[Refactor] Refactor context managers

[vmoens]

Stack from ghstack (oldest at bottom):

• [Refactor] Avoid TDParams parameters and buffers construction when obvious + new constructor #1100
• -> [Refactor] Refactor context managers #1098

[github-actions]

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

Total Benchmarks: 217. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}15$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	41.3470μs	17.6624μs	56.6174 KOps/s	56.7636 KOps/s	$\color{#d91a1a}-0.26\%$
test_plain_set_stack_nested	41.3370μs	17.9069μs	55.8444 KOps/s	55.8640 KOps/s	$\color{#d91a1a}-0.03\%$
test_plain_set_nested_inplace	73.1170μs	19.4251μs	51.4799 KOps/s	51.1795 KOps/s	$\color{#35bf28}+0.59\%$
test_plain_set_stack_nested_inplace	51.0550μs	19.6623μs	50.8587 KOps/s	51.0534 KOps/s	$\color{#d91a1a}-0.38\%$
test_items	32.1600μs	4.1826μs	239.0841 KOps/s	232.1014 KOps/s	$\color{#35bf28}+3.01\%$
test_items_nested	0.5594ms	0.3424ms	2.9206 KOps/s	2.9346 KOps/s	$\color{#d91a1a}-0.48\%$
test_items_nested_locked	0.4949ms	0.3422ms	2.9222 KOps/s	2.9058 KOps/s	$\color{#35bf28}+0.56\%$
test_items_nested_leaf	0.1339ms	72.5926μs	13.7755 KOps/s	13.7323 KOps/s	$\color{#35bf28}+0.31\%$
test_items_stack_nested	0.4782ms	0.3465ms	2.8863 KOps/s	2.8425 KOps/s	$\color{#35bf28}+1.54\%$
test_items_stack_nested_leaf	0.1358ms	75.7729μs	13.1973 KOps/s	13.5517 KOps/s	$\color{#d91a1a}-2.61\%$
test_items_stack_nested_locked	0.4344ms	0.3478ms	2.8752 KOps/s	2.8641 KOps/s	$\color{#35bf28}+0.39\%$
test_keys	41.6180μs	3.4839μs	287.0377 KOps/s	262.5652 KOps/s	$\textbf{\color{#35bf28}+9.32\%}$
test_keys_nested	0.2305ms	0.1348ms	7.4209 KOps/s	7.3786 KOps/s	$\color{#35bf28}+0.57\%$
test_keys_nested_locked	1.8704ms	0.1396ms	7.1634 KOps/s	7.0522 KOps/s	$\color{#35bf28}+1.58\%$
test_keys_nested_leaf	0.2083ms	0.1160ms	8.6199 KOps/s	8.5777 KOps/s	$\color{#35bf28}+0.49\%$
test_keys_stack_nested	0.2225ms	0.1355ms	7.3801 KOps/s	7.4044 KOps/s	$\color{#d91a1a}-0.33\%$
test_keys_stack_nested_leaf	0.1986ms	0.1163ms	8.6006 KOps/s	8.7592 KOps/s	$\color{#d91a1a}-1.81\%$
test_keys_stack_nested_locked	0.2427ms	0.1399ms	7.1464 KOps/s	7.1982 KOps/s	$\color{#d91a1a}-0.72\%$
test_values	7.0752μs	1.0378μs	963.6228 KOps/s	983.2852 KOps/s	$\color{#d91a1a}-2.00\%$
test_values_nested	0.1021ms	55.5676μs	17.9961 KOps/s	18.0888 KOps/s	$\color{#d91a1a}-0.51\%$
test_values_nested_locked	0.1020ms	55.3077μs	18.0807 KOps/s	18.1247 KOps/s	$\color{#d91a1a}-0.24\%$
test_values_nested_leaf	0.1070ms	60.1119μs	16.6356 KOps/s	16.4418 KOps/s	$\color{#35bf28}+1.18\%$
test_values_stack_nested	0.1073ms	56.5165μs	17.6940 KOps/s	17.4677 KOps/s	$\color{#35bf28}+1.30\%$
test_values_stack_nested_leaf	0.1263ms	60.3562μs	16.5683 KOps/s	16.5024 KOps/s	$\color{#35bf28}+0.40\%$
test_values_stack_nested_locked	0.1187ms	56.8134μs	17.6015 KOps/s	17.7180 KOps/s	$\color{#d91a1a}-0.66\%$
test_membership	16.1210μs	0.8972μs	1.1145 MOps/s	1.1659 MOps/s	$\color{#d91a1a}-4.40\%$
test_membership_nested	23.9750μs	2.7375μs	365.3033 KOps/s	368.3903 KOps/s	$\color{#d91a1a}-0.84\%$
test_membership_nested_leaf	29.6050μs	2.7703μs	360.9690 KOps/s	365.1590 KOps/s	$\color{#d91a1a}-1.15\%$
test_membership_stacked_nested	22.5420μs	2.7218μs	367.4016 KOps/s	360.6474 KOps/s	$\color{#35bf28}+1.87\%$
test_membership_stacked_nested_leaf	30.2470μs	2.7456μs	364.2236 KOps/s	368.7912 KOps/s	$\color{#d91a1a}-1.24\%$
test_membership_nested_last	26.3890μs	4.1082μs	243.4155 KOps/s	245.6866 KOps/s	$\color{#d91a1a}-0.92\%$
test_membership_nested_leaf_last	33.7330μs	4.0536μs	246.6952 KOps/s	245.2453 KOps/s	$\color{#35bf28}+0.59\%$
test_membership_stacked_nested_last	29.8650μs	6.1769μs	161.8947 KOps/s	77.6187 KOps/s	$\textbf{\color{#35bf28}+108.58\%}$
test_membership_stacked_nested_leaf_last	30.3470μs	6.0524μs	165.2245 KOps/s	77.3379 KOps/s	$\textbf{\color{#35bf28}+113.64\%}$
test_nested_getleaf	46.5070μs	10.5216μs	95.0426 KOps/s	94.5150 KOps/s	$\color{#35bf28}+0.56\%$
test_nested_get	49.3420μs	10.0916μs	99.0923 KOps/s	99.5563 KOps/s	$\color{#d91a1a}-0.47\%$
test_stacked_getleaf	45.7190μs	10.4543μs	95.6540 KOps/s	95.3065 KOps/s	$\color{#35bf28}+0.36\%$
test_stacked_get	33.6530μs	10.6972μs	93.4827 KOps/s	98.7096 KOps/s	$\textbf{\color{#d91a1a}-5.30\%}$
test_nested_getitemleaf	53.1190μs	10.9957μs	90.9443 KOps/s	90.4221 KOps/s	$\color{#35bf28}+0.58\%$
test_nested_getitem	54.2120μs	10.2243μs	97.8064 KOps/s	95.3629 KOps/s	$\color{#35bf28}+2.56\%$
test_stacked_getitemleaf	38.2410μs	11.0913μs	90.1607 KOps/s	92.2064 KOps/s	$\color{#d91a1a}-2.22\%$
test_stacked_getitem	46.9380μs	10.2852μs	97.2269 KOps/s	97.7581 KOps/s	$\color{#d91a1a}-0.54\%$
test_lock_nested	4.4064ms	0.4410ms	2.2677 KOps/s	1.8491 KOps/s	$\textbf{\color{#35bf28}+22.63\%}$
test_lock_stack_nested	0.6473ms	0.4111ms	2.4326 KOps/s	2.5126 KOps/s	$\color{#d91a1a}-3.18\%$
test_unlock_nested	0.7465ms	0.3559ms	2.8096 KOps/s	2.7658 KOps/s	$\color{#35bf28}+1.58\%$
test_unlock_stack_nested	0.6550ms	0.3308ms	3.0225 KOps/s	3.1630 KOps/s	$\color{#d91a1a}-4.44\%$
test_flatten_speed	0.1700ms	92.5366μs	10.8065 KOps/s	10.8869 KOps/s	$\color{#d91a1a}-0.74\%$
test_unflatten_speed	0.8051ms	0.4800ms	2.0835 KOps/s	2.1300 KOps/s	$\color{#d91a1a}-2.19\%$
test_common_ops	5.9916ms	0.7563ms	1.3222 KOps/s	1.3226 KOps/s	$\color{#d91a1a}-0.03\%$
test_creation	72.6960μs	2.1255μs	470.4715 KOps/s	479.5434 KOps/s	$\color{#d91a1a}-1.89\%$
test_creation_empty	42.2590μs	10.6214μs	94.1499 KOps/s	96.9390 KOps/s	$\color{#d91a1a}-2.88\%$
test_creation_nested_1	41.2370μs	13.3425μs	74.9487 KOps/s	76.7621 KOps/s	$\color{#d91a1a}-2.36\%$
test_creation_nested_2	50.5440μs	17.5625μs	56.9396 KOps/s	58.3215 KOps/s	$\color{#d91a1a}-2.37\%$
test_clone	63.7690μs	12.9650μs	77.1305 KOps/s	77.6310 KOps/s	$\color{#d91a1a}-0.64\%$
test_getitem[int]	0.8954ms	12.4510μs	80.3151 KOps/s	79.8338 KOps/s	$\color{#35bf28}+0.60\%$
test_getitem[slice_int]	0.1418ms	23.5893μs	42.3922 KOps/s	43.2876 KOps/s	$\color{#d91a1a}-2.07\%$
test_getitem[range]	0.2345ms	46.9362μs	21.3055 KOps/s	21.7915 KOps/s	$\color{#d91a1a}-2.23\%$
test_getitem[tuple]	0.1317ms	19.6531μs	50.8825 KOps/s	52.5643 KOps/s	$\color{#d91a1a}-3.20\%$
test_getitem[list]	0.2396ms	42.6182μs	23.4641 KOps/s	24.0290 KOps/s	$\color{#d91a1a}-2.35\%$
test_setitem_dim[int]	42.8000μs	24.6545μs	40.5605 KOps/s	41.5562 KOps/s	$\color{#d91a1a}-2.40\%$
test_setitem_dim[slice_int]	85.8410μs	50.1648μs	19.9343 KOps/s	19.9411 KOps/s	$\color{#d91a1a}-0.03\%$
test_setitem_dim[range]	0.1514ms	75.1223μs	13.3116 KOps/s	13.8293 KOps/s	$\color{#d91a1a}-3.74\%$
test_setitem_dim[tuple]	64.6310μs	39.6102μs	25.2461 KOps/s	25.2968 KOps/s	$\color{#d91a1a}-0.20\%$
test_setitem	91.2410μs	19.5651μs	51.1115 KOps/s	52.4296 KOps/s	$\color{#d91a1a}-2.51\%$
test_set	97.1720μs	19.0811μs	52.4079 KOps/s	53.6435 KOps/s	$\color{#d91a1a}-2.30\%$
test_set_shared	4.3407ms	0.1674ms	5.9739 KOps/s	6.0585 KOps/s	$\color{#d91a1a}-1.40\%$
test_update	0.1784ms	21.5802μs	46.3388 KOps/s	47.7035 KOps/s	$\color{#d91a1a}-2.86\%$
test_update_nested	0.1473ms	30.7722μs	32.4969 KOps/s	32.9577 KOps/s	$\color{#d91a1a}-1.40\%$
test_update__nested	0.4277ms	32.0378μs	31.2131 KOps/s	32.9269 KOps/s	$\textbf{\color{#d91a1a}-5.20\%}$
test_set_nested	0.1237ms	20.8514μs	47.9584 KOps/s	49.5198 KOps/s	$\color{#d91a1a}-3.15\%$
test_set_nested_new	0.1300ms	25.4356μs	39.3150 KOps/s	40.2267 KOps/s	$\color{#d91a1a}-2.27\%$
test_select	0.2174ms	41.7443μs	23.9554 KOps/s	24.6740 KOps/s	$\color{#d91a1a}-2.91\%$
test_select_nested	0.1240ms	60.7423μs	16.4630 KOps/s	16.9252 KOps/s	$\color{#d91a1a}-2.73\%$
test_exclude_nested	0.1762ms	76.1823μs	13.1264 KOps/s	13.4922 KOps/s	$\color{#d91a1a}-2.71\%$
test_empty[True]	0.6499ms	0.3490ms	2.8651 KOps/s	2.8627 KOps/s	$\color{#35bf28}+0.08\%$
test_empty[False]	15.4613μs	1.2337μs	810.5962 KOps/s	791.2869 KOps/s	$\color{#35bf28}+2.44\%$
test_unbind_speed	0.3530ms	0.2600ms	3.8461 KOps/s	3.8488 KOps/s	$\color{#d91a1a}-0.07\%$
test_unbind_speed_stack0	0.5594ms	0.2585ms	3.8690 KOps/s	3.9919 KOps/s	$\color{#d91a1a}-3.08\%$
test_unbind_speed_stack1	0.1064s	0.7018ms	1.4249 KOps/s	1.4493 KOps/s	$\color{#d91a1a}-1.69\%$
test_split	99.1645ms	1.7286ms	578.5172 Ops/s	580.6146 Ops/s	$\color{#d91a1a}-0.36\%$
test_chunk	0.1031s	1.7166ms	582.5351 Ops/s	577.3398 Ops/s	$\color{#35bf28}+0.90\%$
test_consolidate_njt[False-None]	0.1115s	9.0389ms	110.6335 Ops/s	121.2632 Ops/s	$\textbf{\color{#d91a1a}-8.77\%}$
test_creation[device0]	0.2287ms	89.0368μs	11.2313 KOps/s	10.9725 KOps/s	$\color{#35bf28}+2.36\%$
test_creation_from_tensor	3.3852ms	92.4340μs	10.8185 KOps/s	10.4939 KOps/s	$\color{#35bf28}+3.09\%$
test_add_one[memmap_tensor0]	0.3162ms	4.8127μs	207.7850 KOps/s	212.0505 KOps/s	$\color{#d91a1a}-2.01\%$
test_contiguous[memmap_tensor0]	10.9310μs	0.5015μs	1.9940 MOps/s	1.9726 MOps/s	$\color{#35bf28}+1.08\%$
test_stack[memmap_tensor0]	40.8560μs	3.2939μs	303.5891 KOps/s	300.7255 KOps/s	$\color{#35bf28}+0.95\%$
test_memmaptd_index	1.1231ms	0.2339ms	4.2753 KOps/s	4.3147 KOps/s	$\color{#d91a1a}-0.91\%$
test_memmaptd_index_astensor	0.5767ms	0.3089ms	3.2375 KOps/s	3.2503 KOps/s	$\color{#d91a1a}-0.39\%$
test_memmaptd_index_op	1.0152ms	0.5624ms	1.7780 KOps/s	1.7785 KOps/s	$\color{#d91a1a}-0.03\%$
test_serialize_model	0.1237s	0.1155s	8.6578 Ops/s	7.5609 Ops/s	$\textbf{\color{#35bf28}+14.51\%}$
test_serialize_model_pickle	0.4425s	0.3889s	2.5716 Ops/s	2.4947 Ops/s	$\color{#35bf28}+3.09\%$
test_serialize_weights	0.2174s	0.1281s	7.8074 Ops/s	8.5053 Ops/s	$\textbf{\color{#d91a1a}-8.21\%}$
test_serialize_weights_returnearly	0.1685s	0.1558s	6.4203 Ops/s	6.3006 Ops/s	$\color{#35bf28}+1.90\%$
test_serialize_weights_pickle	0.4829s	0.4332s	2.3086 Ops/s	2.4973 Ops/s	$\textbf{\color{#d91a1a}-7.55\%}$
test_serialize_weights_filesystem	0.1540s	0.1433s	6.9779 Ops/s	6.9060 Ops/s	$\color{#35bf28}+1.04\%$
test_serialize_model_filesystem	0.2520s	0.1655s	6.0426 Ops/s	6.6536 Ops/s	$\textbf{\color{#d91a1a}-9.18\%}$
test_reshape_pytree	65.9230μs	26.5034μs	37.7310 KOps/s	35.7981 KOps/s	$\textbf{\color{#35bf28}+5.40\%}$
test_reshape_td	69.4700μs	32.6564μs	30.6219 KOps/s	30.3447 KOps/s	$\color{#35bf28}+0.91\%$
test_view_pytree	76.8540μs	27.1380μs	36.8487 KOps/s	37.7258 KOps/s	$\color{#d91a1a}-2.32\%$
test_view_td	99.7160μs	37.0768μs	26.9711 KOps/s	26.9687 KOps/s	$+0.01\%$
test_unbind_pytree	63.4190μs	29.7006μs	33.6694 KOps/s	33.4410 KOps/s	$\color{#35bf28}+0.68\%$
test_unbind_td	0.3104ms	37.6894μs	26.5327 KOps/s	26.1285 KOps/s	$\color{#35bf28}+1.55\%$
test_split_pytree	69.0690μs	29.3075μs	34.1209 KOps/s	34.4503 KOps/s	$\color{#d91a1a}-0.96\%$
test_split_td	0.5012ms	43.5336μs	22.9708 KOps/s	23.2882 KOps/s	$\color{#d91a1a}-1.36\%$
test_add_pytree	0.1200ms	35.6907μs	28.0185 KOps/s	28.6158 KOps/s	$\color{#d91a1a}-2.09\%$
test_add_td	0.1326ms	53.0812μs	18.8391 KOps/s	18.2367 KOps/s	$\color{#35bf28}+3.30\%$
test_compile_add_one_nested[tensordict-compile]	0.1486ms	61.9162μs	16.1509 KOps/s	16.1148 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_add_one_nested[tensordict-eager]	0.3685ms	0.1601ms	6.2442 KOps/s	6.3673 KOps/s	$\color{#d91a1a}-1.93\%$
test_compile_add_one_nested[pytree-compile]	0.1109ms	44.1145μs	22.6683 KOps/s	22.0807 KOps/s	$\color{#35bf28}+2.66\%$
test_compile_add_one_nested[pytree-eager]	0.2262ms	0.1185ms	8.4409 KOps/s	8.5051 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_copy_nested[tensordict-compile]	87.1670μs	26.6743μs	37.4893 KOps/s	38.6247 KOps/s	$\color{#d91a1a}-2.94\%$
test_compile_copy_nested[tensordict-eager]	0.1085ms	53.3582μs	18.7412 KOps/s	18.4736 KOps/s	$\color{#35bf28}+1.45\%$
test_compile_copy_nested[pytree-compile]	0.1468ms	78.2186μs	12.7847 KOps/s	12.7749 KOps/s	$\color{#35bf28}+0.08\%$
test_compile_copy_nested[pytree-eager]	0.1316ms	68.1005μs	14.6842 KOps/s	14.7767 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_add_one_flat[tensordict-compile]	0.1634ms	0.1042ms	9.5985 KOps/s	9.4652 KOps/s	$\color{#35bf28}+1.41\%$
test_compile_add_one_flat[tensordict-eager]	0.2770ms	0.1989ms	5.0286 KOps/s	5.0286 KOps/s	$-0.00\%$
test_compile_add_one_flat[tensorclass-compile]	0.1242ms	44.4186μs	22.5131 KOps/s	21.7060 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_add_one_flat[tensorclass-eager]	0.4600ms	59.8997μs	16.6946 KOps/s	16.6343 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_add_one_flat[pytree-compile]	0.1606ms	0.1019ms	9.8132 KOps/s	9.9503 KOps/s	$\color{#d91a1a}-1.38\%$
test_compile_add_one_flat[pytree-eager]	0.3754ms	0.2043ms	4.8953 KOps/s	5.0000 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_add_self_flat[tensordict-eager]	0.3088ms	0.2105ms	4.7510 KOps/s	4.8133 KOps/s	$\color{#d91a1a}-1.29\%$
test_compile_add_self_flat[tensordict-compile]	0.2421ms	0.1052ms	9.5086 KOps/s	9.6548 KOps/s	$\color{#d91a1a}-1.51\%$
test_compile_add_self_flat[tensorclass-eager]	0.1840ms	54.7347μs	18.2700 KOps/s	19.0334 KOps/s	$\color{#d91a1a}-4.01\%$
test_compile_add_self_flat[tensorclass-compile]	94.2760μs	45.6476μs	21.9070 KOps/s	22.0266 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_add_self_flat[pytree-eager]	0.6233ms	0.1606ms	6.2279 KOps/s	6.4152 KOps/s	$\color{#d91a1a}-2.92\%$
test_compile_add_self_flat[pytree-compile]	0.1883ms	0.1029ms	9.7192 KOps/s	9.7409 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_copy_flat[tensordict-compile]	86.4070μs	22.1924μs	45.0604 KOps/s	46.3956 KOps/s	$\color{#d91a1a}-2.88\%$
test_compile_copy_flat[tensordict-eager]	0.1230ms	59.0104μs	16.9462 KOps/s	16.7845 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_copy_flat[pytree-compile]	0.1608ms	81.5886μs	12.2566 KOps/s	12.5578 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_copy_flat[pytree-eager]	0.1465ms	70.6854μs	14.1472 KOps/s	14.8474 KOps/s	$\color{#d91a1a}-4.72\%$
test_compile_assign_and_add[tensordict-compile]	0.4186ms	0.2129ms	4.6979 KOps/s	4.8696 KOps/s	$\color{#d91a1a}-3.53\%$
test_compile_assign_and_add[tensordict-eager]	1.5416ms	1.2664ms	789.6654 Ops/s	794.4088 Ops/s	$\color{#d91a1a}-0.60\%$
test_compile_assign_and_add[pytree-compile]	0.3772ms	0.2061ms	4.8520 KOps/s	4.9671 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_assign_and_add[pytree-eager]	1.3810ms	0.7854ms	1.2733 KOps/s	1.3004 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_assign_and_add_stack[compile]	0.5901ms	0.4708ms	2.1241 KOps/s	2.2203 KOps/s	$\color{#d91a1a}-4.33\%$
test_compile_assign_and_add_stack[eager]	3.9344ms	2.5674ms	389.4997 Ops/s	393.3065 Ops/s	$\color{#d91a1a}-0.97\%$
test_compile_indexing[tensor-tensordict-compile]	95.1980μs	35.8714μs	27.8773 KOps/s	28.6317 KOps/s	$\color{#d91a1a}-2.63\%$
test_compile_indexing[tensor-tensordict-eager]	0.6943ms	31.5340μs	31.7118 KOps/s	32.3085 KOps/s	$\color{#d91a1a}-1.85\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1091ms	28.8126μs	34.7071 KOps/s	35.5802 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_indexing[tensor-tensorclass-eager]	83.2550μs	22.7275μs	43.9996 KOps/s	44.4863 KOps/s	$\color{#d91a1a}-1.09\%$
test_compile_indexing[tensor-pytree-compile]	89.9980μs	29.5121μs	33.8844 KOps/s	33.9752 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[tensor-pytree-eager]	84.5780μs	22.9006μs	43.6670 KOps/s	44.5172 KOps/s	$\color{#d91a1a}-1.91\%$
test_compile_indexing[slice-tensordict-compile]	0.1219ms	51.3783μs	19.4635 KOps/s	19.6617 KOps/s	$\color{#d91a1a}-1.01\%$
test_compile_indexing[slice-tensordict-eager]	0.5457ms	19.2141μs	52.0452 KOps/s	52.9059 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[slice-tensorclass-compile]	0.1002ms	43.6058μs	22.9328 KOps/s	22.9951 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[slice-tensorclass-eager]	57.0470μs	18.9612μs	52.7392 KOps/s	54.4758 KOps/s	$\color{#d91a1a}-3.19\%$
test_compile_indexing[slice-pytree-compile]	0.1411ms	44.6619μs	22.3904 KOps/s	22.5197 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_indexing[slice-pytree-eager]	64.8210μs	18.8073μs	53.1707 KOps/s	54.5906 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_indexing[int-tensordict-compile]	0.1318ms	52.4848μs	19.0531 KOps/s	19.1540 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_indexing[int-tensordict-eager]	0.8613ms	19.1538μs	52.2090 KOps/s	53.1633 KOps/s	$\color{#d91a1a}-1.80\%$
test_compile_indexing[int-tensorclass-compile]	0.1243ms	45.8399μs	21.8150 KOps/s	22.6748 KOps/s	$\color{#d91a1a}-3.79\%$
test_compile_indexing[int-tensorclass-eager]	66.6550μs	18.6447μs	53.6346 KOps/s	54.5286 KOps/s	$\color{#d91a1a}-1.64\%$
test_compile_indexing[int-pytree-compile]	93.3450μs	44.1838μs	22.6327 KOps/s	22.6266 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_indexing[int-pytree-eager]	60.6130μs	18.6453μs	53.6328 KOps/s	54.5548 KOps/s	$\color{#d91a1a}-1.69\%$
test_mod_add[eager]	94.0750μs	29.7088μs	33.6601 KOps/s	37.8884 KOps/s	$\textbf{\color{#d91a1a}-11.16\%}$
test_mod_add[compile]	89.6280μs	44.3149μs	22.5658 KOps/s	22.9864 KOps/s	$\color{#d91a1a}-1.83\%$
test_mod_add[compile-overhead]	0.1091ms	45.3179μs	22.0663 KOps/s	22.2194 KOps/s	$\color{#d91a1a}-0.69\%$
test_mod_wrap[eager]	0.3533ms	0.2185ms	4.5776 KOps/s	4.7970 KOps/s	$\color{#d91a1a}-4.57\%$
test_mod_wrap[compile]	1.7766ms	0.2052ms	4.8743 KOps/s	4.9371 KOps/s	$\color{#d91a1a}-1.27\%$
test_mod_wrap[compile-overhead]	2.1775ms	0.2019ms	4.9533 KOps/s	5.0552 KOps/s	$\color{#d91a1a}-2.02\%$
test_mod_wrap_and_backward[eager]	15.2559ms	12.0860ms	82.7401 Ops/s	84.1716 Ops/s	$\color{#d91a1a}-1.70\%$
test_mod_wrap_and_backward[compile]	12.7849ms	11.0617ms	90.4019 Ops/s	79.7100 Ops/s	$\textbf{\color{#35bf28}+13.41\%}$
test_mod_wrap_and_backward[compile-overhead]	16.6570ms	13.7658ms	72.6438 Ops/s	80.1235 Ops/s	$\textbf{\color{#d91a1a}-9.34\%}$
test_seq_add[eager]	0.2060ms	0.1022ms	9.7830 KOps/s	10.9897 KOps/s	$\textbf{\color{#d91a1a}-10.98\%}$
test_seq_add[compile]	0.1301ms	59.7009μs	16.7502 KOps/s	17.2070 KOps/s	$\color{#d91a1a}-2.65\%$
test_seq_add[compile-overhead]	0.1303ms	58.0787μs	17.2180 KOps/s	17.6799 KOps/s	$\color{#d91a1a}-2.61\%$
test_seq_wrap[eager]	0.7266ms	0.4059ms	2.4638 KOps/s	2.6247 KOps/s	$\textbf{\color{#d91a1a}-6.13\%}$
test_seq_wrap[compile]	0.3608ms	0.2271ms	4.4034 KOps/s	4.5584 KOps/s	$\color{#d91a1a}-3.40\%$
test_seq_wrap[compile-overhead]	0.4508ms	0.2261ms	4.4231 KOps/s	4.5013 KOps/s	$\color{#d91a1a}-1.74\%$
test_func_call_runtime[False-eager]	1.2951ms	0.5542ms	1.8043 KOps/s	1.8847 KOps/s	$\color{#d91a1a}-4.27\%$
test_func_call_runtime[False-compile]	0.8075ms	0.4288ms	2.3320 KOps/s	2.4159 KOps/s	$\color{#d91a1a}-3.47\%$
test_func_call_runtime[False-compile-overhead]	0.9341ms	0.4257ms	2.3489 KOps/s	2.4010 KOps/s	$\color{#d91a1a}-2.17\%$
test_func_call_runtime[True-eager]	1.2962ms	0.7649ms	1.3073 KOps/s	1.3360 KOps/s	$\color{#d91a1a}-2.15\%$
test_func_call_runtime[True-compile]	0.6129ms	0.4680ms	2.1369 KOps/s	2.2017 KOps/s	$\color{#d91a1a}-2.94\%$
test_func_call_runtime[True-compile-overhead]	0.7240ms	0.4644ms	2.1533 KOps/s	2.1759 KOps/s	$\color{#d91a1a}-1.04\%$
test_func_call_cm_runtime[False-eager]	0.7844ms	0.5485ms	1.8230 KOps/s	1.8909 KOps/s	$\color{#d91a1a}-3.59\%$
test_func_call_cm_runtime[False-compile]	0.5357ms	0.4248ms	2.3541 KOps/s	2.4140 KOps/s	$\color{#d91a1a}-2.48\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5335ms	0.4255ms	2.3504 KOps/s	2.4011 KOps/s	$\color{#d91a1a}-2.11\%$
test_func_call_cm_runtime[True-eager]	1.0895ms	0.8946ms	1.1178 KOps/s	1.1463 KOps/s	$\color{#d91a1a}-2.49\%$
test_func_call_cm_runtime[True-compile]	0.8773ms	0.4946ms	2.0220 KOps/s	2.0781 KOps/s	$\color{#d91a1a}-2.70\%$
test_func_call_cm_runtime[True-compile-overhead]	0.8579ms	0.4910ms	2.0367 KOps/s	2.0752 KOps/s	$\color{#d91a1a}-1.86\%$
test_vmap_func_call_cm_runtime[eager]	2.5576ms	1.8885ms	529.5116 Ops/s	535.9459 Ops/s	$\color{#d91a1a}-1.20\%$
test_vmap_func_call_cm_runtime[compile]	0.9208ms	0.5171ms	1.9340 KOps/s	1.9433 KOps/s	$\color{#d91a1a}-0.48\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.9938ms	0.5199ms	1.9235 KOps/s	1.9582 KOps/s	$\color{#d91a1a}-1.77\%$
test_distributed	0.2587ms	0.1261ms	7.9281 KOps/s	7.7970 KOps/s	$\color{#35bf28}+1.68\%$
test_tdmodule	83.1160μs	21.6752μs	46.1357 KOps/s	54.0843 KOps/s	$\textbf{\color{#d91a1a}-14.70\%}$
test_tdmodule_dispatch	60.7940μs	39.3361μs	25.4220 KOps/s	27.7407 KOps/s	$\textbf{\color{#d91a1a}-8.36\%}$
test_tdseq	49.6220μs	24.1157μs	41.4668 KOps/s	47.2016 KOps/s	$\textbf{\color{#d91a1a}-12.15\%}$
test_tdseq_dispatch	72.8160μs	44.4486μs	22.4979 KOps/s	24.2681 KOps/s	$\textbf{\color{#d91a1a}-7.29\%}$
test_instantiation_functorch	1.6723ms	1.5112ms	661.7476 Ops/s	661.0114 Ops/s	$\color{#35bf28}+0.11\%$
test_exec_functorch	0.3285ms	0.1804ms	5.5437 KOps/s	5.6221 KOps/s	$\color{#d91a1a}-1.39\%$
test_exec_functional_call	0.3686ms	0.1722ms	5.8060 KOps/s	5.8988 KOps/s	$\color{#d91a1a}-1.57\%$
test_exec_td_decorator	0.5969ms	0.2309ms	4.3308 KOps/s	4.4104 KOps/s	$\color{#d91a1a}-1.80\%$
test_vmap_mlp_speed_decorator[True-True]	0.9645ms	0.6286ms	1.5909 KOps/s	1.5992 KOps/s	$\color{#d91a1a}-0.52\%$
test_vmap_mlp_speed_decorator[True-False]	0.9793ms	0.6298ms	1.5879 KOps/s	1.5353 KOps/s	$\color{#35bf28}+3.43\%$
test_vmap_mlp_speed_decorator[False-True]	0.8715ms	0.5170ms	1.9344 KOps/s	1.9354 KOps/s	$\color{#d91a1a}-0.05\%$
test_vmap_mlp_speed_decorator[False-False]	0.8454ms	0.5153ms	1.9405 KOps/s	1.9084 KOps/s	$\color{#35bf28}+1.68\%$
test_to_module_speed[True]	1.6739ms	1.3017ms	768.2122 Ops/s	779.6275 Ops/s	$\color{#d91a1a}-1.46\%$
test_to_module_speed[False]	1.8726ms	1.2617ms	792.5538 Ops/s	800.6814 Ops/s	$\color{#d91a1a}-1.02\%$
test_tc_init	82.7850μs	43.2287μs	23.1328 KOps/s	22.5988 KOps/s	$\color{#35bf28}+2.36\%$
test_tc_init_nested	0.1413ms	86.6660μs	11.5385 KOps/s	11.5950 KOps/s	$\color{#d91a1a}-0.49\%$
test_tc_first_layer_tensor	40.1750μs	1.5249μs	655.7632 KOps/s	662.9040 KOps/s	$\color{#d91a1a}-1.08\%$
test_tc_first_layer_nontensor	33.9740μs	4.8412μs	206.5604 KOps/s	212.7714 KOps/s	$\color{#d91a1a}-2.92\%$
test_tc_second_layer_tensor	48.0900μs	2.8094μs	355.9426 KOps/s	349.0668 KOps/s	$\color{#35bf28}+1.97\%$
test_tc_second_layer_nontensor	32.8710μs	6.0532μs	165.2020 KOps/s	165.6716 KOps/s	$\color{#d91a1a}-0.28\%$
test_unbind	0.2313s	12.7459ms	78.4566 Ops/s	82.7458 Ops/s	$\textbf{\color{#d91a1a}-5.18\%}$
test_full_like	8.3245ms	7.5707ms	132.0883 Ops/s	133.4384 Ops/s	$\color{#d91a1a}-1.01\%$
test_zeros_like	3.6451ms	2.9382ms	340.3415 Ops/s	349.9355 Ops/s	$\color{#d91a1a}-2.74\%$
test_ones_like	3.8113ms	3.3310ms	300.2064 Ops/s	306.6540 Ops/s	$\color{#d91a1a}-2.10\%$
test_clone	6.4951ms	5.3274ms	187.7085 Ops/s	187.9645 Ops/s	$\color{#d91a1a}-0.14\%$
test_squeeze	60.8430μs	11.7130μs	85.3755 KOps/s	81.9014 KOps/s	$\color{#35bf28}+4.24\%$
test_unsqueeze	0.2498ms	89.2921μs	11.1992 KOps/s	11.4916 KOps/s	$\color{#d91a1a}-2.54\%$
test_split	0.4780ms	0.1919ms	5.2105 KOps/s	5.3186 KOps/s	$\color{#d91a1a}-2.03\%$
test_permute	0.3362ms	0.2151ms	4.6501 KOps/s	4.6358 KOps/s	$\color{#35bf28}+0.31\%$
test_stack	29.9206ms	25.2599ms	39.5885 Ops/s	39.5196 Ops/s	$\color{#35bf28}+0.17\%$
test_cat	28.2657ms	25.3406ms	39.4623 Ops/s	39.8864 Ops/s	$\color{#d91a1a}-1.06\%$

[github-actions]

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}5$. Worsened: $\large\color{#d91a1a}69$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	32.3510μs	11.0208μs	90.7371 KOps/s	102.6233 KOps/s	$\textbf{\color{#d91a1a}-11.58\%}$
test_plain_set_stack_nested	0.1271ms	11.0634μs	90.3884 KOps/s	102.5486 KOps/s	$\textbf{\color{#d91a1a}-11.86\%}$
test_plain_set_nested_inplace	68.6140μs	11.9400μs	83.7522 KOps/s	94.2056 KOps/s	$\textbf{\color{#d91a1a}-11.10\%}$
test_plain_set_stack_nested_inplace	40.5920μs	11.8576μs	84.3339 KOps/s	93.7387 KOps/s	$\textbf{\color{#d91a1a}-10.03\%}$
test_items	28.6510μs	2.8913μs	345.8629 KOps/s	340.2915 KOps/s	$\color{#35bf28}+1.64\%$
test_items_nested	0.4478ms	0.3573ms	2.7986 KOps/s	3.0722 KOps/s	$\textbf{\color{#d91a1a}-8.91\%}$
test_items_nested_locked	0.3838ms	0.3582ms	2.7918 KOps/s	3.0634 KOps/s	$\textbf{\color{#d91a1a}-8.87\%}$
test_items_nested_leaf	83.3440μs	57.8820μs	17.2765 KOps/s	17.1515 KOps/s	$\color{#35bf28}+0.73\%$
test_items_stack_nested	0.3812ms	0.3584ms	2.7903 KOps/s	3.0607 KOps/s	$\textbf{\color{#d91a1a}-8.83\%}$
test_items_stack_nested_leaf	91.6740μs	59.0671μs	16.9299 KOps/s	16.8616 KOps/s	$\color{#35bf28}+0.41\%$
test_items_stack_nested_locked	0.5298ms	0.3556ms	2.8123 KOps/s	3.0201 KOps/s	$\textbf{\color{#d91a1a}-6.88\%}$
test_keys	72.9930μs	3.5137μs	284.5985 KOps/s	285.7738 KOps/s	$\color{#d91a1a}-0.41\%$
test_keys_nested	0.1710ms	69.9501μs	14.2959 KOps/s	14.2231 KOps/s	$\color{#35bf28}+0.51\%$
test_keys_nested_locked	0.7832ms	76.8277μs	13.0161 KOps/s	13.2482 KOps/s	$\color{#d91a1a}-1.75\%$
test_keys_nested_leaf	0.2255ms	61.2667μs	16.3221 KOps/s	16.3226 KOps/s	$-0.00\%$
test_keys_stack_nested	0.2308ms	70.2784μs	14.2291 KOps/s	14.0253 KOps/s	$\color{#35bf28}+1.45\%$
test_keys_stack_nested_leaf	0.2455ms	60.9476μs	16.4076 KOps/s	16.0040 KOps/s	$\color{#35bf28}+2.52\%$
test_keys_stack_nested_locked	0.1212ms	75.5471μs	13.2368 KOps/s	13.0935 KOps/s	$\color{#35bf28}+1.09\%$
test_values	5.3202μs	0.8391μs	1.1918 MOps/s	1.1493 MOps/s	$\color{#35bf28}+3.69\%$
test_values_nested	63.2030μs	31.2955μs	31.9535 KOps/s	31.9626 KOps/s	$\color{#d91a1a}-0.03\%$
test_values_nested_locked	74.9440μs	33.0014μs	30.3018 KOps/s	30.4346 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_nested_leaf	60.7230μs	33.7843μs	29.5995 KOps/s	29.6392 KOps/s	$\color{#d91a1a}-0.13\%$
test_values_stack_nested	0.1536ms	31.7883μs	31.4581 KOps/s	31.6173 KOps/s	$\color{#d91a1a}-0.50\%$
test_values_stack_nested_leaf	60.3030μs	34.2071μs	29.2337 KOps/s	29.1413 KOps/s	$\color{#35bf28}+0.32\%$
test_values_stack_nested_locked	61.6130μs	33.1456μs	30.1699 KOps/s	29.9858 KOps/s	$\color{#35bf28}+0.61\%$
test_membership	2.1921μs	0.5076μs	1.9699 MOps/s	1.9741 MOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested	17.8860μs	2.0133μs	496.6973 KOps/s	516.8007 KOps/s	$\color{#d91a1a}-3.89\%$
test_membership_nested_leaf	15.4905μs	2.0045μs	498.8892 KOps/s	515.8343 KOps/s	$\color{#d91a1a}-3.28\%$
test_membership_stacked_nested	27.3910μs	2.1221μs	471.2354 KOps/s	494.9491 KOps/s	$\color{#d91a1a}-4.79\%$
test_membership_stacked_nested_leaf	32.5310μs	2.0890μs	478.7032 KOps/s	499.0756 KOps/s	$\color{#d91a1a}-4.08\%$
test_membership_nested_last	43.7220μs	2.9564μs	338.2494 KOps/s	357.5477 KOps/s	$\textbf{\color{#d91a1a}-5.40\%}$
test_membership_nested_leaf_last	29.1510μs	3.0137μs	331.8203 KOps/s	356.9817 KOps/s	$\textbf{\color{#d91a1a}-7.05\%}$
test_membership_stacked_nested_last	32.6220μs	7.9285μs	126.1272 KOps/s	349.2016 KOps/s	$\textbf{\color{#d91a1a}-63.88\%}$
test_membership_stacked_nested_leaf_last	0.1859ms	7.9129μs	126.3751 KOps/s	350.1396 KOps/s	$\textbf{\color{#d91a1a}-63.91\%}$
test_nested_getleaf	0.1751ms	6.1286μs	163.1685 KOps/s	165.8826 KOps/s	$\color{#d91a1a}-1.64\%$
test_nested_get	28.4810μs	5.8110μs	172.0866 KOps/s	174.3789 KOps/s	$\color{#d91a1a}-1.31\%$
test_stacked_getleaf	26.9610μs	6.1527μs	162.5290 KOps/s	166.3464 KOps/s	$\color{#d91a1a}-2.29\%$
test_stacked_get	0.1700ms	5.8403μs	171.2240 KOps/s	177.3222 KOps/s	$\color{#d91a1a}-3.44\%$
test_nested_getitemleaf	27.1910μs	6.2457μs	160.1110 KOps/s	164.1864 KOps/s	$\color{#d91a1a}-2.48\%$
test_nested_getitem	0.2004ms	5.9281μs	168.6893 KOps/s	173.0667 KOps/s	$\color{#d91a1a}-2.53\%$
test_stacked_getitemleaf	35.1520μs	6.2730μs	159.4146 KOps/s	164.0452 KOps/s	$\color{#d91a1a}-2.82\%$
test_stacked_getitem	36.2710μs	5.9144μs	169.0790 KOps/s	174.6795 KOps/s	$\color{#d91a1a}-3.21\%$
test_lock_nested	0.7289ms	0.3688ms	2.7117 KOps/s	2.7244 KOps/s	$\color{#d91a1a}-0.47\%$
test_lock_stack_nested	0.4610ms	0.3323ms	3.0089 KOps/s	3.0111 KOps/s	$\color{#d91a1a}-0.07\%$
test_unlock_nested	0.5943ms	0.3060ms	3.2682 KOps/s	3.3003 KOps/s	$\color{#d91a1a}-0.97\%$
test_unlock_stack_nested	0.3951ms	0.2710ms	3.6907 KOps/s	3.7013 KOps/s	$\color{#d91a1a}-0.29\%$
test_flatten_speed	0.1098ms	74.0892μs	13.4972 KOps/s	13.7955 KOps/s	$\color{#d91a1a}-2.16\%$
test_unflatten_speed	0.3991ms	0.3052ms	3.2761 KOps/s	3.4313 KOps/s	$\color{#d91a1a}-4.52\%$
test_common_ops	1.5938ms	0.6274ms	1.5939 KOps/s	1.8176 KOps/s	$\textbf{\color{#d91a1a}-12.31\%}$
test_creation	0.1822ms	1.4954μs	668.7046 KOps/s	673.2649 KOps/s	$\color{#d91a1a}-0.68\%$
test_creation_empty	40.9820μs	8.2006μs	121.9429 KOps/s	172.4207 KOps/s	$\textbf{\color{#d91a1a}-29.28\%}$
test_creation_nested_1	30.1110μs	9.7786μs	102.2645 KOps/s	136.5522 KOps/s	$\textbf{\color{#d91a1a}-25.11\%}$
test_creation_nested_2	35.0620μs	12.4100μs	80.5804 KOps/s	102.3451 KOps/s	$\textbf{\color{#d91a1a}-21.27\%}$
test_clone	0.1635ms	11.2751μs	88.6913 KOps/s	95.5740 KOps/s	$\textbf{\color{#d91a1a}-7.20\%}$
test_getitem[int]	1.9469ms	11.0981μs	90.1058 KOps/s	95.4690 KOps/s	$\textbf{\color{#d91a1a}-5.62\%}$
test_getitem[slice_int]	0.2232ms	21.8159μs	45.8380 KOps/s	50.1014 KOps/s	$\textbf{\color{#d91a1a}-8.51\%}$
test_getitem[range]	0.1663ms	39.7811μs	25.1376 KOps/s	26.1824 KOps/s	$\color{#d91a1a}-3.99\%$
test_getitem[tuple]	0.1902ms	18.5145μs	54.0116 KOps/s	56.8233 KOps/s	$\color{#d91a1a}-4.95\%$
test_getitem[list]	0.3095ms	34.8243μs	28.7156 KOps/s	29.9197 KOps/s	$\color{#d91a1a}-4.02\%$
test_setitem_dim[int]	39.3220μs	20.0882μs	49.7804 KOps/s	53.6439 KOps/s	$\textbf{\color{#d91a1a}-7.20\%}$
test_setitem_dim[slice_int]	78.3140μs	39.5848μs	25.2622 KOps/s	26.6444 KOps/s	$\textbf{\color{#d91a1a}-5.19\%}$
test_setitem_dim[range]	0.1833ms	55.8060μs	17.9192 KOps/s	18.8774 KOps/s	$\textbf{\color{#d91a1a}-5.08\%}$
test_setitem_dim[tuple]	53.8020μs	33.7860μs	29.5981 KOps/s	31.4656 KOps/s	$\textbf{\color{#d91a1a}-5.94\%}$
test_setitem	0.1222ms	15.9524μs	62.6865 KOps/s	72.6510 KOps/s	$\textbf{\color{#d91a1a}-13.72\%}$
test_set	0.1910ms	15.3697μs	65.0632 KOps/s	76.9461 KOps/s	$\textbf{\color{#d91a1a}-15.44\%}$
test_set_shared	1.6234ms	0.1490ms	6.7131 KOps/s	6.8546 KOps/s	$\color{#d91a1a}-2.06\%$
test_update	0.3624ms	18.5618μs	53.8740 KOps/s	67.1948 KOps/s	$\textbf{\color{#d91a1a}-19.82\%}$
test_update_nested	0.1520ms	23.5323μs	42.4947 KOps/s	51.4879 KOps/s	$\textbf{\color{#d91a1a}-17.47\%}$
test_update__nested	0.7078ms	25.3117μs	39.5074 KOps/s	39.8918 KOps/s	$\color{#d91a1a}-0.96\%$
test_set_nested	0.1517ms	16.6798μs	59.9529 KOps/s	70.3483 KOps/s	$\textbf{\color{#d91a1a}-14.78\%}$
test_set_nested_new	0.1681ms	18.7669μs	53.2853 KOps/s	61.4704 KOps/s	$\textbf{\color{#d91a1a}-13.32\%}$
test_select	0.1646ms	31.0731μs	32.1822 KOps/s	35.1610 KOps/s	$\textbf{\color{#d91a1a}-8.47\%}$
test_select_nested	73.1640μs	41.7137μs	23.9729 KOps/s	24.0101 KOps/s	$\color{#d91a1a}-0.15\%$
test_exclude_nested	0.1620ms	62.1346μs	16.0941 KOps/s	16.9019 KOps/s	$\color{#d91a1a}-4.78\%$
test_empty[True]	0.3274ms	0.2759ms	3.6248 KOps/s	3.9263 KOps/s	$\textbf{\color{#d91a1a}-7.68\%}$
test_empty[False]	3.1981μs	0.7509μs	1.3317 MOps/s	1.3607 MOps/s	$\color{#d91a1a}-2.14\%$
test_to	92.0240μs	56.4114μs	17.7269 KOps/s	18.1960 KOps/s	$\color{#d91a1a}-2.58\%$
test_to_nonblocking	0.1929ms	46.9142μs	21.3155 KOps/s	22.2775 KOps/s	$\color{#d91a1a}-4.32\%$
test_unbind_speed	0.2673ms	0.2347ms	4.2608 KOps/s	4.3954 KOps/s	$\color{#d91a1a}-3.06\%$
test_unbind_speed_stack0	0.2757ms	0.2290ms	4.3668 KOps/s	4.3492 KOps/s	$\color{#35bf28}+0.41\%$
test_unbind_speed_stack1	96.4313ms	0.6442ms	1.5523 KOps/s	1.5446 KOps/s	$\color{#35bf28}+0.50\%$
test_split	97.1829ms	1.6410ms	609.3884 Ops/s	643.5567 Ops/s	$\textbf{\color{#d91a1a}-5.31\%}$
test_chunk	0.1059s	1.6439ms	608.2934 Ops/s	582.2561 Ops/s	$\color{#35bf28}+4.47\%$
test_consolidate[False-None]	0.1001s	2.8531ms	350.4924 Ops/s	383.4670 Ops/s	$\textbf{\color{#d91a1a}-8.60\%}$
test_consolidate[default-None]	2.1777ms	1.8406ms	543.2865 Ops/s	596.8840 Ops/s	$\textbf{\color{#d91a1a}-8.98\%}$
test_consolidate[reduce-overhead-None]	1.9075ms	1.7753ms	563.2969 Ops/s	579.6660 Ops/s	$\color{#d91a1a}-2.82\%$
test_consolidate_njt[False-None]	7.0175ms	6.5847ms	151.8683 Ops/s	151.0358 Ops/s	$\color{#35bf28}+0.55\%$
test_to[False-False-None]	1.9468ms	1.7026ms	587.3289 Ops/s	597.0286 Ops/s	$\color{#d91a1a}-1.62\%$
test_to[True-False-None]	1.6018ms	1.3465ms	742.6737 Ops/s	763.7735 Ops/s	$\color{#d91a1a}-2.76\%$
test_to[within-False-None]	4.2642ms	4.0541ms	246.6619 Ops/s	250.5716 Ops/s	$\color{#d91a1a}-1.56\%$
test_to[True-default-None]	5.6504ms	5.2596ms	190.1284 Ops/s	196.6031 Ops/s	$\color{#d91a1a}-3.29\%$
test_to_njt[False-False-None]	7.3854ms	7.0404ms	142.0371 Ops/s	143.4402 Ops/s	$\color{#d91a1a}-0.98\%$
test_to_njt[True-False-None]	5.8243ms	5.5613ms	179.8150 Ops/s	182.0736 Ops/s	$\color{#d91a1a}-1.24\%$
test_to_njt[within-False-None]	12.6459ms	12.4266ms	80.4724 Ops/s	81.1961 Ops/s	$\color{#d91a1a}-0.89\%$
test_creation[device0]	0.6413ms	80.6248μs	12.4031 KOps/s	12.4965 KOps/s	$\color{#d91a1a}-0.75\%$
test_creation_from_tensor	0.7169ms	83.4966μs	11.9765 KOps/s	12.0180 KOps/s	$\color{#d91a1a}-0.34\%$
test_add_one[memmap_tensor0]	0.3135ms	7.3387μs	136.2637 KOps/s	143.9797 KOps/s	$\textbf{\color{#d91a1a}-5.36\%}$
test_contiguous[memmap_tensor0]	1.7886μs	0.4091μs	2.4444 MOps/s	2.4409 MOps/s	$\color{#35bf28}+0.14\%$
test_stack[memmap_tensor0]	44.4230μs	4.7195μs	211.8874 KOps/s	227.7469 KOps/s	$\textbf{\color{#d91a1a}-6.96\%}$
test_memmaptd_index	1.6763ms	0.2553ms	3.9167 KOps/s	4.0542 KOps/s	$\color{#d91a1a}-3.39\%$
test_memmaptd_index_astensor	0.5845ms	0.3154ms	3.1707 KOps/s	3.2787 KOps/s	$\color{#d91a1a}-3.29\%$
test_memmaptd_index_op	1.0549ms	0.6092ms	1.6414 KOps/s	1.7783 KOps/s	$\textbf{\color{#d91a1a}-7.70\%}$
test_serialize_model	0.1333s	0.1316s	7.5972 Ops/s	7.6228 Ops/s	$\color{#d91a1a}-0.34\%$
test_serialize_model_pickle	1.3476s	1.2190s	0.8204 Ops/s	0.8440 Ops/s	$\color{#d91a1a}-2.80\%$
test_serialize_weights	0.4438s	0.1752s	5.7068 Ops/s	7.7231 Ops/s	$\textbf{\color{#d91a1a}-26.11\%}$
test_serialize_weights_returnearly	0.3608s	55.3662ms	18.0615 Ops/s	13.9720 Ops/s	$\textbf{\color{#35bf28}+29.27\%}$
test_serialize_weights_pickle	1.3659s	1.2213s	0.8188 Ops/s	0.8374 Ops/s	$\color{#d91a1a}-2.22\%$
test_reshape_pytree	43.6520μs	22.3801μs	44.6825 KOps/s	44.1551 KOps/s	$\color{#35bf28}+1.19\%$
test_reshape_td	0.1383ms	28.0113μs	35.6999 KOps/s	36.9193 KOps/s	$\color{#d91a1a}-3.30\%$
test_view_pytree	0.2149ms	22.1816μs	45.0823 KOps/s	44.7668 KOps/s	$\color{#35bf28}+0.70\%$
test_view_td	0.1242ms	30.5297μs	32.7550 KOps/s	32.7994 KOps/s	$\color{#d91a1a}-0.14\%$
test_unbind_pytree	0.1375ms	28.1553μs	35.5173 KOps/s	35.6106 KOps/s	$\color{#d91a1a}-0.26\%$
test_unbind_td	0.7492ms	37.8533μs	26.4178 KOps/s	27.6365 KOps/s	$\color{#d91a1a}-4.41\%$
test_split_pytree	0.1611ms	30.1535μs	33.1636 KOps/s	32.0652 KOps/s	$\color{#35bf28}+3.43\%$
test_split_td	1.0475ms	39.2681μs	25.4659 KOps/s	26.4282 KOps/s	$\color{#d91a1a}-3.64\%$
test_add_pytree	0.1835ms	37.0414μs	26.9968 KOps/s	28.9662 KOps/s	$\textbf{\color{#d91a1a}-6.80\%}$
test_add_td	0.1956ms	51.9011μs	19.2674 KOps/s	23.1996 KOps/s	$\textbf{\color{#d91a1a}-16.95\%}$
test_compile_add_one_nested[tensordict-compile]	0.2742ms	0.1240ms	8.0677 KOps/s	7.9956 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_add_one_nested[tensordict-eager]	0.3425ms	0.1254ms	7.9766 KOps/s	7.9573 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_add_one_nested[pytree-compile]	0.2425ms	97.2560μs	10.2821 KOps/s	10.1826 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_nested[pytree-eager]	0.3076ms	0.1544ms	6.4779 KOps/s	6.5578 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_copy_nested[tensordict-compile]	0.1663ms	22.3462μs	44.7503 KOps/s	43.8703 KOps/s	$\color{#35bf28}+2.01\%$
test_compile_copy_nested[tensordict-eager]	0.1513ms	26.7986μs	37.3154 KOps/s	36.8164 KOps/s	$\color{#35bf28}+1.36\%$
test_compile_copy_nested[pytree-compile]	0.4521ms	65.2094μs	15.3352 KOps/s	15.2593 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_copy_nested[pytree-eager]	79.4440μs	49.6151μs	20.1552 KOps/s	19.9495 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_one_flat[tensordict-compile]	0.2959ms	0.1441ms	6.9414 KOps/s	6.8805 KOps/s	$\color{#35bf28}+0.88\%$
test_compile_add_one_flat[tensordict-eager]	0.3555ms	0.2070ms	4.8313 KOps/s	4.8420 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_add_one_flat[tensorclass-compile]	0.2551ms	0.1006ms	9.9355 KOps/s	10.0703 KOps/s	$\color{#d91a1a}-1.34\%$
test_compile_add_one_flat[tensorclass-eager]	0.2542ms	53.4296μs	18.7162 KOps/s	19.1145 KOps/s	$\color{#d91a1a}-2.08\%$
test_compile_add_one_flat[pytree-compile]	0.3335ms	0.1392ms	7.1813 KOps/s	7.2231 KOps/s	$\color{#d91a1a}-0.58\%$
test_compile_add_one_flat[pytree-eager]	0.7150ms	0.5328ms	1.8768 KOps/s	1.9796 KOps/s	$\textbf{\color{#d91a1a}-5.19\%}$
test_compile_add_self_flat[tensordict-eager]	0.4305ms	0.2467ms	4.0530 KOps/s	4.0909 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_add_self_flat[tensordict-compile]	0.2899ms	0.1461ms	6.8454 KOps/s	6.9127 KOps/s	$\color{#d91a1a}-0.97\%$
test_compile_add_self_flat[tensorclass-eager]	0.2250ms	64.2807μs	15.5568 KOps/s	16.0065 KOps/s	$\color{#d91a1a}-2.81\%$
test_compile_add_self_flat[tensorclass-compile]	0.2477ms	0.1022ms	9.7874 KOps/s	10.0197 KOps/s	$\color{#d91a1a}-2.32\%$
test_compile_add_self_flat[pytree-eager]	0.5784ms	0.4263ms	2.3460 KOps/s	2.3750 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_add_self_flat[pytree-compile]	0.2787ms	0.1395ms	7.1666 KOps/s	7.2781 KOps/s	$\color{#d91a1a}-1.53\%$
test_compile_copy_flat[tensordict-compile]	0.1695ms	19.8052μs	50.4918 KOps/s	55.2374 KOps/s	$\textbf{\color{#d91a1a}-8.59\%}$
test_compile_copy_flat[tensordict-eager]	0.1384ms	26.2679μs	38.0693 KOps/s	37.6753 KOps/s	$\color{#35bf28}+1.05\%$
test_compile_copy_flat[pytree-compile]	0.1410ms	70.0008μs	14.2856 KOps/s	14.1028 KOps/s	$\color{#35bf28}+1.30\%$
test_compile_copy_flat[pytree-eager]	81.5440μs	52.4496μs	19.0659 KOps/s	19.2475 KOps/s	$\color{#d91a1a}-0.94\%$
test_compile_assign_and_add[tensordict-compile]	1.6980ms	0.4595ms	2.1764 KOps/s	2.2117 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_assign_and_add[tensordict-eager]	3.1529ms	2.7487ms	363.8079 Ops/s	389.4260 Ops/s	$\textbf{\color{#d91a1a}-6.58\%}$
test_compile_assign_and_add[pytree-compile]	1.5907ms	0.4324ms	2.3124 KOps/s	2.2273 KOps/s	$\color{#35bf28}+3.82\%$
test_compile_assign_and_add[pytree-eager]	3.4803ms	2.8905ms	345.9572 Ops/s	373.2112 Ops/s	$\textbf{\color{#d91a1a}-7.30\%}$
test_compile_indexing[tensor-tensordict-compile]	0.5057ms	0.1229ms	8.1397 KOps/s	8.6449 KOps/s	$\textbf{\color{#d91a1a}-5.84\%}$
test_compile_indexing[tensor-tensordict-eager]	0.5817ms	85.3586μs	11.7153 KOps/s	11.9090 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[tensor-tensorclass-compile]	0.3198ms	0.1167ms	8.5677 KOps/s	8.9240 KOps/s	$\color{#d91a1a}-3.99\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2897ms	77.2752μs	12.9408 KOps/s	14.0026 KOps/s	$\textbf{\color{#d91a1a}-7.58\%}$
test_compile_indexing[tensor-pytree-compile]	0.3490ms	0.1150ms	8.6981 KOps/s	8.8835 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_indexing[tensor-pytree-eager]	0.2868ms	75.5755μs	13.2318 KOps/s	14.2393 KOps/s	$\textbf{\color{#d91a1a}-7.08\%}$
test_compile_indexing[slice-tensordict-compile]	0.3112ms	0.1101ms	9.0821 KOps/s	9.2675 KOps/s	$\color{#d91a1a}-2.00\%$
test_compile_indexing[slice-tensordict-eager]	0.1798ms	18.4063μs	54.3292 KOps/s	58.5195 KOps/s	$\textbf{\color{#d91a1a}-7.16\%}$
test_compile_indexing[slice-tensorclass-compile]	0.2951ms	0.1039ms	9.6224 KOps/s	10.3028 KOps/s	$\textbf{\color{#d91a1a}-6.60\%}$
test_compile_indexing[slice-tensorclass-eager]	0.2049ms	16.5530μs	60.4122 KOps/s	64.4570 KOps/s	$\textbf{\color{#d91a1a}-6.28\%}$
test_compile_indexing[slice-pytree-compile]	0.2957ms	0.1059ms	9.4464 KOps/s	10.1587 KOps/s	$\textbf{\color{#d91a1a}-7.01\%}$
test_compile_indexing[slice-pytree-eager]	0.1266ms	16.5904μs	60.2757 KOps/s	62.0362 KOps/s	$\color{#d91a1a}-2.84\%$
test_compile_indexing[int-tensordict-compile]	0.3031ms	0.1123ms	8.9067 KOps/s	9.6922 KOps/s	$\textbf{\color{#d91a1a}-8.10\%}$
test_compile_indexing[int-tensordict-eager]	0.6428ms	17.9412μs	55.7375 KOps/s	60.4074 KOps/s	$\textbf{\color{#d91a1a}-7.73\%}$
test_compile_indexing[int-tensorclass-compile]	0.2822ms	0.1050ms	9.5270 KOps/s	10.1207 KOps/s	$\textbf{\color{#d91a1a}-5.87\%}$
test_compile_indexing[int-tensorclass-eager]	0.1801ms	16.4586μs	60.7585 KOps/s	63.9174 KOps/s	$\color{#d91a1a}-4.94\%$
test_compile_indexing[int-pytree-compile]	0.2506ms	98.9899μs	10.1020 KOps/s	9.6624 KOps/s	$\color{#35bf28}+4.55\%$
test_compile_indexing[int-pytree-eager]	89.7740μs	16.3562μs	61.1388 KOps/s	64.4265 KOps/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_mod_add[eager]	0.1886ms	38.0288μs	26.2959 KOps/s	29.1649 KOps/s	$\textbf{\color{#d91a1a}-9.84\%}$
test_mod_add[compile]	0.3000ms	84.2434μs	11.8704 KOps/s	12.3034 KOps/s	$\color{#d91a1a}-3.52\%$
test_mod_add[compile-overhead]	0.3297ms	0.1706ms	5.8626 KOps/s	5.5799 KOps/s	$\textbf{\color{#35bf28}+5.07\%}$
test_mod_wrap[eager]	0.4087ms	0.2542ms	3.9343 KOps/s	3.9421 KOps/s	$\color{#d91a1a}-0.20\%$
test_mod_wrap[compile]	0.4957ms	0.3039ms	3.2903 KOps/s	3.3132 KOps/s	$\color{#d91a1a}-0.69\%$
test_mod_wrap[compile-overhead]	7.3821ms	3.7932ms	263.6262 Ops/s	263.3723 Ops/s	$\color{#35bf28}+0.10\%$
test_mod_wrap_and_backward[eager]	1.6639ms	1.3813ms	723.9353 Ops/s	689.4583 Ops/s	$\textbf{\color{#35bf28}+5.00\%}$
test_mod_wrap_and_backward[compile]	1.6468ms	1.3056ms	765.9194 Ops/s	720.6396 Ops/s	$\textbf{\color{#35bf28}+6.28\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3759ms	0.9417ms	1.0619 KOps/s	948.4177 Ops/s	$\textbf{\color{#35bf28}+11.97\%}$
test_seq_add[eager]	0.2902ms	0.1135ms	8.8110 KOps/s	10.2908 KOps/s	$\textbf{\color{#d91a1a}-14.38\%}$
test_seq_add[compile]	0.2700ms	90.0464μs	11.1054 KOps/s	10.6914 KOps/s	$\color{#35bf28}+3.87\%$
test_seq_add[compile-overhead]	0.2796ms	0.1317ms	7.5922 KOps/s	7.4414 KOps/s	$\color{#35bf28}+2.03\%$
test_seq_wrap[eager]	0.6132ms	0.4324ms	2.3129 KOps/s	2.5486 KOps/s	$\textbf{\color{#d91a1a}-9.25\%}$
test_seq_wrap[compile]	0.5022ms	0.3192ms	3.1325 KOps/s	3.0991 KOps/s	$\color{#35bf28}+1.08\%$
test_seq_wrap[compile-overhead]	0.4072ms	0.2261ms	4.4226 KOps/s	4.3835 KOps/s	$\color{#35bf28}+0.89\%$
test_func_call_runtime[False-eager]	0.9685ms	0.7764ms	1.2881 KOps/s	1.3058 KOps/s	$\color{#d91a1a}-1.36\%$
test_func_call_runtime[False-compile]	0.9469ms	0.7650ms	1.3071 KOps/s	1.3148 KOps/s	$\color{#d91a1a}-0.58\%$
test_func_call_runtime[False-compile-overhead]	0.5149ms	0.3679ms	2.7184 KOps/s	2.7238 KOps/s	$\color{#d91a1a}-0.20\%$
test_func_call_runtime[True-eager]	1.0742ms	0.9205ms	1.0864 KOps/s	1.0834 KOps/s	$\color{#35bf28}+0.27\%$
test_func_call_runtime[True-compile]	0.9608ms	0.7860ms	1.2723 KOps/s	1.2935 KOps/s	$\color{#d91a1a}-1.63\%$
test_func_call_runtime[True-compile-overhead]	0.5306ms	0.3888ms	2.5723 KOps/s	2.5724 KOps/s	$-0.00\%$
test_func_call_cm_runtime[False-eager]	0.8997ms	0.7514ms	1.3309 KOps/s	1.3331 KOps/s	$\color{#d91a1a}-0.17\%$
test_func_call_cm_runtime[False-compile]	0.9295ms	0.7695ms	1.2995 KOps/s	1.2558 KOps/s	$\color{#35bf28}+3.49\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5075ms	0.3690ms	2.7100 KOps/s	2.7069 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_cm_runtime[True-eager]	1.1619ms	1.0077ms	992.3572 Ops/s	992.0077 Ops/s	$\color{#35bf28}+0.04\%$
test_func_call_cm_runtime[True-compile]	0.9876ms	0.8163ms	1.2250 KOps/s	1.2333 KOps/s	$\color{#d91a1a}-0.67\%$
test_func_call_cm_runtime[True-compile-overhead]	0.5563ms	0.4160ms	2.4037 KOps/s	2.4161 KOps/s	$\color{#d91a1a}-0.51\%$
test_vmap_func_call_cm_runtime[eager]	2.5642ms	2.0965ms	476.9956 Ops/s	475.1750 Ops/s	$\color{#35bf28}+0.38\%$
test_vmap_func_call_cm_runtime[compile]	0.9825ms	0.8266ms	1.2098 KOps/s	1.2174 KOps/s	$\color{#d91a1a}-0.63\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5557ms	0.4146ms	2.4118 KOps/s	2.3938 KOps/s	$\color{#35bf28}+0.75\%$
test_distributed	2.6069ms	0.2101ms	4.7587 KOps/s	8.7162 KOps/s	$\textbf{\color{#d91a1a}-45.40\%}$
test_tdmodule	88.6540μs	19.0874μs	52.3905 KOps/s	70.3082 KOps/s	$\textbf{\color{#d91a1a}-25.48\%}$
test_tdmodule_dispatch	0.1352ms	35.6627μs	28.0405 KOps/s	36.5878 KOps/s	$\textbf{\color{#d91a1a}-23.36\%}$
test_tdseq	55.5430μs	19.5942μs	51.0354 KOps/s	71.7430 KOps/s	$\textbf{\color{#d91a1a}-28.86\%}$
test_tdseq_dispatch	56.7920μs	36.8622μs	27.1281 KOps/s	34.0130 KOps/s	$\textbf{\color{#d91a1a}-20.24\%}$
test_instantiation_functorch	1.7842ms	1.5800ms	632.8971 Ops/s	633.6815 Ops/s	$\color{#d91a1a}-0.12\%$
test_exec_functorch	0.1914ms	0.1499ms	6.6733 KOps/s	6.8751 KOps/s	$\color{#d91a1a}-2.94\%$
test_exec_functional_call	0.2568ms	0.1493ms	6.6982 KOps/s	7.1441 KOps/s	$\textbf{\color{#d91a1a}-6.24\%}$
test_exec_td_decorator	0.4089ms	0.1987ms	5.0337 KOps/s	5.4635 KOps/s	$\textbf{\color{#d91a1a}-7.87\%}$
test_vmap_mlp_speed_decorator[True-True]	0.9322ms	0.7265ms	1.3764 KOps/s	1.4767 KOps/s	$\textbf{\color{#d91a1a}-6.79\%}$
test_vmap_mlp_speed_decorator[True-False]	5.9392ms	0.6969ms	1.4350 KOps/s	1.4758 KOps/s	$\color{#d91a1a}-2.76\%$
test_vmap_mlp_speed_decorator[False-True]	0.8532ms	0.6238ms	1.6031 KOps/s	1.6760 KOps/s	$\color{#d91a1a}-4.35\%$
test_vmap_mlp_speed_decorator[False-False]	0.8163ms	0.6319ms	1.5825 KOps/s	1.6714 KOps/s	$\textbf{\color{#d91a1a}-5.32\%}$
test_vmap_transformer_speed_decorator[True-True]	20.5156ms	19.5019ms	51.2772 Ops/s	52.0163 Ops/s	$\color{#d91a1a}-1.42\%$
test_vmap_transformer_speed_decorator[True-False]	19.8522ms	19.4626ms	51.3806 Ops/s	52.0076 Ops/s	$\color{#d91a1a}-1.21\%$
test_vmap_transformer_speed_decorator[False-True]	19.5639ms	19.2838ms	51.8571 Ops/s	52.5710 Ops/s	$\color{#d91a1a}-1.36\%$
test_vmap_transformer_speed_decorator[False-False]	19.5646ms	19.2974ms	51.8204 Ops/s	52.3909 Ops/s	$\color{#d91a1a}-1.09\%$
test_to_module_speed[True]	2.2049ms	0.9396ms	1.0643 KOps/s	1.0741 KOps/s	$\color{#d91a1a}-0.92\%$
test_to_module_speed[False]	1.0227ms	0.9205ms	1.0864 KOps/s	1.0933 KOps/s	$\color{#d91a1a}-0.63\%$
test_tc_init	0.1704ms	36.7765μs	27.1913 KOps/s	31.1243 KOps/s	$\textbf{\color{#d91a1a}-12.64\%}$
test_tc_init_nested	0.1982ms	74.9199μs	13.3476 KOps/s	15.4809 KOps/s	$\textbf{\color{#d91a1a}-13.78\%}$
test_tc_first_layer_tensor	5.7474μs	0.6963μs	1.4363 MOps/s	1.4214 MOps/s	$\color{#35bf28}+1.04\%$
test_tc_first_layer_nontensor	22.5520μs	2.3363μs	428.0364 KOps/s	433.6499 KOps/s	$\color{#d91a1a}-1.29\%$
test_tc_second_layer_tensor	7.9855μs	1.4339μs	697.3783 KOps/s	698.0164 KOps/s	$\color{#d91a1a}-0.09\%$
test_tc_second_layer_nontensor	27.2510μs	3.0419μs	328.7457 KOps/s	324.3498 KOps/s	$\color{#35bf28}+1.36\%$
test_unbind	6.8538ms	6.6274ms	150.8894 Ops/s	149.4326 Ops/s	$\color{#35bf28}+0.97\%$
test_full_like	12.3394ms	10.0736ms	99.2694 Ops/s	95.5097 Ops/s	$\color{#35bf28}+3.94\%$
test_zeros_like	5.4689ms	4.4794ms	223.2417 Ops/s	223.9305 Ops/s	$\color{#d91a1a}-0.31\%$
test_ones_like	5.4531ms	4.5296ms	220.7699 Ops/s	219.5411 Ops/s	$\color{#35bf28}+0.56\%$
test_clone	8.5756ms	7.1977ms	138.9334 Ops/s	139.1438 Ops/s	$\color{#d91a1a}-0.15\%$
test_squeeze	81.5040μs	9.0951μs	109.9490 KOps/s	106.0246 KOps/s	$\color{#35bf28}+3.70\%$
test_unsqueeze	0.1800ms	70.2594μs	14.2330 KOps/s	14.0553 KOps/s	$\color{#35bf28}+1.26\%$
test_split	0.2905ms	0.1580ms	6.3281 KOps/s	6.2797 KOps/s	$\color{#35bf28}+0.77\%$
test_permute	0.3722ms	0.1824ms	5.4838 KOps/s	5.5752 KOps/s	$\color{#d91a1a}-1.64\%$
test_stack	53.2498ms	52.1037ms	19.1925 Ops/s	19.2064 Ops/s	$\color{#d91a1a}-0.07\%$
test_cat	53.7446ms	51.8667ms	19.2802 Ops/s	19.1905 Ops/s	$\color{#35bf28}+0.47\%$