_add_one_flat[pytree-eager]	0.4249ms	0.2865ms	3.4903 KOps/s	3.4644 KOps/s	$\color{#35bf28}+0.75\%$
test_compile_add_self_flat[tensordict-eager]	0.4390ms	0.2040ms	4.9019 KOps/s	4.9307 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_self_flat[tensordict-compile]	0.3647ms	0.1764ms	5.6692 KOps/s	5.6972 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_add_self_flat[tensorclass-eager]	0.1501ms	61.8085μs	16.1790 KOps/s	15.8505 KOps/s	$\color{#35bf28}+2.07\%$
test_compile_add_self_flat[tensorclass-compile]	0.1444ms	48.5114μs	20.6137 KOps/s	20.6837 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_self_flat[pytree-eager]	0.3417ms	0.2285ms	4.3757 KOps/s	4.2695 KOps/s	$\color{#35bf28}+2.49\%$
test_compile_add_self_flat[pytree-compile]	0.3832ms	0.1749ms	5.7186 KOps/s	5.5544 KOps/s	$\color{#35bf28}+2.96\%$
test_compile_copy_flat[tensordict-compile]	0.2415ms	0.1030ms	9.7050 KOps/s	9.6112 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_copy_flat[tensordict-eager]	0.1513ms	56.9324μs	17.5647 KOps/s	17.7854 KOps/s	$\color{#d91a1a}-1.24\%$
test_compile_copy_flat[pytree-compile]	0.1431ms	75.4073μs	13.2613 KOps/s	12.9639 KOps/s	$\color{#35bf28}+2.29\%$
test_compile_copy_flat[pytree-eager]	0.1276ms	67.7230μs	14.7660 KOps/s	14.4908 KOps/s	$\color{#35bf28}+1.90\%$
test_compile_assign_and_add[tensordict-compile]	0.2949ms	0.1918ms	5.2141 KOps/s	5.1880 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_assign_and_add[tensordict-eager]	2.8119ms	1.6277ms	614.3721 Ops/s	600.1101 Ops/s	$\color{#35bf28}+2.38\%$
test_compile_assign_and_add[pytree-compile]	0.3801ms	0.1898ms	5.2688 KOps/s	5.1616 KOps/s	$\color{#35bf28}+2.08\%$
test_compile_assign_and_add[pytree-eager]	1.3346ms	1.0776ms	928.0252 Ops/s	890.9976 Ops/s	$\color{#35bf28}+4.16\%$
test_compile_assign_and_add_stack[compile]	0.8168ms	0.4181ms	2.3915 KOps/s	2.3916 KOps/s	$-0.00\%$
test_compile_assign_and_add_stack[eager]	7.2442ms	3.8691ms	258.4589 Ops/s	264.1793 Ops/s	$\color{#d91a1a}-2.17\%$
test_compile_indexing[tensor-tensordict-compile]	90.6190μs	33.8960μs	29.5020 KOps/s	28.4186 KOps/s	$\color{#35bf28}+3.81\%$
test_compile_indexing[tensor-tensordict-eager]	1.1682ms	49.7515μs	20.0999 KOps/s	19.9207 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1301ms	29.7818μs	33.5775 KOps/s	32.6615 KOps/s	$\color{#35bf28}+2.80\%$
test_compile_indexing[tensor-tensorclass-eager]	83.4560μs	28.6025μs	34.9620 KOps/s	33.9026 KOps/s	$\color{#35bf28}+3.12\%$
test_compile_indexing[tensor-pytree-compile]	78.9670μs	29.8286μs	33.5248 KOps/s	32.6738 KOps/s	$\color{#35bf28}+2.60\%$
test_compile_indexing[tensor-pytree-eager]	68.8480μs	28.2798μs	35.3609 KOps/s	34.2341 KOps/s	$\color{#35bf28}+3.29\%$
test_compile_indexing[slice-tensordict-compile]	0.1372ms	73.4986μs	13.6057 KOps/s	13.2909 KOps/s	$\color{#35bf28}+2.37\%$
test_compile_indexing[slice-tensordict-eager]	0.5504ms	28.3100μs	35.3232 KOps/s	34.1668 KOps/s	$\color{#35bf28}+3.38\%$
test_compile_indexing[slice-tensorclass-compile]	0.1519ms	68.8869μs	14.5165 KOps/s	14.4358 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_indexing[slice-tensorclass-eager]	73.2060μs	23.2811μs	42.9534 KOps/s	41.7517 KOps/s	$\color{#35bf28}+2.88\%$
test_compile_indexing[slice-pytree-compile]	0.1412ms	67.6986μs	14.7714 KOps/s	14.5649 KOps/s	$\color{#35bf28}+1.42\%$
test_compile_indexing[slice-pytree-eager]	76.5630μs	22.9692μs	43.5365 KOps/s	41.6421 KOps/s	$\color{#35bf28}+4.55\%$
test_compile_indexing[int-tensordict-compile]	0.1398ms	73.3596μs	13.6315 KOps/s	13.6832 KOps/s	$\color{#d91a1a}-0.38\%$
test_compile_indexing[int-tensordict-eager]	0.9888ms	27.8815μs	35.8660 KOps/s	35.3587 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_indexing[int-tensorclass-compile]	0.1528ms	67.9864μs	14.7088 KOps/s	14.4857 KOps/s	$\color{#35bf28}+1.54\%$
test_compile_indexing[int-tensorclass-eager]	65.2610μs	22.6728μs	44.1058 KOps/s	41.6704 KOps/s	$\textbf{\color{#35bf28}+5.84\%}$
test_compile_indexing[int-pytree-compile]	0.1265ms	67.8449μs	14.7395 KOps/s	14.5781 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_indexing[int-pytree-eager]	64.3200μs	22.8716μs	43.7224 KOps/s	42.2697 KOps/s	$\color{#35bf28}+3.44\%$
test_mod_add[eager]	81.2410μs	25.7676μs	38.8085 KOps/s	40.4954 KOps/s	$\color{#d91a1a}-4.17\%$
test_mod_add[compile]	0.1004ms	38.8549μs	25.7368 KOps/s	25.7325 KOps/s	$\color{#35bf28}+0.02\%$
test_mod_add[compile-overhead]	87.7430μs	39.0213μs	25.6270 KOps/s	25.8294 KOps/s	$\color{#d91a1a}-0.78\%$
test_mod_wrap[eager]	0.2958ms	0.2074ms	4.8218 KOps/s	4.8526 KOps/s	$\color{#d91a1a}-0.63\%$
test_mod_wrap[compile]	0.3143ms	0.2322ms	4.3057 KOps/s	4.1339 KOps/s	$\color{#35bf28}+4.16\%$
test_mod_wrap[compile-overhead]	0.3663ms	0.2290ms	4.3669 KOps/s	4.1559 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_mod_wrap_and_backward[eager]	13.0217ms	10.8762ms	91.9442 Ops/s	86.2961 Ops/s	$\textbf{\color{#35bf28}+6.55\%}$
test_mod_wrap_and_backward[compile]	12.3347ms	10.8252ms	92.3771 Ops/s	80.8981 Ops/s	$\textbf{\color{#35bf28}+14.19\%}$
test_mod_wrap_and_backward[compile-overhead]	12.4514ms	10.9289ms	91.5004 Ops/s	81.1618 Ops/s	$\textbf{\color{#35bf28}+12.74\%}$
test_seq_add[eager]	0.1640ms	91.0197μs	10.9866 KOps/s	11.0788 KOps/s	$\color{#d91a1a}-0.83\%$
test_seq_add[compile]	0.3496ms	64.3561μs	15.5385 KOps/s	15.2764 KOps/s	$\color{#35bf28}+1.72\%$
test_seq_add[compile-overhead]	0.1316ms	63.2669μs	15.8060 KOps/s	15.5219 KOps/s	$\color{#35bf28}+1.83\%$
test_seq_wrap[eager]	0.4927ms	0.3840ms	2.6043 KOps/s	2.5244 KOps/s	$\color{#35bf28}+3.16\%$
test_seq_wrap[compile]	1.2587ms	0.2673ms	3.7405 KOps/s	3.6305 KOps/s	$\color{#35bf28}+3.03\%$
test_seq_wrap[compile-overhead]	1.3295ms	0.2674ms	3.7397 KOps/s	3.6235 KOps/s	$\color{#35bf28}+3.21\%$
test_func_call_runtime[False-eager]	0.6989ms	0.5304ms	1.8852 KOps/s	1.8978 KOps/s	$\color{#d91a1a}-0.67\%$
test_func_call_runtime[False-compile]	0.9005ms	0.5019ms	1.9925 KOps/s	1.9521 KOps/s	$\color{#35bf28}+2.07\%$
test_func_call_runtime[False-compile-overhead]	0.7127ms	0.5042ms	1.9835 KOps/s	1.9382 KOps/s	$\color{#35bf28}+2.34\%$
test_func_call_runtime[True-eager]	0.9064ms	0.7532ms	1.3277 KOps/s	1.3330 KOps/s	$\color{#d91a1a}-0.40\%$
test_func_call_runtime[True-compile]	0.9677ms	0.5157ms	1.9391 KOps/s	1.9133 KOps/s	$\color{#35bf28}+1.35\%$
test_func_call_runtime[True-compile-overhead]	0.6128ms	0.5148ms	1.9426 KOps/s	1.9006 KOps/s	$\color{#35bf28}+2.21\%$
test_func_call_cm_runtime[False-eager]	0.9655ms	0.5299ms	1.8873 KOps/s	1.8946 KOps/s	$\color{#d91a1a}-0.38\%$
test_func_call_cm_runtime[False-compile]	0.5950ms	0.4986ms	2.0055 KOps/s	1.9501 KOps/s	$\color{#35bf28}+2.84\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6303ms	0.4994ms	2.0023 KOps/s	1.9497 KOps/s	$\color{#35bf28}+2.70\%$
test_func_call_cm_runtime[True-eager]	1.1501ms	0.8778ms	1.1392 KOps/s	1.1208 KOps/s	$\color{#35bf28}+1.64\%$
test_func_call_cm_runtime[True-compile]	0.9431ms	0.7358ms	1.3591 KOps/s	1.3238 KOps/s	$\color{#35bf28}+2.66\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1486ms	0.7396ms	1.3521 KOps/s	1.3124 KOps/s	$\color{#35bf28}+3.03\%$
test_vmap_func_call_cm_runtime[eager]	2.7213ms	1.8609ms	537.3673 Ops/s	524.3858 Ops/s	$\color{#35bf28}+2.48\%$
test_vmap_func_call_cm_runtime[compile]	2.7781ms	1.9095ms	523.7050 Ops/s	513.6993 Ops/s	$\color{#35bf28}+1.95\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.1976ms	1.9135ms	522.6052 Ops/s	513.4767 Ops/s	$\color{#35bf28}+1.78\%$
test_distributed	0.2249ms	0.1275ms	7.8436 KOps/s	7.6457 KOps/s	$\color{#35bf28}+2.59\%$
test_tdmodule	39.7650μs	18.5194μs	53.9973 KOps/s	55.4807 KOps/s	$\color{#d91a1a}-2.67\%$
test_tdmodule_dispatch	63.9890μs	37.0338μs	27.0023 KOps/s	28.2044 KOps/s	$\color{#d91a1a}-4.26\%$
test_tdseq	55.8740μs	21.7336μs	46.0118 KOps/s	48.4825 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_tdseq_dispatch	62.4760μs	43.1883μs	23.1544 KOps/s	24.5645 KOps/s	$\textbf{\color{#d91a1a}-5.74\%}$
test_instantiation_functorch	2.1026ms	1.5857ms	630.6233 Ops/s	610.1194 Ops/s	$\color{#35bf28}+3.36\%$
test_instantiation_td	1.8408ms	1.1685ms	855.8257 Ops/s	839.7532 Ops/s	$\color{#35bf28}+1.91\%$
test_exec_functorch	0.3196ms	0.1841ms	5.4325 KOps/s	5.2359 KOps/s	$\color{#35bf28}+3.75\%$
test_exec_functional_call	0.3700ms	0.1736ms	5.7602 KOps/s	5.6842 KOps/s	$\color{#35bf28}+1.34\%$
test_exec_td	0.2907ms	0.1690ms	5.9164 KOps/s	5.8374 KOps/s	$\color{#35bf28}+1.35\%$
test_exec_td_decorator	1.1106ms	0.2244ms	4.4562 KOps/s	4.4168 KOps/s	$\color{#35bf28}+0.89\%$
test_vmap_mlp_speed[True-True]	1.1173ms	0.6497ms	1.5393 KOps/s	1.5378 KOps/s	$\color{#35bf28}+0.09\%$
test_vmap_mlp_speed[True-False]	0.9476ms	0.6435ms	1.5539 KOps/s	1.5453 KOps/s	$\color{#35bf28}+0.56\%$
test_vmap_mlp_speed[False-True]	0.7065ms	0.4962ms	2.0155 KOps/s	1.9934 KOps/s	$\color{#35bf28}+1.11\%$
test_vmap_mlp_speed[False-False]	0.6936ms	0.4959ms	2.0165 KOps/s	1.9870 KOps/s	$\color{#35bf28}+1.49\%$
test_vmap_mlp_speed_decorator[True-True]	1.4206ms	0.6217ms	1.6084 KOps/s	1.5906 KOps/s	$\color{#35bf28}+1.12\%$
test_vmap_mlp_speed_decorator[True-False]	1.0771ms	0.6242ms	1.6021 KOps/s	1.5959 KOps/s	$\color{#35bf28}+0.39\%$
test_vmap_mlp_speed_decorator[False-True]	0.8509ms	0.5127ms	1.9504 KOps/s	1.9283 KOps/s	$\color{#35bf28}+1.15\%$
test_vmap_mlp_speed_decorator[False-False]	0.6014ms	0.5085ms	1.9664 KOps/s	1.9358 KOps/s	$\color{#35bf28}+1.58\%$
test_to_module_speed[True]	1.9574ms	1.3014ms	768.4037 Ops/s	758.7925 Ops/s	$\color{#35bf28}+1.27\%$
test_to_module_speed[False]	1.4279ms	1.2595ms	793.9578 Ops/s	793.1632 Ops/s	$\color{#35bf28}+0.10\%$
test_tc_init	96.1990μs	45.9082μs	21.7826 KOps/s	22.8234 KOps/s	$\color{#d91a1a}-4.56\%$
test_tc_init_nested	0.1599ms	90.5385μs	11.0450 KOps/s	11.7534 KOps/s	$\textbf{\color{#d91a1a}-6.03\%}$
test_tc_first_layer_tensor	15.7690μs	1.5344μs	651.7115 KOps/s	653.9869 KOps/s	$\color{#d91a1a}-0.35\%$
test_tc_first_layer_nontensor	31.3180μs	4.7473μs	210.6453 KOps/s	210.9332 KOps/s	$\color{#d91a1a}-0.14\%$
test_tc_second_layer_tensor	27.4010μs	2.7992μs	357.2472 KOps/s	356.9168 KOps/s	$\color{#35bf28}+0.09\%$
test_tc_second_layer_nontensor	32.8010μs	6.0163μs	166.2156 KOps/s	164.0250 KOps/s	$\color{#35bf28}+1.34\%$
test_unbind	0.5044s	13.4453ms	74.3752 Ops/s	69.9757 Ops/s	$\textbf{\color{#35bf28}+6.29\%}$
test_full_like	9.4372ms	7.9070ms	126.4702 Ops/s	128.9854 Ops/s	$\color{#d91a1a}-1.95\%$
test_zeros_like	3.8023ms	3.0114ms	332.0745 Ops/s	338.3099 Ops/s	$\color{#d91a1a}-1.84\%$
test_ones_like	4.4049ms	3.5176ms	284.2877 Ops/s	286.0339 Ops/s	$\color{#d91a1a}-0.61\%$
test_clone	6.4870ms	5.6469ms	177.0875 Ops/s	170.2166 Ops/s	$\color{#35bf28}+4.04\%$
test_squeeze	61.7850μs	12.8057μs	78.0904 KOps/s	79.1581 KOps/s	$\color{#d91a1a}-1.35\%$
test_unsqueeze	0.3234ms	92.3337μs	10.8303 KOps/s	10.5073 KOps/s	$\color{#35bf28}+3.07\%$
test_split	0.3580ms	0.1957ms	5.1094 KOps/s	5.1089 KOps/s	$\color{#35bf28}+0.01\%$
test_permute	0.4597ms	0.2172ms	4.6050 KOps/s	4.3832 KOps/s	$\textbf{\color{#35bf28}+5.06\%}$
test_stack	31.6412ms	26.4287ms	37.8377 Ops/s	37.2424 Ops/s	$\color{#35bf28}+1.60\%$
test_cat	34.5179ms	26.1608ms	38.2251 Ops/s	37.8155 Ops/s	$\color{#35bf28}+1.08\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}22$. Worsened: $\large\color{#d91a1a}13$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.1187ms	13.8820μs	72.0357 KOps/s	68.7161 KOps/s	$\color{#35bf28}+4.83\%$
test_plain_set_stack_nested	34.6320μs	14.3680μs	69.5993 KOps/s	68.4647 KOps/s	$\color{#35bf28}+1.66\%$
test_plain_set_nested_inplace	43.0030μs	15.1310μs	66.0895 KOps/s	63.8824 KOps/s	$\color{#35bf28}+3.45\%$
test_plain_set_stack_nested_inplace	45.3530μs	15.2618μs	65.5232 KOps/s	65.2531 KOps/s	$\color{#35bf28}+0.41\%$
test_items	25.3710μs	2.8748μs	347.8518 KOps/s	342.7950 KOps/s	$\color{#35bf28}+1.48\%$
test_items_nested	0.4053ms	0.3342ms	2.9919 KOps/s	3.0658 KOps/s	$\color{#d91a1a}-2.41\%$
test_items_nested_locked	0.3881ms	0.3359ms	2.9772 KOps/s	3.0453 KOps/s	$\color{#d91a1a}-2.23\%$
test_items_nested_leaf	80.7050μs	55.7055μs	17.9515 KOps/s	18.0118 KOps/s	$\color{#d91a1a}-0.33\%$
test_items_stack_nested	0.4134ms	0.3337ms	2.9963 KOps/s	3.0582 KOps/s	$\color{#d91a1a}-2.02\%$
test_items_stack_nested_leaf	86.0250μs	56.8483μs	17.5907 KOps/s	17.5665 KOps/s	$\color{#35bf28}+0.14\%$
test_items_stack_nested_locked	0.3945ms	0.3406ms	2.9359 KOps/s	3.0204 KOps/s	$\color{#d91a1a}-2.80\%$
test_keys	28.3820μs	3.4302μs	291.5248 KOps/s	290.3769 KOps/s	$\color{#35bf28}+0.40\%$
test_keys_nested	84.5350μs	55.2758μs	18.0911 KOps/s	18.0159 KOps/s	$\color{#35bf28}+0.42\%$
test_keys_nested_locked	0.9192ms	62.6166μs	15.9702 KOps/s	16.0996 KOps/s	$\color{#d91a1a}-0.80\%$
test_keys_nested_leaf	75.6350μs	48.0275μs	20.8214 KOps/s	21.0892 KOps/s	$\color{#d91a1a}-1.27\%$
test_keys_stack_nested	81.8450μs	57.4775μs	17.3981 KOps/s	17.6896 KOps/s	$\color{#d91a1a}-1.65\%$
test_keys_stack_nested_leaf	73.8840μs	48.5032μs	20.6172 KOps/s	20.7444 KOps/s	$\color{#d91a1a}-0.61\%$
test_keys_stack_nested_locked	91.3360μs	62.8773μs	15.9040 KOps/s	16.1822 KOps/s	$\color{#d91a1a}-1.72\%$
test_values	4.9253μs	0.8645μs	1.1567 MOps/s	1.1863 MOps/s	$\color{#d91a1a}-2.50\%$
test_values_nested	81.1550μs	40.9318μs	24.4309 KOps/s	24.3977 KOps/s	$\color{#35bf28}+0.14\%$
test_values_nested_locked	70.9140μs	43.2083μs	23.1437 KOps/s	23.2102 KOps/s	$\color{#d91a1a}-0.29\%$
test_values_nested_leaf	67.7040μs	35.4223μs	28.2308 KOps/s	28.1116 KOps/s	$\color{#35bf28}+0.42\%$
test_values_stack_nested	70.9040μs	42.1724μs	23.7122 KOps/s	23.9249 KOps/s	$\color{#d91a1a}-0.89\%$
test_values_stack_nested_leaf	65.2940μs	35.9556μs	27.8120 KOps/s	28.0420 KOps/s	$\color{#d91a1a}-0.82\%$
test_values_stack_nested_locked	76.8540μs	43.6247μs	22.9228 KOps/s	22.8496 KOps/s	$\color{#35bf28}+0.32\%$
test_membership	1.9051μs	0.5005μs	1.9981 MOps/s	1.9858 MOps/s	$\color{#35bf28}+0.62\%$
test_membership_nested	15.2710μs	1.9167μs	521.7427 KOps/s	540.1543 KOps/s	$\color{#d91a1a}-3.41\%$
test_membership_nested_leaf	14.8710μs	1.9202μs	520.7925 KOps/s	541.9083 KOps/s	$\color{#d91a1a}-3.90\%$
test_membership_stacked_nested	41.1630μs	1.9895μs	502.6454 KOps/s	521.7488 KOps/s	$\color{#d91a1a}-3.66\%$
test_membership_stacked_nested_leaf	18.7810μs	1.9984μs	500.4037 KOps/s	520.8548 KOps/s	$\color{#d91a1a}-3.93\%$
test_membership_nested_last	38.6620μs	2.8049μs	356.5209 KOps/s	361.1016 KOps/s	$\color{#d91a1a}-1.27\%$
test_membership_nested_leaf_last	32.9520μs	2.8124μs	355.5693 KOps/s	356.0597 KOps/s	$\color{#d91a1a}-0.14\%$
test_membership_stacked_nested_last	25.3820μs	3.2012μs	312.3855 KOps/s	127.9481 KOps/s	$\textbf{\color{#35bf28}+144.15\%}$
test_membership_stacked_nested_leaf_last	41.8620μs	3.2170μs	310.8448 KOps/s	128.4369 KOps/s	$\textbf{\color{#35bf28}+142.02\%}$
test_nested_getleaf	31.2020μs	6.1417μs	162.8220 KOps/s	164.5920 KOps/s	$\color{#d91a1a}-1.08\%$
test_nested_get	50.5830μs	5.7917μs	172.6598 KOps/s	174.4874 KOps/s	$\color{#d91a1a}-1.05\%$
test_stacked_getleaf	26.5320μs	6.0815μs	164.4319 KOps/s	164.7605 KOps/s	$\color{#d91a1a}-0.20\%$
test_stacked_get	48.3030μs	5.7885μs	172.7563 KOps/s	177.3633 KOps/s	$\color{#d91a1a}-2.60\%$
test_nested_getitemleaf	40.6720μs	6.1783μs	161.8559 KOps/s	164.4556 KOps/s	$\color{#d91a1a}-1.58\%$
test_nested_getitem	50.9530μs	5.8587μs	170.6867 KOps/s	174.9375 KOps/s	$\color{#d91a1a}-2.43\%$
test_stacked_getitemleaf	22.8210μs	6.1452μs	162.7281 KOps/s	163.9711 KOps/s	$\color{#d91a1a}-0.76\%$
test_stacked_getitem	46.3820μs	5.8056μs	172.2466 KOps/s	175.1370 KOps/s	$\color{#d91a1a}-1.65\%$
test_lock_nested	7.5981ms	0.4268ms	2.3432 KOps/s	2.3496 KOps/s	$\color{#d91a1a}-0.27\%$
test_lock_stack_nested	0.4510ms	0.3864ms	2.5877 KOps/s	2.6626 KOps/s	$\color{#d91a1a}-2.81\%$
test_unlock_nested	0.7884ms	0.3616ms	2.7659 KOps/s	2.8144 KOps/s	$\color{#d91a1a}-1.72\%$
test_unlock_stack_nested	0.3832ms	0.3265ms	3.0623 KOps/s	3.1813 KOps/s	$\color{#d91a1a}-3.74\%$
test_flatten_speed	0.1459ms	68.9450μs	14.5043 KOps/s	14.3303 KOps/s	$\color{#35bf28}+1.21\%$
test_unflatten_speed	0.3416ms	0.2824ms	3.5405 KOps/s	3.4725 KOps/s	$\color{#35bf28}+1.96\%$
test_common_ops	1.6584ms	1.2823ms	779.8577 Ops/s	772.7646 Ops/s	$\color{#35bf28}+0.92\%$
test_creation	26.8910μs	1.4920μs	670.2355 KOps/s	674.4908 KOps/s	$\color{#d91a1a}-0.63\%$
test_creation_empty	48.9030μs	15.7323μs	63.5634 KOps/s	58.8845 KOps/s	$\textbf{\color{#35bf28}+7.95\%}$
test_creation_nested_1	49.9130μs	17.7069μs	56.4751 KOps/s	53.4713 KOps/s	$\textbf{\color{#35bf28}+5.62\%}$
test_creation_nested_2	69.5550μs	20.2768μs	49.3174 KOps/s	46.7796 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_clone	1.3640ms	30.7958μs	32.4720 KOps/s	33.9466 KOps/s	$\color{#d91a1a}-4.34\%$
test_getitem[int]	1.1937ms	16.5055μs	60.5859 KOps/s	60.4133 KOps/s	$\color{#35bf28}+0.29\%$
test_getitem[slice_int]	0.1363ms	28.2010μs	35.4598 KOps/s	34.9750 KOps/s	$\color{#35bf28}+1.39\%$
test_getitem[range]	0.2246ms	0.1106ms	9.0417 KOps/s	9.0926 KOps/s	$\color{#d91a1a}-0.56\%$
test_getitem[tuple]	0.1157ms	23.7639μs	42.0806 KOps/s	41.6932 KOps/s	$\color{#35bf28}+0.93\%$
test_getitem[list]	0.1923ms	99.6896μs	10.0311 KOps/s	9.9289 KOps/s	$\color{#35bf28}+1.03\%$
test_setitem_dim[int]	75.7750μs	45.0289μs	22.2080 KOps/s	22.1983 KOps/s	$\color{#35bf28}+0.04\%$
test_setitem_dim[slice_int]	0.1138ms	67.8195μs	14.7450 KOps/s	14.7275 KOps/s	$\color{#35bf28}+0.12\%$
test_setitem_dim[range]	0.1718ms	0.1277ms	7.8305 KOps/s	7.7794 KOps/s	$\color{#35bf28}+0.66\%$
test_setitem_dim[tuple]	84.0450μs	60.7531μs	16.4601 KOps/s	16.4877 KOps/s	$\color{#d91a1a}-0.17\%$
test_setitem	82.1750μs	43.4275μs	23.0269 KOps/s	23.0234 KOps/s	$\color{#35bf28}+0.01\%$
test_set	77.9750μs	42.1155μs	23.7442 KOps/s	22.1119 KOps/s	$\textbf{\color{#35bf28}+7.38\%}$
test_set_shared	0.3648ms	51.9203μs	19.2603 KOps/s	18.4760 KOps/s	$\color{#35bf28}+4.25\%$
test_update	87.7160μs	50.6474μs	19.7443 KOps/s	19.2375 KOps/s	$\color{#35bf28}+2.63\%$
test_update_nested	0.1102ms	58.5521μs	17.0788 KOps/s	17.0085 KOps/s	$\color{#35bf28}+0.41\%$
test_update__nested	96.2260μs	62.0708μs	16.1106 KOps/s	16.4924 KOps/s	$\color{#d91a1a}-2.31\%$
test_set_nested	80.3640μs	44.8783μs	22.2825 KOps/s	20.4548 KOps/s	$\textbf{\color{#35bf28}+8.93\%}$
test_set_nested_new	86.3550μs	49.2207μs	20.3167 KOps/s	19.4937 KOps/s	$\color{#35bf28}+4.22\%$
test_select	94.0850μs	61.6555μs	16.2192 KOps/s	15.1605 KOps/s	$\textbf{\color{#35bf28}+6.98\%}$
test_select_nested	74.1040μs	41.8827μs	23.8762 KOps/s	22.9475 KOps/s	$\color{#35bf28}+4.05\%$
test_exclude_nested	90.9160μs	58.2758μs	17.1598 KOps/s	16.8980 KOps/s	$\color{#35bf28}+1.55\%$
test_empty[True]	0.2976ms	0.2451ms	4.0802 KOps/s	4.0378 KOps/s	$\color{#35bf28}+1.05\%$
test_empty[False]	3.6543μs	0.7445μs	1.3433 MOps/s	1.3539 MOps/s	$\color{#d91a1a}-0.78\%$
test_to	53.8230μs	26.8876μs	37.1919 KOps/s	38.8816 KOps/s	$\color{#d91a1a}-4.35\%$
test_to_nonblocking	81.6650μs	25.7351μs	38.8574 KOps/s	41.6309 KOps/s	$\textbf{\color{#d91a1a}-6.66\%}$
test_unbind_speed	1.0549ms	0.2861ms	3.4950 KOps/s	3.6125 KOps/s	$\color{#d91a1a}-3.25\%$
test_unbind_speed_stack0	0.3478ms	0.2798ms	3.5740 KOps/s	3.7252 KOps/s	$\color{#d91a1a}-4.06\%$
test_unbind_speed_stack1	92.2272ms	0.7133ms	1.4019 KOps/s	1.4370 KOps/s	$\color{#d91a1a}-2.44\%$
test_split	94.0693ms	2.1974ms	455.0746 Ops/s	454.9456 Ops/s	$\color{#35bf28}+0.03\%$
test_chunk	94.2022ms	2.1795ms	458.8227 Ops/s	452.6599 Ops/s	$\color{#35bf28}+1.36\%$
test_creation[device0]	0.3487ms	0.1290ms	7.7533 KOps/s	7.7473 KOps/s	$\color{#35bf28}+0.08\%$
test_creation_from_tensor	0.3827ms	0.1309ms	7.6408 KOps/s	7.3795 KOps/s	$\color{#35bf28}+3.54\%$
test_add_one[memmap_tensor0]	0.2037ms	9.4723μs	105.5705 KOps/s	107.7780 KOps/s	$\color{#d91a1a}-2.05\%$
test_contiguous[memmap_tensor0]	29.7220μs	2.2270μs	449.0314 KOps/s	452.7398 KOps/s	$\color{#d91a1a}-0.82\%$
test_stack[memmap_tensor0]	32.7620μs	6.9409μs	144.0736 KOps/s	145.4174 KOps/s	$\color{#d91a1a}-0.92\%$
test_memmaptd_index	1.2496ms	0.4172ms	2.3972 KOps/s	2.3335 KOps/s	$\color{#35bf28}+2.73\%$
test_memmaptd_index_astensor	0.7852ms	0.4790ms	2.0876 KOps/s	2.0551 KOps/s	$\color{#35bf28}+1.58\%$
test_memmaptd_index_op	1.4531ms	1.0478ms	954.3785 Ops/s	933.0064 Ops/s	$\color{#35bf28}+2.29\%$
test_serialize_model	0.1313s	0.1297s	7.7098 Ops/s	7.7107 Ops/s	$\color{#d91a1a}-0.01\%$
test_serialize_model_pickle	1.3497s	1.2133s	0.8242 Ops/s	0.8211 Ops/s	$\color{#35bf28}+0.38\%$
test_serialize_weights	0.2215s	0.1431s	6.9901 Ops/s	7.0033 Ops/s	$\color{#d91a1a}-0.19\%$
test_serialize_weights_returnearly	0.2139s	55.5903ms	17.9888 Ops/s	17.5867 Ops/s	$\color{#35bf28}+2.29\%$
test_serialize_weights_pickle	1.3477s	1.2185s	0.8207 Ops/s	0.8214 Ops/s	$\color{#d91a1a}-0.09\%$
test_reshape_pytree	65.0740μs	36.5079μs	27.3913 KOps/s	27.6701 KOps/s	$\color{#d91a1a}-1.01\%$
test_reshape_td	79.9350μs	41.4845μs	24.1054 KOps/s	23.9730 KOps/s	$\color{#35bf28}+0.55\%$
test_view_pytree	71.3440μs	35.8581μs	27.8877 KOps/s	28.3878 KOps/s	$\color{#d91a1a}-1.76\%$
test_view_td	0.1034ms	47.8645μs	20.8923 KOps/s	21.2465 KOps/s	$\color{#d91a1a}-1.67\%$
test_unbind_pytree	70.9650μs	35.0765μs	28.5091 KOps/s	28.8410 KOps/s	$\color{#d91a1a}-1.15\%$
test_unbind_td	0.5645ms	44.5459μs	22.4488 KOps/s	23.7090 KOps/s	$\textbf{\color{#d91a1a}-5.32\%}$
test_split_pytree	88.0060μs	49.3435μs	20.2661 KOps/s	22.3143 KOps/s	$\textbf{\color{#d91a1a}-9.18\%}$
test_split_td	0.7004ms	57.8948μs	17.2727 KOps/s	17.6016 KOps/s	$\color{#d91a1a}-1.87\%$
test_add_pytree	0.1033ms	60.8205μs	16.4418 KOps/s	17.3135 KOps/s	$\textbf{\color{#d91a1a}-5.03\%}$
test_add_td	0.1475ms	98.7086μs	10.1308 KOps/s	10.7343 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_compile_add_one_nested[tensordict-compile]	0.4109ms	0.2079ms	4.8107 KOps/s	4.7130 KOps/s	$\color{#35bf28}+2.07\%$
test_compile_add_one_nested[tensordict-eager]	0.1897ms	0.1514ms	6.6052 KOps/s	6.5978 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_add_one_nested[pytree-compile]	0.1889ms	0.1460ms	6.8489 KOps/s	6.8726 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_one_nested[pytree-eager]	0.2340ms	0.1850ms	5.4068 KOps/s	5.3823 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_copy_nested[tensordict-compile]	57.1530μs	22.0005μs	45.4535 KOps/s	45.0307 KOps/s	$\color{#35bf28}+0.94\%$
test_compile_copy_nested[tensordict-eager]	0.1060ms	43.2378μs	23.1279 KOps/s	22.7405 KOps/s	$\color{#35bf28}+1.70\%$
test_compile_copy_nested[pytree-compile]	0.2169ms	64.7634μs	15.4408 KOps/s	15.5707 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_copy_nested[pytree-eager]	80.5650μs	49.2311μs	20.3124 KOps/s	20.3166 KOps/s	$\color{#d91a1a}-0.02\%$
test_compile_add_one_flat[tensordict-compile]	0.4431ms	0.3168ms	3.1567 KOps/s	3.1227 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_add_one_flat[tensordict-eager]	0.2543ms	0.2055ms	4.8663 KOps/s	4.7051 KOps/s	$\color{#35bf28}+3.43\%$
test_compile_add_one_flat[tensorclass-compile]	0.1765ms	0.1277ms	7.8330 KOps/s	7.8563 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_add_one_flat[tensorclass-eager]	0.1040ms	63.7593μs	15.6840 KOps/s	16.3012 KOps/s	$\color{#d91a1a}-3.79\%$
test_compile_add_one_flat[pytree-compile]	0.3854ms	0.3170ms	3.1548 KOps/s	3.1181 KOps/s	$\color{#35bf28}+1.17\%$
test_compile_add_one_flat[pytree-eager]	0.8053ms	0.6442ms	1.5523 KOps/s	1.5957 KOps/s	$\color{#d91a1a}-2.72\%$
test_compile_add_self_flat[tensordict-eager]	0.3358ms	0.2452ms	4.0779 KOps/s	3.9674 KOps/s	$\color{#35bf28}+2.79\%$
test_compile_add_self_flat[tensordict-compile]	0.3828ms	0.3170ms	3.1546 KOps/s	3.1301 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_add_self_flat[tensorclass-eager]	0.1178ms	73.3292μs	13.6371 KOps/s	14.3756 KOps/s	$\textbf{\color{#d91a1a}-5.14\%}$
test_compile_add_self_flat[tensorclass-compile]	0.1832ms	0.1289ms	7.7597 KOps/s	7.7860 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_add_self_flat[pytree-eager]	0.6338ms	0.5491ms	1.8210 KOps/s	1.8591 KOps/s	$\color{#d91a1a}-2.05\%$
test_compile_add_self_flat[pytree-compile]	0.4527ms	0.3196ms	3.1286 KOps/s	3.1294 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_copy_flat[tensordict-compile]	0.1731ms	17.8228μs	56.1079 KOps/s	53.9691 KOps/s	$\color{#35bf28}+3.96\%$
test_compile_copy_flat[tensordict-eager]	55.8230μs	26.7324μs	37.4078 KOps/s	36.2327 KOps/s	$\color{#35bf28}+3.24\%$
test_compile_copy_flat[pytree-compile]	0.1056ms	70.6098μs	14.1623 KOps/s	14.1692 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_copy_flat[pytree-eager]	84.3050μs	50.8665μs	19.6593 KOps/s	19.4607 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_assign_and_add[tensordict-compile]	2.3703ms	0.8430ms	1.1862 KOps/s	1.1179 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_compile_assign_and_add[tensordict-eager]	3.7797ms	3.3641ms	297.2594 Ops/s	300.5114 Ops/s	$\color{#d91a1a}-1.08\%$
test_compile_assign_and_add[pytree-compile]	2.4203ms	0.8430ms	1.1862 KOps/s	1.1285 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_compile_assign_and_add[pytree-eager]	3.6181ms	3.3952ms	294.5342 Ops/s	307.6731 Ops/s	$\color{#d91a1a}-4.27\%$
test_compile_indexing[tensor-tensordict-compile]	0.2422ms	0.1168ms	8.5629 KOps/s	8.8064 KOps/s	$\color{#d91a1a}-2.76\%$
test_compile_indexing[tensor-tensordict-eager]	0.2281ms	66.9749μs	14.9310 KOps/s	15.7547 KOps/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.2463ms	0.1066ms	9.3784 KOps/s	9.3679 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1540ms	44.1800μs	22.6347 KOps/s	21.8530 KOps/s	$\color{#35bf28}+3.58\%$
test_compile_indexing[tensor-pytree-compile]	0.2324ms	0.1072ms	9.3268 KOps/s	9.2301 KOps/s	$\color{#35bf28}+1.05\%$
test_compile_indexing[tensor-pytree-eager]	0.1831ms	46.5129μs	21.4994 KOps/s	21.6267 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_indexing[slice-tensordict-compile]	0.2438ms	0.1454ms	6.8778 KOps/s	7.2631 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_compile_indexing[slice-tensordict-eager]	0.1639ms	26.5428μs	37.6750 KOps/s	38.4994 KOps/s	$\color{#d91a1a}-2.14\%$
test_compile_indexing[slice-tensorclass-compile]	0.2353ms	0.1388ms	7.2048 KOps/s	7.6115 KOps/s	$\textbf{\color{#d91a1a}-5.34\%}$
test_compile_indexing[slice-tensorclass-eager]	0.1289ms	21.9547μs	45.5483 KOps/s	47.3672 KOps/s	$\color{#d91a1a}-3.84\%$
test_compile_indexing[slice-pytree-compile]	0.2905ms	0.1391ms	7.1875 KOps/s	7.5451 KOps/s	$\color{#d91a1a}-4.74\%$
test_compile_indexing[slice-pytree-eager]	58.5730μs	20.8677μs	47.9210 KOps/s	47.1891 KOps/s	$\color{#35bf28}+1.55\%$
test_compile_indexing[int-tensordict-compile]	0.1875ms	0.1377ms	7.2602 KOps/s	7.1990 KOps/s	$\color{#35bf28}+0.85\%$
test_compile_indexing[int-tensordict-eager]	0.4964ms	26.2660μs	38.0720 KOps/s	39.1085 KOps/s	$\color{#d91a1a}-2.65\%$
test_compile_indexing[int-tensorclass-compile]	0.1741ms	0.1314ms	7.6115 KOps/s	7.4469 KOps/s	$\color{#35bf28}+2.21\%$
test_compile_indexing[int-tensorclass-eager]	51.9830μs	21.2306μs	47.1019 KOps/s	47.3956 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_indexing[int-pytree-compile]	0.1738ms	0.1320ms	7.5780 KOps/s	7.2455 KOps/s	$\color{#35bf28}+4.59\%$
test_compile_indexing[int-pytree-eager]	60.8830μs	21.1275μs	47.3318 KOps/s	47.1291 KOps/s	$\color{#35bf28}+0.43\%$
test_mod_add[eager]	0.1114ms	32.4380μs	30.8280 KOps/s	28.6254 KOps/s	$\textbf{\color{#35bf28}+7.69\%}$
test_mod_add[compile]	0.1176ms	70.8634μs	14.1117 KOps/s	13.5644 KOps/s	$\color{#35bf28}+4.03\%$
test_mod_add[compile-overhead]	0.2623ms	0.1350ms	7.4082 KOps/s	6.9957 KOps/s	$\textbf{\color{#35bf28}+5.90\%}$
test_mod_wrap[eager]	0.3123ms	0.2524ms	3.9619 KOps/s	4.0461 KOps/s	$\color{#d91a1a}-2.08\%$
test_mod_wrap[compile]	1.4095ms	0.2966ms	3.3713 KOps/s	3.2432 KOps/s	$\color{#35bf28}+3.95\%$
test_mod_wrap[compile-overhead]	7.7316ms	4.0822ms	244.9660 Ops/s	271.4085 Ops/s	$\textbf{\color{#d91a1a}-9.74\%}$
test_mod_wrap_and_backward[eager]	1.5784ms	1.3458ms	743.0642 Ops/s	693.3149 Ops/s	$\textbf{\color{#35bf28}+7.18\%}$
test_mod_wrap_and_backward[compile]	1.5612ms	1.3406ms	745.9535 Ops/s	693.7466 Ops/s	$\textbf{\color{#35bf28}+7.53\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3163ms	0.8997ms	1.1115 KOps/s	988.0162 Ops/s	$\textbf{\color{#35bf28}+12.49\%}$
test_seq_add[eager]	0.1684ms	0.1025ms	9.7536 KOps/s	9.8832 KOps/s	$\color{#d91a1a}-1.31\%$
test_seq_add[compile]	0.4825ms	80.8636μs	12.3665 KOps/s	12.1488 KOps/s	$\color{#35bf28}+1.79\%$
test_seq_add[compile-overhead]	0.1979ms	0.1139ms	8.7797 KOps/s	8.6954 KOps/s	$\color{#35bf28}+0.97\%$
test_seq_wrap[eager]	0.4948ms	0.3811ms	2.6241 KOps/s	2.5091 KOps/s	$\color{#35bf28}+4.58\%$
test_seq_wrap[compile]	0.3755ms	0.3151ms	3.1736 KOps/s	3.1021 KOps/s	$\color{#35bf28}+2.30\%$
test_seq_wrap[compile-overhead]	0.3725ms	0.2207ms	4.5309 KOps/s	4.3533 KOps/s	$\color{#35bf28}+4.08\%$
test_func_call_runtime[False-eager]	0.8888ms	0.8046ms	1.2428 KOps/s	1.2743 KOps/s	$\color{#d91a1a}-2.47\%$
test_func_call_runtime[False-compile]	0.8979ms	0.8138ms	1.2288 KOps/s	1.2505 KOps/s	$\color{#d91a1a}-1.74\%$
test_func_call_runtime[False-compile-overhead]	0.4371ms	0.3643ms	2.7452 KOps/s	2.7369 KOps/s	$\color{#35bf28}+0.30\%$
test_func_call_runtime[True-eager]	0.9917ms	0.9052ms	1.1048 KOps/s	1.0816 KOps/s	$\color{#35bf28}+2.15\%$
test_func_call_runtime[True-compile]	0.8836ms	0.8180ms	1.2225 KOps/s	1.2277 KOps/s	$\color{#d91a1a}-0.43\%$
test_func_call_runtime[True-compile-overhead]	0.4487ms	0.3866ms	2.5869 KOps/s	2.5923 KOps/s	$\color{#d91a1a}-0.21\%$
test_func_call_cm_runtime[False-eager]	0.8265ms	0.7379ms	1.3553 KOps/s	1.2888 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_func_call_cm_runtime[False-compile]	0.8707ms	0.8037ms	1.2442 KOps/s	1.2594 KOps/s	$\color{#d91a1a}-1.20\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5692ms	0.3686ms	2.7132 KOps/s	2.7411 KOps/s	$\color{#d91a1a}-1.02\%$
test_func_call_cm_runtime[True-eager]	1.0792ms	0.9942ms	1.0058 KOps/s	978.9854 Ops/s	$\color{#35bf28}+2.74\%$
test_func_call_cm_runtime[True-compile]	0.9191ms	0.8457ms	1.1824 KOps/s	1.1855 KOps/s	$\color{#d91a1a}-0.26\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4693ms	0.4093ms	2.4431 KOps/s	2.4301 KOps/s	$\color{#35bf28}+0.53\%$
test_vmap_func_call_cm_runtime[eager]	2.6008ms	2.0635ms	484.6094 Ops/s	474.9257 Ops/s	$\color{#35bf28}+2.04\%$
test_vmap_func_call_cm_runtime[compile]	0.9527ms	0.8554ms	1.1690 KOps/s	1.1647 KOps/s	$\color{#35bf28}+0.37\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4878ms	0.4143ms	2.4138 KOps/s	2.4252 KOps/s	$\color{#d91a1a}-0.47\%$
test_distributed	4.5796ms	0.2287ms	4.3732 KOps/s	8.7643 KOps/s	$\textbf{\color{#d91a1a}-50.10\%}$
test_tdmodule	0.1273ms	14.5729μs	68.6206 KOps/s	63.7849 KOps/s	$\textbf{\color{#35bf28}+7.58\%}$
test_tdmodule_dispatch	67.7240μs	29.4261μs	33.9834 KOps/s	32.3058 KOps/s	$\textbf{\color{#35bf28}+5.19\%}$
test_tdseq	35.8320μs	15.6893μs	63.7378 KOps/s	60.3385 KOps/s	$\textbf{\color{#35bf28}+5.63\%}$
test_tdseq_dispatch	61.7930μs	31.9103μs	31.3378 KOps/s	29.7079 KOps/s	$\textbf{\color{#35bf28}+5.49\%}$
test_instantiation_functorch	2.0213ms	1.8847ms	530.6000 Ops/s	531.8011 Ops/s	$\color{#d91a1a}-0.23\%$
test_instantiation_td	1.8333ms	1.2068ms	828.6505 Ops/s	822.1957 Ops/s	$\color{#35bf28}+0.79\%$
test_exec_functorch	0.2661ms	0.2114ms	4.7307 KOps/s	4.7917 KOps/s	$\color{#d91a1a}-1.27\%$
test_exec_functional_call	0.2648ms	0.2096ms	4.7711 KOps/s	4.7582 KOps/s	$\color{#35bf28}+0.27\%$
test_exec_td	0.2570ms	0.2154ms	4.6418 KOps/s	4.6569 KOps/s	$\color{#d91a1a}-0.32\%$
test_exec_td_decorator	0.3423ms	0.2572ms	3.8885 KOps/s	3.8651 KOps/s	$\color{#35bf28}+0.61\%$
test_vmap_mlp_speed[True-True]	0.7847ms	0.6886ms	1.4522 KOps/s	1.4391 KOps/s	$\color{#35bf28}+0.91\%$
test_vmap_mlp_speed[True-False]	0.7553ms	0.6861ms	1.4575 KOps/s	1.4451 KOps/s	$\color{#35bf28}+0.86\%$
test_vmap_mlp_speed[False-True]	0.6567ms	0.5763ms	1.7353 KOps/s	1.7233 KOps/s	$\color{#35bf28}+0.70\%$
test_vmap_mlp_speed[False-False]	0.6346ms	0.5771ms	1.7329 KOps/s	1.7254 KOps/s	$\color{#35bf28}+0.43\%$
test_vmap_mlp_speed_decorator[True-True]	1.1917ms	0.6741ms	1.4834 KOps/s	1.4730 KOps/s	$\color{#35bf28}+0.71\%$
test_vmap_mlp_speed_decorator[True-False]	0.7984ms	0.6747ms	1.4821 KOps/s	1.4669 KOps/s	$\color{#35bf28}+1.04\%$
test_vmap_mlp_speed_decorator[False-True]	0.6935ms	0.5900ms	1.6948 KOps/s	1.6846 KOps/s	$\color{#35bf28}+0.61\%$
test_vmap_mlp_speed_decorator[False-False]	0.7011ms	0.5892ms	1.6972 KOps/s	1.6773 KOps/s	$\color{#35bf28}+1.19\%$
test_vmap_transformer_speed[True-True]	8.7945ms	8.3934ms	119.1411 Ops/s	118.1418 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed[True-False]	8.5850ms	8.3534ms	119.7115 Ops/s	118.5730 Ops/s	$\color{#35bf28}+0.96\%$
test_vmap_transformer_speed[False-True]	8.2750ms	8.1460ms	122.7599 Ops/s	121.7195 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed[False-False]	8.2446ms	8.1286ms	123.0227 Ops/s	121.1466 Ops/s	$\color{#35bf28}+1.55\%$
test_vmap_transformer_speed_decorator[True-True]	19.7432ms	19.5327ms	51.1963 Ops/s	50.9287 Ops/s	$\color{#35bf28}+0.53\%$
test_vmap_transformer_speed_decorator[True-False]	19.6557ms	19.4764ms	51.3442 Ops/s	50.9635 Ops/s	$\color{#35bf28}+0.75\%$
test_vmap_transformer_speed_decorator[False-True]	19.5777ms	19.3310ms	51.7303 Ops/s	51.4140 Ops/s	$\color{#35bf28}+0.62\%$
test_vmap_transformer_speed_decorator[False-False]	20.5725ms	19.3731ms	51.6179 Ops/s	51.2725 Ops/s	$\color{#35bf28}+0.67\%$
test_to_module_speed[True]	1.3639ms	0.9353ms	1.0691 KOps/s	1.0570 KOps/s	$\color{#35bf28}+1.15\%$
test_to_module_speed[False]	1.3430ms	0.9094ms	1.0996 KOps/s	1.0700 KOps/s	$\color{#35bf28}+2.77\%$
test_tc_init	66.9340μs	34.1185μs	29.3096 KOps/s	26.9793 KOps/s	$\textbf{\color{#35bf28}+8.64\%}$
test_tc_init_nested	98.2060μs	68.5735μs	14.5829 KOps/s	13.3752 KOps/s	$\textbf{\color{#35bf28}+9.03\%}$
test_tc_first_layer_tensor	4.2787μs	0.6848μs	1.4603 MOps/s	1.4393 MOps/s	$\color{#35bf28}+1.46\%$
test_tc_first_layer_nontensor	26.9710μs	2.2841μs	437.8054 KOps/s	443.2155 KOps/s	$\color{#d91a1a}-1.22\%$
test_tc_second_layer_tensor	11.0907μs	1.3954μs	716.6184 KOps/s	724.6366 KOps/s	$\color{#d91a1a}-1.11\%$
test_tc_second_layer_nontensor	25.7110μs	3.0039μs	332.9058 KOps/s	336.0208 KOps/s	$\color{#d91a1a}-0.93\%$
test_unbind	0.1963s	12.2915ms	81.3572 Ops/s	91.3793 Ops/s	$\textbf{\color{#d91a1a}-10.97\%}$
test_full_like	0.6636ms	0.5733ms	1.7443 KOps/s	1.7432 KOps/s	$\color{#35bf28}+0.06\%$
test_zeros_like	0.2754ms	0.1980ms	5.0512 KOps/s	5.0540 KOps/s	$\color{#d91a1a}-0.06\%$
test_ones_like	0.2274ms	0.1977ms	5.0588 KOps/s	5.0578 KOps/s	$\color{#35bf28}+0.02\%$
test_clone	0.4401ms	0.4144ms	2.4130 KOps/s	2.4135 KOps/s	$\color{#d91a1a}-0.02\%$
test_squeeze	35.3320μs	10.0299μs	99.7015 KOps/s	100.6858 KOps/s	$\color{#d91a1a}-0.98\%$
test_unsqueeze	0.2505ms	76.1898μs	13.1251 KOps/s	13.3852 KOps/s	$\color{#d91a1a}-1.94\%$
test_split	0.3997ms	0.1648ms	6.0681 KOps/s	6.4027 KOps/s	$\textbf{\color{#d91a1a}-5.23\%}$
test_permute	0.2212ms	0.1787ms	5.5951 KOps/s	5.5964 KOps/s	$\color{#d91a1a}-0.02\%$
test_stack	1.2594ms	0.8646ms	1.1565 KOps/s	1.1892 KOps/s	$\color{#d91a1a}-2.75\%$
test_cat	1.2565ms	1.2318ms	811.8051 Ops/s	811.7884 Ops/s	$+0.00\%$