[BugFix] Add nullbyte in memmap files to make fbcode happy

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	47.5180μs	20.4252μs	48.9591 KOps/s	49.1269 KOps/s	$\color{#d91a1a}-0.34\%$
test_plain_set_stack_nested	44.4330μs	20.2615μs	49.3547 KOps/s	48.2675 KOps/s	$\color{#35bf28}+2.25\%$
test_plain_set_nested_inplace	0.2770ms	22.4885μs	44.4672 KOps/s	44.2703 KOps/s	$\color{#35bf28}+0.44\%$
test_plain_set_stack_nested_inplace	55.1820μs	22.1829μs	45.0798 KOps/s	45.0476 KOps/s	$\color{#35bf28}+0.07\%$
test_items	33.1020μs	2.6106μs	383.0575 KOps/s	379.8742 KOps/s	$\color{#35bf28}+0.84\%$
test_items_nested	0.4596ms	0.3373ms	2.9651 KOps/s	2.9498 KOps/s	$\color{#35bf28}+0.52\%$
test_items_nested_locked	2.1734ms	0.3401ms	2.9400 KOps/s	2.9596 KOps/s	$\color{#d91a1a}-0.66\%$
test_items_nested_leaf	0.1455ms	82.9099μs	12.0613 KOps/s	11.4838 KOps/s	$\textbf{\color{#35bf28}+5.03\%}$
test_items_stack_nested	0.5554ms	0.3390ms	2.9495 KOps/s	2.9340 KOps/s	$\color{#35bf28}+0.53\%$
test_items_stack_nested_leaf	0.1630ms	82.9109μs	12.0611 KOps/s	11.2692 KOps/s	$\textbf{\color{#35bf28}+7.03\%}$
test_items_stack_nested_locked	0.4829ms	0.3370ms	2.9676 KOps/s	2.9039 KOps/s	$\color{#35bf28}+2.19\%$
test_keys	30.0870μs	3.9391μs	253.8623 KOps/s	253.6656 KOps/s	$\color{#35bf28}+0.08\%$
test_keys_nested	0.2424ms	0.1438ms	6.9520 KOps/s	6.8745 KOps/s	$\color{#35bf28}+1.13\%$
test_keys_nested_locked	0.6685ms	0.1484ms	6.7383 KOps/s	6.6169 KOps/s	$\color{#35bf28}+1.83\%$
test_keys_nested_leaf	0.2054ms	0.1235ms	8.0988 KOps/s	8.0410 KOps/s	$\color{#35bf28}+0.72\%$
test_keys_stack_nested	0.2069ms	0.1418ms	7.0507 KOps/s	6.8822 KOps/s	$\color{#35bf28}+2.45\%$
test_keys_stack_nested_leaf	0.2381ms	0.1221ms	8.1900 KOps/s	8.0496 KOps/s	$\color{#35bf28}+1.74\%$
test_keys_stack_nested_locked	0.2563ms	0.1481ms	6.7539 KOps/s	6.6314 KOps/s	$\color{#35bf28}+1.85\%$
test_values	5.9538μs	1.3351μs	749.0208 KOps/s	753.8268 KOps/s	$\color{#d91a1a}-0.64\%$
test_values_nested	0.1289ms	49.2112μs	20.3206 KOps/s	19.6692 KOps/s	$\color{#35bf28}+3.31\%$
test_values_nested_locked	91.2390μs	49.4623μs	20.2174 KOps/s	19.7492 KOps/s	$\color{#35bf28}+2.37\%$
test_values_nested_leaf	88.8460μs	43.9368μs	22.7599 KOps/s	22.0577 KOps/s	$\color{#35bf28}+3.18\%$
test_values_stack_nested	98.0430μs	49.3352μs	20.2695 KOps/s	18.9223 KOps/s	$\textbf{\color{#35bf28}+7.12\%}$
test_values_stack_nested_leaf	90.1880μs	44.3762μs	22.5346 KOps/s	21.9465 KOps/s	$\color{#35bf28}+2.68\%$
test_values_stack_nested_locked	98.3530μs	49.3106μs	20.2796 KOps/s	19.4930 KOps/s	$\color{#35bf28}+4.04\%$
test_membership	11.8220μs	0.8969μs	1.1150 MOps/s	1.3392 MOps/s	$\textbf{\color{#d91a1a}-16.74\%}$
test_membership_nested	21.3090μs	2.5870μs	386.5429 KOps/s	380.3550 KOps/s	$\color{#35bf28}+1.63\%$
test_membership_nested_leaf	43.0500μs	2.5870μs	386.5545 KOps/s	383.8465 KOps/s	$\color{#35bf28}+0.71\%$
test_membership_stacked_nested	28.5730μs	2.6147μs	382.4535 KOps/s	385.0209 KOps/s	$\color{#d91a1a}-0.67\%$
test_membership_stacked_nested_leaf	20.5790μs	2.6374μs	379.1610 KOps/s	381.3179 KOps/s	$\color{#d91a1a}-0.57\%$
test_membership_nested_last	27.4110μs	3.8532μs	259.5262 KOps/s	249.7755 KOps/s	$\color{#35bf28}+3.90\%$
test_membership_nested_leaf_last	28.6430μs	3.8446μs	260.1041 KOps/s	256.9428 KOps/s	$\color{#35bf28}+1.23\%$
test_membership_stacked_nested_last	25.3870μs	3.8709μs	258.3370 KOps/s	260.1293 KOps/s	$\color{#d91a1a}-0.69\%$
test_membership_stacked_nested_leaf_last	37.9300μs	3.8292μs	261.1543 KOps/s	257.3620 KOps/s	$\color{#35bf28}+1.47\%$
test_nested_getleaf	34.0230μs	10.4361μs	95.8212 KOps/s	93.9306 KOps/s	$\color{#35bf28}+2.01\%$
test_nested_get	29.2840μs	9.8981μs	101.0291 KOps/s	99.6341 KOps/s	$\color{#35bf28}+1.40\%$
test_stacked_getleaf	39.5640μs	10.4320μs	95.8589 KOps/s	95.3772 KOps/s	$\color{#35bf28}+0.51\%$
test_stacked_get	33.2620μs	9.8058μs	101.9802 KOps/s	100.9706 KOps/s	$\color{#35bf28}+1.00\%$
test_nested_getitemleaf	27.8520μs	11.0132μs	90.8002 KOps/s	91.3758 KOps/s	$\color{#d91a1a}-0.63\%$
test_nested_getitem	38.0510μs	10.0539μs	99.4639 KOps/s	99.0487 KOps/s	$\color{#35bf28}+0.42\%$
test_stacked_getitemleaf	34.4340μs	10.8736μs	91.9659 KOps/s	91.9859 KOps/s	$\color{#d91a1a}-0.02\%$
test_stacked_getitem	35.9470μs	9.9730μs	100.2709 KOps/s	100.2604 KOps/s	$\color{#35bf28}+0.01\%$
test_lock_nested	79.6474ms	0.5784ms	1.7289 KOps/s	1.9919 KOps/s	$\textbf{\color{#d91a1a}-13.21\%}$
test_lock_stack_nested	0.7077ms	0.4663ms	2.1443 KOps/s	2.1380 KOps/s	$\color{#35bf28}+0.30\%$
test_unlock_nested	83.2649ms	0.4938ms	2.0250 KOps/s	2.4111 KOps/s	$\textbf{\color{#d91a1a}-16.01\%}$
test_unlock_stack_nested	0.7431ms	0.3813ms	2.6228 KOps/s	2.6048 KOps/s	$\color{#35bf28}+0.69\%$
test_flatten_speed	0.1957ms	0.1035ms	9.6634 KOps/s	9.3750 KOps/s	$\color{#35bf28}+3.08\%$
test_unflatten_speed	0.9304ms	0.4242ms	2.3576 KOps/s	2.3167 KOps/s	$\color{#35bf28}+1.76\%$
test_common_ops	2.6075ms	1.0384ms	963.0419 Ops/s	968.2762 Ops/s	$\color{#d91a1a}-0.54\%$
test_creation	24.4250μs	2.0076μs	498.1150 KOps/s	488.9825 KOps/s	$\color{#35bf28}+1.87\%$
test_creation_empty	40.1650μs	15.6323μs	63.9700 KOps/s	62.3655 KOps/s	$\color{#35bf28}+2.57\%$
test_creation_nested_1	64.2190μs	18.6676μs	53.5687 KOps/s	52.0736 KOps/s	$\color{#35bf28}+2.87\%$
test_creation_nested_2	69.5590μs	22.3265μs	44.7899 KOps/s	44.0674 KOps/s	$\color{#35bf28}+1.64\%$
test_clone	75.4100μs	16.3420μs	61.1920 KOps/s	60.0139 KOps/s	$\color{#35bf28}+1.96\%$
test_getitem[int]	1.3032ms	16.2551μs	61.5191 KOps/s	59.9661 KOps/s	$\color{#35bf28}+2.59\%$
test_getitem[slice_int]	0.1330ms	31.5116μs	31.7343 KOps/s	32.1255 KOps/s	$\color{#d91a1a}-1.22\%$
test_getitem[range]	0.1577ms	54.6468μs	18.2993 KOps/s	17.4924 KOps/s	$\color{#35bf28}+4.61\%$
test_getitem[tuple]	0.1183ms	24.6651μs	40.5431 KOps/s	39.9031 KOps/s	$\color{#35bf28}+1.60\%$
test_getitem[list]	0.2560ms	50.6009μs	19.7625 KOps/s	19.2919 KOps/s	$\color{#35bf28}+2.44\%$
test_setitem_dim[int]	70.0300μs	35.4312μs	28.2237 KOps/s	25.2617 KOps/s	$\textbf{\color{#35bf28}+11.73\%}$
test_setitem_dim[slice_int]	0.1049ms	64.5284μs	15.4971 KOps/s	14.0445 KOps/s	$\textbf{\color{#35bf28}+10.34\%}$
test_setitem_dim[range]	0.1467ms	85.0245μs	11.7613 KOps/s	11.0098 KOps/s	$\textbf{\color{#35bf28}+6.83\%}$
test_setitem_dim[tuple]	96.3790μs	52.8612μs	18.9175 KOps/s	17.1994 KOps/s	$\textbf{\color{#35bf28}+9.99\%}$
test_setitem	0.1306ms	26.9738μs	37.0730 KOps/s	35.9744 KOps/s	$\color{#35bf28}+3.05\%$
test_set	85.2580μs	25.7554μs	38.8269 KOps/s	37.1597 KOps/s	$\color{#35bf28}+4.49\%$
test_set_shared	2.1288ms	0.2113ms	4.7325 KOps/s	4.6515 KOps/s	$\color{#35bf28}+1.74\%$
test_update	0.1882ms	31.4229μs	31.8239 KOps/s	30.2613 KOps/s	$\textbf{\color{#35bf28}+5.16\%}$
test_update_nested	0.1284ms	40.9487μs	24.4208 KOps/s	23.0297 KOps/s	$\textbf{\color{#35bf28}+6.04\%}$
test_update__nested	0.1304ms	33.0857μs	30.2245 KOps/s	29.1443 KOps/s	$\color{#35bf28}+3.71\%$
test_set_nested	0.1605ms	28.3674μs	35.2518 KOps/s	34.0096 KOps/s	$\color{#35bf28}+3.65\%$
test_set_nested_new	98.3940μs	33.1902μs	30.1294 KOps/s	28.9543 KOps/s	$\color{#35bf28}+4.06\%$
test_select	0.2049ms	49.5622μs	20.1767 KOps/s	19.6597 KOps/s	$\color{#35bf28}+2.63\%$
test_select_nested	0.1159ms	58.8670μs	16.9875 KOps/s	16.9068 KOps/s	$\color{#35bf28}+0.48\%$
test_exclude_nested	0.1616ms	76.9814μs	12.9902 KOps/s	12.9944 KOps/s	$\color{#d91a1a}-0.03\%$
test_empty[True]	1.1894ms	0.3249ms	3.0774 KOps/s	3.0607 KOps/s	$\color{#35bf28}+0.55\%$
test_empty[False]	6.5195μs	1.1622μs	860.4562 KOps/s	857.6151 KOps/s	$\color{#35bf28}+0.33\%$
test_unbind_speed	0.3951ms	0.3085ms	3.2411 KOps/s	3.2302 KOps/s	$\color{#35bf28}+0.34\%$
test_unbind_speed_stack0	0.5287ms	0.3037ms	3.2931 KOps/s	3.3160 KOps/s	$\color{#d91a1a}-0.69\%$
test_unbind_speed_stack1	94.1494ms	0.8062ms	1.2403 KOps/s	1.3511 KOps/s	$\textbf{\color{#d91a1a}-8.20\%}$
test_split	94.8275ms	2.1376ms	467.8198 Ops/s	470.1770 Ops/s	$\color{#d91a1a}-0.50\%$
test_chunk	93.8632ms	2.1354ms	468.3061 Ops/s	467.8018 Ops/s	$\color{#35bf28}+0.11\%$
test_creation[device0]	3.0790ms	0.1211ms	8.2602 KOps/s	8.3815 KOps/s	$\color{#d91a1a}-1.45\%$
test_creation_from_tensor	0.2962ms	0.1191ms	8.3934 KOps/s	8.2956 KOps/s	$\color{#35bf28}+1.18\%$
test_add_one[memmap_tensor0]	0.4837ms	7.1086μs	140.6755 KOps/s	126.5449 KOps/s	$\textbf{\color{#35bf28}+11.17\%}$
test_contiguous[memmap_tensor0]	21.8910μs	1.9938μs	501.5652 KOps/s	496.4822 KOps/s	$\color{#35bf28}+1.02\%$
test_stack[memmap_tensor0]	91.8610μs	5.4343μs	184.0175 KOps/s	178.8234 KOps/s	$\color{#35bf28}+2.90\%$
test_memmaptd_index	1.2305ms	0.4052ms	2.4679 KOps/s	2.4915 KOps/s	$\color{#d91a1a}-0.95\%$
test_memmaptd_index_astensor	0.9711ms	0.4835ms	2.0683 KOps/s	2.0851 KOps/s	$\color{#d91a1a}-0.81\%$
test_memmaptd_index_op	1.3163ms	0.9608ms	1.0408 KOps/s	989.3251 Ops/s	$\textbf{\color{#35bf28}+5.20\%}$
test_serialize_model	0.1270s	0.1181s	8.4710 Ops/s	7.2913 Ops/s	$\textbf{\color{#35bf28}+16.18\%}$
test_serialize_model_pickle	0.4757s	0.3941s	2.5371 Ops/s	2.4681 Ops/s	$\color{#35bf28}+2.80\%$
test_serialize_weights	0.1251s	0.1159s	8.6249 Ops/s	8.6371 Ops/s	$\color{#d91a1a}-0.14\%$
test_serialize_weights_returnearly	0.1794s	0.1609s	6.2159 Ops/s	6.2482 Ops/s	$\color{#d91a1a}-0.52\%$
test_serialize_weights_pickle	0.4689s	0.4117s	2.4288 Ops/s	2.3751 Ops/s	$\color{#35bf28}+2.26\%$
test_serialize_weights_filesystem	0.1458s	0.1424s	7.0220 Ops/s	6.8833 Ops/s	$\color{#35bf28}+2.01\%$
test_serialize_model_filesystem	0.2351s	0.1609s	6.2143 Ops/s	6.7351 Ops/s	$\textbf{\color{#d91a1a}-7.73\%}$
test_reshape_pytree	85.9810μs	39.9217μs	25.0490 KOps/s	25.0491 KOps/s	$-0.00\%$
test_reshape_td	0.1383ms	46.5276μs	21.4926 KOps/s	20.6270 KOps/s	$\color{#35bf28}+4.20\%$
test_view_pytree	86.4610μs	39.7338μs	25.1675 KOps/s	24.6848 KOps/s	$\color{#35bf28}+1.96\%$
test_view_td	0.1054ms	52.7407μs	18.9607 KOps/s	17.8704 KOps/s	$\textbf{\color{#35bf28}+6.10\%}$
test_unbind_pytree	81.7220μs	37.2253μs	26.8635 KOps/s	27.1370 KOps/s	$\color{#d91a1a}-1.01\%$
test_unbind_td	0.3616ms	45.5707μs	21.9439 KOps/s	21.8590 KOps/s	$\color{#35bf28}+0.39\%$
test_split_pytree	87.6630μs	40.5622μs	24.6535 KOps/s	24.7759 KOps/s	$\color{#d91a1a}-0.49\%$
test_split_td	0.5110ms	58.1456μs	17.1982 KOps/s	16.8647 KOps/s	$\color{#35bf28}+1.98\%$
test_add_pytree	0.2881ms	46.5439μs	21.4851 KOps/s	21.0810 KOps/s	$\color{#35bf28}+1.92\%$
test_add_td	0.1470ms	77.0844μs	12.9728 KOps/s	12.0621 KOps/s	$\textbf{\color{#35bf28}+7.55\%}$
test_compile_add_one_nested[tensordict-compile]	0.1114ms	53.0097μs	18.8645 KOps/s	18.2048 KOps/s	$\color{#35bf28}+3.62\%$
test_compile_add_one_nested[tensordict-eager]	0.4070ms	0.1929ms	5.1842 KOps/s	5.1662 KOps/s	$\color{#35bf28}+0.35\%$
test_compile_add_one_nested[pytree-compile]	0.1198ms	53.0554μs	18.8482 KOps/s	18.1283 KOps/s	$\color{#35bf28}+3.97\%$
test_compile_add_one_nested[pytree-eager]	0.3134ms	0.1422ms	7.0342 KOps/s	6.8189 KOps/s	$\color{#35bf28}+3.16\%$
test_compile_copy_nested[tensordict-compile]	68.7480μs	19.8579μs	50.3577 KOps/s	49.5994 KOps/s	$\color{#35bf28}+1.53\%$
test_compile_copy_nested[tensordict-eager]	0.1419ms	63.9781μs	15.6303 KOps/s	15.1354 KOps/s	$\color{#35bf28}+3.27\%$
test_compile_copy_nested[pytree-compile]	0.1540ms	81.1686μs	12.3200 KOps/s	12.4757 KOps/s	$\color{#d91a1a}-1.25\%$
test_compile_copy_nested[pytree-eager]	0.3103ms	72.8448μs	13.7278 KOps/s	13.8594 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_add_one_flat[tensordict-compile]	0.2837ms	0.1745ms	5.7307 KOps/s	5.6778 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_add_one_flat[tensordict-eager]	0.2645ms	0.1942ms	5.1486 KOps/s	5.1206 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_add_one_flat[tensorclass-compile]	96.4100μs	36.9954μs	27.0304 KOps/s	25.2048 KOps/s	$\textbf{\color{#35bf28}+7.24\%}$
test_compile_add_one_flat[tensorclass-eager]	0.5355ms	68.8860μs	14.5167 KOps/s	13.8709 KOps/s	$\color{#35bf28}+4.66\%$
test_compile_add_one_flat[pytree-compile]	0.2492ms	0.1727ms	5.7892 KOps/s	5.6034 KOps/s	$\color{#35bf28}+3.32\%$
test_compile_add_one_flat[pytree-eager]	0.3656ms	0.2866ms	3.4887 KOps/s	3.4509 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_add_self_flat[tensordict-eager]	0.3742ms	0.2089ms	4.7874 KOps/s	4.7596 KOps/s	$\color{#35bf28}+0.59\%$
test_compile_add_self_flat[tensordict-compile]	0.3478ms	0.1832ms	5.4575 KOps/s	5.6932 KOps/s	$\color{#d91a1a}-4.14\%$
test_compile_add_self_flat[tensorclass-eager]	0.2322ms	63.7478μs	15.6868 KOps/s	15.6174 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_add_self_flat[tensorclass-compile]	83.6860μs	39.2521μs	25.4764 KOps/s	25.0537 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_add_self_flat[pytree-eager]	0.4920ms	0.2364ms	4.2299 KOps/s	4.2532 KOps/s	$\color{#d91a1a}-0.55\%$
test_compile_add_self_flat[pytree-compile]	0.3250ms	0.1725ms	5.7973 KOps/s	5.6918 KOps/s	$\color{#35bf28}+1.85\%$
test_compile_copy_flat[tensordict-compile]	0.1847ms	0.1086ms	9.2055 KOps/s	8.9107 KOps/s	$\color{#35bf28}+3.31\%$
test_compile_copy_flat[tensordict-eager]	0.1216ms	55.6985μs	17.9538 KOps/s	17.5668 KOps/s	$\color{#35bf28}+2.20\%$
test_compile_copy_flat[pytree-compile]	0.1682ms	81.0364μs	12.3401 KOps/s	12.5973 KOps/s	$\color{#d91a1a}-2.04\%$
test_compile_copy_flat[pytree-eager]	0.1579ms	71.8199μs	13.9237 KOps/s	13.9080 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_assign_and_add[tensordict-compile]	0.3798ms	0.1887ms	5.2993 KOps/s	5.1806 KOps/s	$\color{#35bf28}+2.29\%$
test_compile_assign_and_add[tensordict-eager]	2.7983ms	1.5994ms	625.2153 Ops/s	608.9088 Ops/s	$\color{#35bf28}+2.68\%$
test_compile_assign_and_add[pytree-compile]	0.2880ms	0.1843ms	5.4261 KOps/s	5.2612 KOps/s	$\color{#35bf28}+3.13\%$
test_compile_assign_and_add[pytree-eager]	1.3085ms	1.0547ms	948.1061 Ops/s	939.2934 Ops/s	$\color{#35bf28}+0.94\%$
test_compile_assign_and_add_stack[compile]	0.5107ms	0.4079ms	2.4517 KOps/s	2.3933 KOps/s	$\color{#35bf28}+2.44\%$
test_compile_assign_and_add_stack[eager]	3.6952ms	3.5545ms	281.3341 Ops/s	269.1580 Ops/s	$\color{#35bf28}+4.52\%$
test_compile_indexing[tensor-tensordict-compile]	89.8780μs	31.4701μs	31.7762 KOps/s	30.6450 KOps/s	$\color{#35bf28}+3.69\%$
test_compile_indexing[tensor-tensordict-eager]	1.4135ms	46.9430μs	21.3024 KOps/s	20.8278 KOps/s	$\color{#35bf28}+2.28\%$
test_compile_indexing[tensor-tensorclass-compile]	82.9450μs	27.4972μs	36.3673 KOps/s	34.0077 KOps/s	$\textbf{\color{#35bf28}+6.94\%}$
test_compile_indexing[tensor-tensorclass-eager]	95.4480μs	29.8581μs	33.4917 KOps/s	32.5561 KOps/s	$\color{#35bf28}+2.87\%$
test_compile_indexing[tensor-pytree-compile]	0.1657ms	27.6216μs	36.2036 KOps/s	34.4247 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_compile_indexing[tensor-pytree-eager]	0.1032ms	30.0150μs	33.3167 KOps/s	32.7187 KOps/s	$\color{#35bf28}+1.83\%$
test_compile_indexing[slice-tensordict-compile]	0.1681ms	71.7498μs	13.9373 KOps/s	13.5968 KOps/s	$\color{#35bf28}+2.50\%$
test_compile_indexing[slice-tensordict-eager]	0.5391ms	26.8254μs	37.2781 KOps/s	35.1307 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1648ms	66.8711μs	14.9541 KOps/s	14.8050 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_indexing[slice-tensorclass-eager]	82.4040μs	24.3304μs	41.1009 KOps/s	42.2426 KOps/s	$\color{#d91a1a}-2.70\%$
test_compile_indexing[slice-pytree-compile]	0.1475ms	66.1017μs	15.1282 KOps/s	14.8498 KOps/s	$\color{#35bf28}+1.87\%$
test_compile_indexing[slice-pytree-eager]	74.7690μs	23.9356μs	41.7787 KOps/s	42.4166 KOps/s	$\color{#d91a1a}-1.50\%$
test_compile_indexing[int-tensordict-compile]	0.1458ms	69.5337μs	14.3815 KOps/s	13.8463 KOps/s	$\color{#35bf28}+3.87\%$
test_compile_indexing[int-tensordict-eager]	0.9895ms	26.3312μs	37.9778 KOps/s	35.5851 KOps/s	$\textbf{\color{#35bf28}+6.72\%}$
test_compile_indexing[int-tensorclass-compile]	0.1589ms	65.6857μs	15.2240 KOps/s	14.6972 KOps/s	$\color{#35bf28}+3.58\%$
test_compile_indexing[int-tensorclass-eager]	73.5170μs	23.8598μs	41.9115 KOps/s	41.5889 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_indexing[int-pytree-compile]	0.1377ms	66.0738μs	15.1346 KOps/s	14.8952 KOps/s	$\color{#35bf28}+1.61\%$
test_compile_indexing[int-pytree-eager]	96.6000μs	24.3466μs	41.0735 KOps/s	41.8134 KOps/s	$\color{#d91a1a}-1.77\%$
test_mod_add[eager]	85.6690μs	21.5758μs	46.3482 KOps/s	41.4414 KOps/s	$\textbf{\color{#35bf28}+11.84\%}$
test_mod_add[compile]	85.4600μs	36.1508μs	27.6619 KOps/s	27.0020 KOps/s	$\color{#35bf28}+2.44\%$
test_mod_add[compile-overhead]	98.7140μs	36.7148μs	27.2370 KOps/s	26.3961 KOps/s	$\color{#35bf28}+3.19\%$
test_mod_wrap[eager]	0.3270ms	0.1957ms	5.1093 KOps/s	4.8519 KOps/s	$\textbf{\color{#35bf28}+5.30\%}$
test_mod_wrap[compile]	1.5143ms	0.2227ms	4.4905 KOps/s	4.3101 KOps/s	$\color{#35bf28}+4.19\%$
test_mod_wrap[compile-overhead]	0.3584ms	0.2210ms	4.5257 KOps/s	4.3530 KOps/s	$\color{#35bf28}+3.97\%$
test_mod_wrap_and_backward[eager]	13.3398ms	11.2727ms	88.7099 Ops/s	94.1428 Ops/s	$\textbf{\color{#d91a1a}-5.77\%}$
test_mod_wrap_and_backward[compile]	15.7336ms	11.5718ms	86.4167 Ops/s	91.4778 Ops/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_mod_wrap_and_backward[compile-overhead]	18.1440ms	11.6138ms	86.1045 Ops/s	89.5947 Ops/s	$\color{#d91a1a}-3.90\%$
test_seq_add[eager]	0.1875ms	81.8656μs	12.2151 KOps/s	11.8254 KOps/s	$\color{#35bf28}+3.30\%$
test_seq_add[compile]	0.1529ms	59.1138μs	16.9165 KOps/s	16.1241 KOps/s	$\color{#35bf28}+4.91\%$
test_seq_add[compile-overhead]	0.1438ms	59.3491μs	16.8495 KOps/s	16.3359 KOps/s	$\color{#35bf28}+3.14\%$
test_seq_wrap[eager]	0.4834ms	0.3486ms	2.8684 KOps/s	2.7494 KOps/s	$\color{#35bf28}+4.33\%$
test_seq_wrap[compile]	0.5025ms	0.2582ms	3.8723 KOps/s	3.8219 KOps/s	$\color{#35bf28}+1.32\%$
test_seq_wrap[compile-overhead]	0.4099ms	0.2538ms	3.9398 KOps/s	3.8379 KOps/s	$\color{#35bf28}+2.65\%$
test_func_call_runtime[False-eager]	0.7903ms	0.5102ms	1.9601 KOps/s	1.8912 KOps/s	$\color{#35bf28}+3.65\%$
test_func_call_runtime[False-compile]	0.9608ms	0.4847ms	2.0630 KOps/s	2.0068 KOps/s	$\color{#35bf28}+2.80\%$
test_func_call_runtime[False-compile-overhead]	0.5843ms	0.4809ms	2.0793 KOps/s	1.9892 KOps/s	$\color{#35bf28}+4.53\%$
test_func_call_runtime[True-eager]	0.8322ms	0.7254ms	1.3786 KOps/s	1.3143 KOps/s	$\color{#35bf28}+4.89\%$
test_func_call_runtime[True-compile]	0.6060ms	0.4910ms	2.0365 KOps/s	1.9481 KOps/s	$\color{#35bf28}+4.54\%$
test_func_call_runtime[True-compile-overhead]	0.8569ms	0.4994ms	2.0024 KOps/s	1.9514 KOps/s	$\color{#35bf28}+2.61\%$
test_func_call_cm_runtime[False-eager]	1.0807ms	0.5066ms	1.9738 KOps/s	1.8667 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_func_call_cm_runtime[False-compile]	1.0413ms	0.4824ms	2.0729 KOps/s	1.9977 KOps/s	$\color{#35bf28}+3.77\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5772ms	0.4809ms	2.0795 KOps/s	1.9820 KOps/s	$\color{#35bf28}+4.92\%$
test_func_call_cm_runtime[True-eager]	1.5959ms	0.8576ms	1.1661 KOps/s	1.1178 KOps/s	$\color{#35bf28}+4.32\%$
test_func_call_cm_runtime[True-compile]	1.3041ms	0.8162ms	1.2251 KOps/s	1.1910 KOps/s	$\color{#35bf28}+2.87\%$
test_func_call_cm_runtime[True-compile-overhead]	1.3044ms	0.8141ms	1.2284 KOps/s	1.1794 KOps/s	$\color{#35bf28}+4.15\%$
test_distributed	0.2549ms	0.1313ms	7.6168 KOps/s	7.5178 KOps/s	$\color{#35bf28}+1.32\%$
test_tdmodule	90.9190μs	15.7949μs	63.3115 KOps/s	63.3770 KOps/s	$\color{#d91a1a}-0.10\%$
test_tdmodule_dispatch	64.8300μs	32.6713μs	30.6079 KOps/s	30.0948 KOps/s	$\color{#35bf28}+1.70\%$
test_tdseq	34.2750μs	17.3109μs	57.7669 KOps/s	56.8100 KOps/s	$\color{#35bf28}+1.68\%$
test_tdseq_dispatch	54.2820μs	35.7636μs	27.9614 KOps/s	27.6473 KOps/s	$\color{#35bf28}+1.14\%$
test_instantiation_functorch	1.7683ms	1.6069ms	622.3324 Ops/s	619.9336 Ops/s	$\color{#35bf28}+0.39\%$
test_instantiation_td	1.8616ms	1.1643ms	858.8928 Ops/s	837.9331 Ops/s	$\color{#35bf28}+2.50\%$
test_exec_functorch	0.4100ms	0.1762ms	5.6740 KOps/s	5.5899 KOps/s	$\color{#35bf28}+1.50\%$
test_exec_functional_call	0.4234ms	0.1641ms	6.0956 KOps/s	5.8454 KOps/s	$\color{#35bf28}+4.28\%$
test_exec_td	0.3127ms	0.1670ms	5.9892 KOps/s	5.7687 KOps/s	$\color{#35bf28}+3.82\%$
test_exec_td_decorator	1.2372ms	0.2205ms	4.5344 KOps/s	4.4646 KOps/s	$\color{#35bf28}+1.56\%$
test_vmap_mlp_speed[True-True]	0.7809ms	0.5555ms	1.8000 KOps/s	1.7680 KOps/s	$\color{#35bf28}+1.81\%$
test_vmap_mlp_speed[True-False]	0.7621ms	0.5488ms	1.8221 KOps/s	1.7051 KOps/s	$\textbf{\color{#35bf28}+6.86\%}$
test_vmap_mlp_speed[False-True]	0.6990ms	0.4644ms	2.1532 KOps/s	2.1218 KOps/s	$\color{#35bf28}+1.48\%$
test_vmap_mlp_speed[False-False]	0.8259ms	0.4645ms	2.1530 KOps/s	2.1346 KOps/s	$\color{#35bf28}+0.86\%$
test_vmap_mlp_speed_decorator[True-True]	1.3038ms	0.6149ms	1.6263 KOps/s	1.6099 KOps/s	$\color{#35bf28}+1.02\%$
test_vmap_mlp_speed_decorator[True-False]	0.9458ms	0.6137ms	1.6296 KOps/s	1.5964 KOps/s	$\color{#35bf28}+2.08\%$
test_vmap_mlp_speed_decorator[False-True]	0.7567ms	0.5148ms	1.9425 KOps/s	1.9232 KOps/s	$\color{#35bf28}+1.01\%$
test_vmap_mlp_speed_decorator[False-False]	0.7280ms	0.5043ms	1.9828 KOps/s	1.9336 KOps/s	$\color{#35bf28}+2.55\%$
test_to_module_speed[True]	2.1446ms	1.3423ms	744.9705 Ops/s	757.0304 Ops/s	$\color{#d91a1a}-1.59\%$
test_to_module_speed[False]	1.8951ms	1.3100ms	763.3824 Ops/s	771.2599 Ops/s	$\color{#d91a1a}-1.02\%$
test_tc_init	88.2840μs	42.0844μs	23.7617 KOps/s	24.0986 KOps/s	$\color{#d91a1a}-1.40\%$
test_tc_init_nested	0.1588ms	85.8257μs	11.6515 KOps/s	12.2669 KOps/s	$\textbf{\color{#d91a1a}-5.02\%}$
test_tc_first_layer_tensor	23.1130μs	1.4670μs	681.6585 KOps/s	675.4683 KOps/s	$\color{#35bf28}+0.92\%$
test_tc_first_layer_nontensor	35.6360μs	4.2674μs	234.3370 KOps/s	232.1522 KOps/s	$\color{#35bf28}+0.94\%$
test_tc_second_layer_tensor	45.1740μs	2.7109μs	368.8792 KOps/s	369.1176 KOps/s	$\color{#d91a1a}-0.06\%$
test_tc_second_layer_nontensor	34.8950μs	5.6277μs	177.6937 KOps/s	180.0833 KOps/s	$\color{#d91a1a}-1.33\%$
test_unbind	0.4535s	13.5792ms	73.6422 Ops/s	72.7396 Ops/s	$\color{#35bf28}+1.24\%$
test_full_like	8.6073ms	7.7454ms	129.1084 Ops/s	80.1716 Ops/s	$\textbf{\color{#35bf28}+61.04\%}$
test_zeros_like	11.1150ms	6.7949ms	147.1694 Ops/s	132.6194 Ops/s	$\textbf{\color{#35bf28}+10.97\%}$
test_ones_like	11.1298ms	7.6936ms	129.9788 Ops/s	125.3410 Ops/s	$\color{#35bf28}+3.70\%$
test_clone	16.3592ms	9.3495ms	106.9573 Ops/s	105.5093 Ops/s	$\color{#35bf28}+1.37\%$
test_squeeze	73.7870μs	12.7735μs	78.2871 KOps/s	75.3323 KOps/s	$\color{#35bf28}+3.92\%$
test_unsqueeze	0.3532ms	96.0177μs	10.4147 KOps/s	10.1351 KOps/s	$\color{#35bf28}+2.76\%$
test_split	0.3283ms	0.1969ms	5.0793 KOps/s	5.0023 KOps/s	$\color{#35bf28}+1.54\%$
test_permute	0.3226ms	0.2189ms	4.5679 KOps/s	4.5075 KOps/s	$\color{#35bf28}+1.34\%$
test_stack	30.5686ms	25.9463ms	38.5411 Ops/s	39.4029 Ops/s	$\color{#d91a1a}-2.19\%$
test_cat	31.9834ms	25.7512ms	38.8331 Ops/s	40.4656 Ops/s	$\color{#d91a1a}-4.03\%$

[github-actions]

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

Total Benchmarks: 225. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	36.6010μs	16.4971μs	60.6168 KOps/s	59.7101 KOps/s	$\color{#35bf28}+1.52\%$
test_plain_set_stack_nested	38.1110μs	16.7352μs	59.7544 KOps/s	59.7838 KOps/s	$\color{#d91a1a}-0.05\%$
test_plain_set_nested_inplace	0.1741ms	17.7313μs	56.3976 KOps/s	56.2001 KOps/s	$\color{#35bf28}+0.35\%$
test_plain_set_stack_nested_inplace	41.9500μs	17.7437μs	56.3579 KOps/s	56.3573 KOps/s	$+0.00\%$
test_items	26.7300μs	4.7070μs	212.4501 KOps/s	211.8214 KOps/s	$\color{#35bf28}+0.30\%$
test_items_nested	0.3949ms	0.3623ms	2.7602 KOps/s	2.7917 KOps/s	$\color{#d91a1a}-1.13\%$
test_items_nested_locked	0.5331ms	0.3656ms	2.7354 KOps/s	2.7594 KOps/s	$\color{#d91a1a}-0.87\%$
test_items_nested_leaf	0.2632ms	83.8436μs	11.9270 KOps/s	11.9399 KOps/s	$\color{#d91a1a}-0.11\%$
test_items_stack_nested	0.5264ms	0.3669ms	2.7257 KOps/s	2.7364 KOps/s	$\color{#d91a1a}-0.39\%$
test_items_stack_nested_leaf	0.1002ms	83.5765μs	11.9651 KOps/s	11.8734 KOps/s	$\color{#35bf28}+0.77\%$
test_items_stack_nested_locked	0.3997ms	0.3714ms	2.6923 KOps/s	2.7548 KOps/s	$\color{#d91a1a}-2.27\%$
test_keys	18.4000μs	4.3646μs	229.1148 KOps/s	228.5419 KOps/s	$\color{#35bf28}+0.25\%$
test_keys_nested	82.2120μs	65.6090μs	15.2418 KOps/s	14.9448 KOps/s	$\color{#35bf28}+1.99\%$
test_keys_nested_locked	0.7033ms	72.3577μs	13.8202 KOps/s	13.7625 KOps/s	$\color{#35bf28}+0.42\%$
test_keys_nested_leaf	74.3620μs	55.7043μs	17.9519 KOps/s	17.6620 KOps/s	$\color{#35bf28}+1.64\%$
test_keys_stack_nested	91.5020μs	66.2325μs	15.0983 KOps/s	14.9112 KOps/s	$\color{#35bf28}+1.26\%$
test_keys_stack_nested_leaf	84.2220μs	57.1286μs	17.5044 KOps/s	17.7723 KOps/s	$\color{#d91a1a}-1.51\%$
test_keys_stack_nested_locked	95.8530μs	71.0071μs	14.0831 KOps/s	13.9527 KOps/s	$\color{#35bf28}+0.93\%$
test_values	8.2173μs	1.7668μs	566.0088 KOps/s	566.9316 KOps/s	$\color{#d91a1a}-0.16\%$
test_values_nested	57.6720μs	33.7654μs	29.6161 KOps/s	29.7275 KOps/s	$\color{#d91a1a}-0.37\%$
test_values_nested_locked	0.1532ms	35.5547μs	28.1256 KOps/s	28.0318 KOps/s	$\color{#35bf28}+0.33\%$
test_values_nested_leaf	44.4710μs	29.9245μs	33.4174 KOps/s	33.3347 KOps/s	$\color{#35bf28}+0.25\%$
test_values_stack_nested	65.7710μs	34.5094μs	28.9776 KOps/s	29.5530 KOps/s	$\color{#d91a1a}-1.95\%$
test_values_stack_nested_leaf	0.1565ms	30.6306μs	32.6471 KOps/s	33.3919 KOps/s	$\color{#d91a1a}-2.23\%$
test_values_stack_nested_locked	0.1759ms	36.3237μs	27.5302 KOps/s	28.0034 KOps/s	$\color{#d91a1a}-1.69\%$
test_membership	1.2721μs	0.5491μs	1.8210 MOps/s	1.8320 MOps/s	$\color{#d91a1a}-0.60\%$
test_membership_nested	15.1305μs	1.9141μs	522.4263 KOps/s	514.0748 KOps/s	$\color{#35bf28}+1.62\%$
test_membership_nested_leaf	10.6300μs	1.9201μs	520.8052 KOps/s	515.2729 KOps/s	$\color{#35bf28}+1.07\%$
test_membership_stacked_nested	22.0300μs	1.9575μs	510.8587 KOps/s	503.0912 KOps/s	$\color{#35bf28}+1.54\%$
test_membership_stacked_nested_leaf	22.0900μs	1.9557μs	511.3326 KOps/s	500.2502 KOps/s	$\color{#35bf28}+2.22\%$
test_membership_nested_last	16.1510μs	2.9068μs	344.0211 KOps/s	346.2356 KOps/s	$\color{#d91a1a}-0.64\%$
test_membership_nested_leaf_last	36.2610μs	2.9623μs	337.5741 KOps/s	338.4817 KOps/s	$\color{#d91a1a}-0.27\%$
test_membership_stacked_nested_last	26.7810μs	9.1394μs	109.4160 KOps/s	344.2190 KOps/s	$\textbf{\color{#d91a1a}-68.21\%}$
test_membership_stacked_nested_leaf_last	28.0610μs	9.1049μs	109.8304 KOps/s	341.1993 KOps/s	$\textbf{\color{#d91a1a}-67.81\%}$
test_nested_getleaf	23.0000μs	7.9286μs	126.1259 KOps/s	125.1038 KOps/s	$\color{#35bf28}+0.82\%$
test_nested_get	28.6800μs	7.4245μs	134.6900 KOps/s	132.8815 KOps/s	$\color{#35bf28}+1.36\%$
test_stacked_getleaf	26.3400μs	7.9006μs	126.5720 KOps/s	124.5675 KOps/s	$\color{#35bf28}+1.61\%$
test_stacked_get	23.3610μs	7.4808μs	133.6755 KOps/s	133.0894 KOps/s	$\color{#35bf28}+0.44\%$
test_nested_getitemleaf	21.3700μs	8.0301μs	124.5314 KOps/s	123.0597 KOps/s	$\color{#35bf28}+1.20\%$
test_nested_getitem	23.1810μs	7.5949μs	131.6667 KOps/s	130.3500 KOps/s	$\color{#35bf28}+1.01\%$
test_stacked_getitemleaf	27.0900μs	8.1135μs	123.2509 KOps/s	122.1309 KOps/s	$\color{#35bf28}+0.92\%$
test_stacked_getitem	28.8010μs	7.6199μs	131.2361 KOps/s	129.8339 KOps/s	$\color{#35bf28}+1.08\%$
test_lock_nested	9.7260ms	0.4760ms	2.1009 KOps/s	2.1455 KOps/s	$\color{#d91a1a}-2.08\%$
test_lock_stack_nested	0.5950ms	0.4176ms	2.3948 KOps/s	2.3488 KOps/s	$\color{#35bf28}+1.96\%$
test_unlock_nested	0.8560ms	0.3809ms	2.6254 KOps/s	2.6376 KOps/s	$\color{#d91a1a}-0.46\%$
test_unlock_stack_nested	0.3645ms	0.3361ms	2.9749 KOps/s	2.8982 KOps/s	$\color{#35bf28}+2.65\%$
test_flatten_speed	0.4767ms	0.1050ms	9.5273 KOps/s	9.5579 KOps/s	$\color{#d91a1a}-0.32\%$
test_unflatten_speed	0.3119ms	0.2855ms	3.5032 KOps/s	3.5351 KOps/s	$\color{#d91a1a}-0.90\%$
test_common_ops	1.5018ms	1.2494ms	800.3650 Ops/s	768.2089 Ops/s	$\color{#35bf28}+4.19\%$
test_creation	14.4810μs	1.6225μs	616.3379 KOps/s	608.3310 KOps/s	$\color{#35bf28}+1.32\%$
test_creation_empty	59.1710μs	16.9009μs	59.1685 KOps/s	60.0262 KOps/s	$\color{#d91a1a}-1.43\%$
test_creation_nested_1	42.5310μs	18.5966μs	53.7732 KOps/s	53.2637 KOps/s	$\color{#35bf28}+0.96\%$
test_creation_nested_2	41.3600μs	21.0865μs	47.4237 KOps/s	47.5061 KOps/s	$\color{#d91a1a}-0.17\%$
test_clone	0.1799ms	28.9382μs	34.5564 KOps/s	32.8585 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_getitem[int]	1.3883ms	16.4911μs	60.6386 KOps/s	60.3071 KOps/s	$\color{#35bf28}+0.55\%$
test_getitem[slice_int]	0.1525ms	27.6337μs	36.1877 KOps/s	35.2303 KOps/s	$\color{#35bf28}+2.72\%$
test_getitem[range]	0.2851ms	0.1099ms	9.0976 KOps/s	9.0641 KOps/s	$\color{#35bf28}+0.37\%$
test_getitem[tuple]	0.1532ms	24.0444μs	41.5897 KOps/s	40.8207 KOps/s	$\color{#35bf28}+1.88\%$
test_getitem[list]	92.4063ms	0.1129ms	8.8606 KOps/s	9.5352 KOps/s	$\textbf{\color{#d91a1a}-7.08\%}$
test_setitem_dim[int]	71.7120μs	52.9654μs	18.8802 KOps/s	18.5476 KOps/s	$\color{#35bf28}+1.79\%$
test_setitem_dim[slice_int]	0.1009ms	73.9262μs	13.5270 KOps/s	13.3355 KOps/s	$\color{#35bf28}+1.44\%$
test_setitem_dim[range]	0.2589ms	0.1344ms	7.4404 KOps/s	7.0434 KOps/s	$\textbf{\color{#35bf28}+5.64\%}$
test_setitem_dim[tuple]	0.1782ms	66.9995μs	14.9255 KOps/s	14.0949 KOps/s	$\textbf{\color{#35bf28}+5.89\%}$
test_setitem	0.1947ms	41.6912μs	23.9859 KOps/s	24.2881 KOps/s	$\color{#d91a1a}-1.24\%$
test_set	0.2007ms	40.4755μs	24.7063 KOps/s	24.9811 KOps/s	$\color{#d91a1a}-1.10\%$
test_set_shared	0.3639ms	52.2383μs	19.1430 KOps/s	19.4885 KOps/s	$\color{#d91a1a}-1.77\%$
test_update	0.2045ms	49.5820μs	20.1686 KOps/s	19.7474 KOps/s	$\color{#35bf28}+2.13\%$
test_update_nested	0.2095ms	57.0298μs	17.5347 KOps/s	17.1757 KOps/s	$\color{#35bf28}+2.09\%$
test_update__nested	0.2109ms	58.6161μs	17.0602 KOps/s	16.8366 KOps/s	$\color{#35bf28}+1.33\%$
test_set_nested	0.1963ms	44.1578μs	22.6460 KOps/s	23.0112 KOps/s	$\color{#d91a1a}-1.59\%$
test_set_nested_new	0.1959ms	47.3473μs	21.1205 KOps/s	20.3237 KOps/s	$\color{#35bf28}+3.92\%$
test_select	0.2135ms	62.3578μs	16.0365 KOps/s	15.8064 KOps/s	$\color{#35bf28}+1.46\%$
test_select_nested	0.4896ms	52.9069μs	18.9011 KOps/s	19.7000 KOps/s	$\color{#d91a1a}-4.06\%$
test_exclude_nested	93.5220μs	69.4747μs	14.3937 KOps/s	14.4857 KOps/s	$\color{#d91a1a}-0.63\%$
test_empty[True]	0.2961ms	0.2772ms	3.6077 KOps/s	3.5563 KOps/s	$\color{#35bf28}+1.45\%$
test_empty[False]	2.2840μs	0.8731μs	1.1453 MOps/s	1.1260 MOps/s	$\color{#35bf28}+1.71\%$
test_to	69.0920μs	39.0089μs	25.6352 KOps/s	25.7848 KOps/s	$\color{#d91a1a}-0.58\%$
test_to_nonblocking	54.5520μs	24.8193μs	40.2912 KOps/s	41.2840 KOps/s	$\color{#d91a1a}-2.40\%$
test_unbind_speed	1.4801ms	0.2960ms	3.3785 KOps/s	3.3608 KOps/s	$\color{#35bf28}+0.53\%$
test_unbind_speed_stack0	0.3074ms	0.2861ms	3.4958 KOps/s	3.4318 KOps/s	$\color{#35bf28}+1.86\%$
test_unbind_speed_stack1	91.9804ms	0.7414ms	1.3488 KOps/s	1.2922 KOps/s	$\color{#35bf28}+4.38\%$
test_split	96.0544ms	2.2437ms	445.6935 Ops/s	438.2914 Ops/s	$\color{#35bf28}+1.69\%$
test_chunk	95.2673ms	2.2253ms	449.3717 Ops/s	438.4833 Ops/s	$\color{#35bf28}+2.48\%$
test_creation[device0]	0.2275ms	0.1007ms	9.9260 KOps/s	9.7982 KOps/s	$\color{#35bf28}+1.30\%$
test_creation_from_tensor	0.2656ms	0.1026ms	9.7477 KOps/s	9.6553 KOps/s	$\color{#35bf28}+0.96\%$
test_add_one[memmap_tensor0]	0.1462ms	8.3393μs	119.9142 KOps/s	117.5063 KOps/s	$\color{#35bf28}+2.05\%$
test_contiguous[memmap_tensor0]	18.6410μs	2.0593μs	485.6012 KOps/s	485.4960 KOps/s	$\color{#35bf28}+0.02\%$
test_stack[memmap_tensor0]	33.0500μs	6.3678μs	157.0396 KOps/s	152.4853 KOps/s	$\color{#35bf28}+2.99\%$
test_memmaptd_index	1.2515ms	0.4124ms	2.4249 KOps/s	2.4156 KOps/s	$\color{#35bf28}+0.38\%$
test_memmaptd_index_astensor	0.7771ms	0.4745ms	2.1076 KOps/s	2.0946 KOps/s	$\color{#35bf28}+0.62\%$
test_memmaptd_index_op	1.4192ms	1.0043ms	995.7381 Ops/s	999.4401 Ops/s	$\color{#d91a1a}-0.37\%$
test_serialize_model	93.5574ms	88.9010ms	11.2485 Ops/s	10.9255 Ops/s	$\color{#35bf28}+2.96\%$
test_serialize_model_pickle	1.3520s	1.2367s	0.8086 Ops/s	0.8083 Ops/s	$\color{#35bf28}+0.04\%$
test_serialize_weights	0.1817s	96.4812ms	10.3647 Ops/s	9.7251 Ops/s	$\textbf{\color{#35bf28}+6.58\%}$
test_serialize_weights_returnearly	0.2725s	66.6711ms	14.9990 Ops/s	15.4246 Ops/s	$\color{#d91a1a}-2.76\%$
test_serialize_weights_pickle	1.3490s	1.2363s	0.8089 Ops/s	0.8037 Ops/s	$\color{#35bf28}+0.64\%$
test_reshape_pytree	0.1986ms	40.4146μs	24.7435 KOps/s	26.8904 KOps/s	$\textbf{\color{#d91a1a}-7.98\%}$
test_reshape_td	0.1723ms	43.6916μs	22.8877 KOps/s	24.4182 KOps/s	$\textbf{\color{#d91a1a}-6.27\%}$
test_view_pytree	0.1825ms	36.0635μs	27.7289 KOps/s	27.7337 KOps/s	$\color{#d91a1a}-0.02\%$
test_view_td	74.3820μs	47.6721μs	20.9766 KOps/s	20.2618 KOps/s	$\color{#35bf28}+3.53\%$
test_unbind_pytree	0.1172ms	34.9553μs	28.6080 KOps/s	28.2139 KOps/s	$\color{#35bf28}+1.40\%$
test_unbind_td	0.4168ms	43.6529μs	22.9080 KOps/s	22.9332 KOps/s	$\color{#d91a1a}-0.11\%$
test_split_pytree	0.1453ms	48.0957μs	20.7919 KOps/s	19.8341 KOps/s	$\color{#35bf28}+4.83\%$
test_split_td	0.5065ms	58.3369μs	17.1418 KOps/s	17.6174 KOps/s	$\color{#d91a1a}-2.70\%$
test_add_pytree	0.2142ms	63.2571μs	15.8085 KOps/s	16.0847 KOps/s	$\color{#d91a1a}-1.72\%$
test_add_td	0.2506ms	96.6940μs	10.3419 KOps/s	10.8263 KOps/s	$\color{#d91a1a}-4.47\%$
test_compile_add_one_nested[tensordict-compile]	0.4028ms	0.2085ms	4.7970 KOps/s	4.8113 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_add_one_nested[tensordict-eager]	0.3203ms	0.1728ms	5.7865 KOps/s	5.8360 KOps/s	$\color{#d91a1a}-0.85\%$
test_compile_add_one_nested[pytree-compile]	0.3285ms	0.1434ms	6.9731 KOps/s	6.8927 KOps/s	$\color{#35bf28}+1.17\%$
test_compile_add_one_nested[pytree-eager]	0.3480ms	0.1913ms	5.2275 KOps/s	5.1282 KOps/s	$\color{#35bf28}+1.94\%$
test_compile_copy_nested[tensordict-compile]	0.1556ms	21.4879μs	46.5378 KOps/s	46.5656 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_copy_nested[tensordict-eager]	0.1843ms	46.8819μs	21.3302 KOps/s	21.4920 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_copy_nested[pytree-compile]	0.1310ms	72.9581μs	13.7065 KOps/s	13.7538 KOps/s	$\color{#d91a1a}-0.34\%$
test_compile_copy_nested[pytree-eager]	85.4120μs	59.0532μs	16.9339 KOps/s	16.8318 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_add_one_flat[tensordict-compile]	0.4516ms	0.3246ms	3.0810 KOps/s	3.1098 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_add_one_flat[tensordict-eager]	0.3518ms	0.2212ms	4.5216 KOps/s	4.5139 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_one_flat[tensorclass-compile]	0.3148ms	0.1296ms	7.7180 KOps/s	7.5151 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_add_one_flat[tensorclass-eager]	0.2385ms	62.4771μs	16.0059 KOps/s	15.4867 KOps/s	$\color{#35bf28}+3.35\%$
test_compile_add_one_flat[pytree-compile]	0.4972ms	0.3210ms	3.1153 KOps/s	3.1048 KOps/s	$\color{#35bf28}+0.34\%$
test_compile_add_one_flat[pytree-eager]	0.7754ms	0.6168ms	1.6214 KOps/s	1.5601 KOps/s	$\color{#35bf28}+3.93\%$
test_compile_add_self_flat[tensordict-eager]	0.4131ms	0.2680ms	3.7307 KOps/s	3.7282 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_self_flat[tensordict-compile]	0.4834ms	0.3256ms	3.0715 KOps/s	3.0693 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_self_flat[tensorclass-eager]	0.2155ms	74.9756μs	13.3377 KOps/s	13.1056 KOps/s	$\color{#35bf28}+1.77\%$
test_compile_add_self_flat[tensorclass-compile]	0.2762ms	0.1338ms	7.4755 KOps/s	7.6085 KOps/s	$\color{#d91a1a}-1.75\%$
test_compile_add_self_flat[pytree-eager]	0.6774ms	0.5234ms	1.9104 KOps/s	1.8135 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_compile_add_self_flat[pytree-compile]	0.4658ms	0.3240ms	3.0863 KOps/s	3.0989 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_copy_flat[tensordict-compile]	0.2062ms	19.9446μs	50.1388 KOps/s	53.9427 KOps/s	$\textbf{\color{#d91a1a}-7.05\%}$
test_compile_copy_flat[tensordict-eager]	0.2058ms	32.8435μs	30.4474 KOps/s	31.5314 KOps/s	$\color{#d91a1a}-3.44\%$
test_compile_copy_flat[pytree-compile]	0.1942ms	76.4800μs	13.0753 KOps/s	13.1057 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_copy_flat[pytree-eager]	0.2526ms	60.0940μs	16.6406 KOps/s	16.5955 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_assign_and_add[tensordict-compile]	2.4295ms	0.8427ms	1.1866 KOps/s	1.1177 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_compile_assign_and_add[tensordict-eager]	3.7833ms	3.2966ms	303.3417 Ops/s	316.8400 Ops/s	$\color{#d91a1a}-4.26\%$
test_compile_assign_and_add[pytree-compile]	2.3677ms	0.8090ms	1.2361 KOps/s	1.1429 KOps/s	$\textbf{\color{#35bf28}+8.16\%}$
test_compile_assign_and_add[pytree-eager]	3.3589ms	3.1372ms	318.7549 Ops/s	315.6469 Ops/s	$\color{#35bf28}+0.98\%$
test_compile_indexing[tensor-tensordict-compile]	0.2636ms	0.1102ms	9.0726 KOps/s	9.1125 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_indexing[tensor-tensordict-eager]	0.2438ms	61.8987μs	16.1554 KOps/s	16.4150 KOps/s	$\color{#d91a1a}-1.58\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2514ms	0.1026ms	9.7512 KOps/s	9.6530 KOps/s	$\color{#35bf28}+1.02\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2121ms	43.6895μs	22.8888 KOps/s	22.7502 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_indexing[tensor-pytree-compile]	0.2533ms	0.1019ms	9.8136 KOps/s	9.6918 KOps/s	$\color{#35bf28}+1.26\%$
test_compile_indexing[tensor-pytree-eager]	0.2264ms	43.8104μs	22.8256 KOps/s	22.6793 KOps/s	$\color{#35bf28}+0.65\%$
test_compile_indexing[slice-tensordict-compile]	0.2835ms	0.1364ms	7.3290 KOps/s	7.2840 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_indexing[slice-tensordict-eager]	0.2288ms	24.3366μs	41.0904 KOps/s	39.5458 KOps/s	$\color{#35bf28}+3.91\%$
test_compile_indexing[slice-tensorclass-compile]	0.2769ms	0.1282ms	7.8033 KOps/s	7.7265 KOps/s	$\color{#35bf28}+0.99\%$
test_compile_indexing[slice-tensorclass-eager]	52.5700μs	21.3903μs	46.7501 KOps/s	45.2785 KOps/s	$\color{#35bf28}+3.25\%$
test_compile_indexing[slice-pytree-compile]	0.2900ms	0.1279ms	7.8168 KOps/s	7.7252 KOps/s	$\color{#35bf28}+1.19\%$
test_compile_indexing[slice-pytree-eager]	56.6720μs	21.2483μs	47.0625 KOps/s	46.3219 KOps/s	$\color{#35bf28}+1.60\%$
test_compile_indexing[int-tensordict-compile]	0.3011ms	0.1361ms	7.3474 KOps/s	7.3243 KOps/s	$\color{#35bf28}+0.32\%$
test_compile_indexing[int-tensordict-eager]	0.5057ms	23.8863μs	41.8649 KOps/s	39.5577 KOps/s	$\textbf{\color{#35bf28}+5.83\%}$
test_compile_indexing[int-tensorclass-compile]	0.2884ms	0.1277ms	7.8282 KOps/s	7.7660 KOps/s	$\color{#35bf28}+0.80\%$
test_compile_indexing[int-tensorclass-eager]	0.1597ms	21.6749μs	46.1362 KOps/s	46.2651 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_indexing[int-pytree-compile]	0.3289ms	0.1278ms	7.8237 KOps/s	7.7329 KOps/s	$\color{#35bf28}+1.17\%$
test_compile_indexing[int-pytree-eager]	0.1934ms	21.6925μs	46.0989 KOps/s	46.1516 KOps/s	$\color{#d91a1a}-0.11\%$
test_mod_add[eager]	0.2062ms	36.6531μs	27.2828 KOps/s	27.1037 KOps/s	$\color{#35bf28}+0.66\%$
test_mod_add[compile]	0.2563ms	68.7253μs	14.5507 KOps/s	14.7887 KOps/s	$\color{#d91a1a}-1.61\%$
test_mod_add[compile-overhead]	0.2632ms	0.1342ms	7.4527 KOps/s	6.7242 KOps/s	$\textbf{\color{#35bf28}+10.83\%}$
test_mod_wrap[eager]	0.3867ms	0.2407ms	4.1552 KOps/s	3.8976 KOps/s	$\textbf{\color{#35bf28}+6.61\%}$
test_mod_wrap[compile]	1.1374ms	0.2886ms	3.4652 KOps/s	3.3509 KOps/s	$\color{#35bf28}+3.41\%$
test_mod_wrap[compile-overhead]	8.5790ms	4.4740ms	223.5159 Ops/s	223.7609 Ops/s	$\color{#d91a1a}-0.11\%$
test_mod_wrap_and_backward[eager]	1.6112ms	1.4287ms	699.9598 Ops/s	761.3435 Ops/s	$\textbf{\color{#d91a1a}-8.06\%}$
test_mod_wrap_and_backward[compile]	1.5017ms	1.3152ms	760.3418 Ops/s	697.0903 Ops/s	$\textbf{\color{#35bf28}+9.07\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3085ms	0.8871ms	1.1273 KOps/s	1.0094 KOps/s	$\textbf{\color{#35bf28}+11.68\%}$
test_seq_add[eager]	0.2601ms	0.1052ms	9.5056 KOps/s	9.4233 KOps/s	$\color{#35bf28}+0.87\%$
test_seq_add[compile]	0.2340ms	87.0952μs	11.4817 KOps/s	11.8015 KOps/s	$\color{#d91a1a}-2.71\%$
test_seq_add[compile-overhead]	0.2585ms	0.1215ms	8.2336 KOps/s	8.2193 KOps/s	$\color{#35bf28}+0.17\%$
test_seq_wrap[eager]	0.5488ms	0.4014ms	2.4910 KOps/s	2.4113 KOps/s	$\color{#35bf28}+3.30\%$
test_seq_wrap[compile]	0.4908ms	0.3309ms	3.0225 KOps/s	3.0999 KOps/s	$\color{#d91a1a}-2.50\%$
test_seq_wrap[compile-overhead]	0.1966s	91.5288ms	10.9255 Ops/s	7.7447 Ops/s	$\textbf{\color{#35bf28}+41.07\%}$
test_func_call_runtime[False-eager]	0.8737ms	0.7103ms	1.4078 KOps/s	1.3730 KOps/s	$\color{#35bf28}+2.53\%$
test_func_call_runtime[False-compile]	0.9440ms	0.7874ms	1.2700 KOps/s	1.2397 KOps/s	$\color{#35bf28}+2.45\%$
test_func_call_runtime[False-compile-overhead]	0.5094ms	0.3593ms	2.7829 KOps/s	2.7662 KOps/s	$\color{#35bf28}+0.61\%$
test_func_call_runtime[True-eager]	1.0741ms	0.8977ms	1.1140 KOps/s	1.0956 KOps/s	$\color{#35bf28}+1.67\%$
test_func_call_runtime[True-compile]	1.0162ms	0.8296ms	1.2054 KOps/s	1.2024 KOps/s	$\color{#35bf28}+0.25\%$
test_func_call_runtime[True-compile-overhead]	0.5448ms	0.4050ms	2.4689 KOps/s	2.4695 KOps/s	$\color{#d91a1a}-0.02\%$
test_func_call_cm_runtime[False-eager]	0.8654ms	0.7043ms	1.4199 KOps/s	1.3243 KOps/s	$\textbf{\color{#35bf28}+7.22\%}$
test_func_call_cm_runtime[False-compile]	0.9504ms	0.7910ms	1.2642 KOps/s	1.2576 KOps/s	$\color{#35bf28}+0.53\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5055ms	0.3614ms	2.7671 KOps/s	2.7630 KOps/s	$\color{#35bf28}+0.15\%$
test_func_call_cm_runtime[True-eager]	1.1781ms	1.0105ms	989.5698 Ops/s	975.0893 Ops/s	$\color{#35bf28}+1.49\%$
test_func_call_cm_runtime[True-compile]	1.1317ms	0.9696ms	1.0313 KOps/s	1.0043 KOps/s	$\color{#35bf28}+2.69\%$
test_func_call_cm_runtime[True-compile-overhead]	1.1570ms	0.9848ms	1.0154 KOps/s	1.0079 KOps/s	$\color{#35bf28}+0.75\%$
test_distributed	0.9392ms	73.0238μs	13.6942 KOps/s	13.7449 KOps/s	$\color{#d91a1a}-0.37\%$
test_tdmodule	38.5220μs	15.5769μs	64.1976 KOps/s	63.0602 KOps/s	$\color{#35bf28}+1.80\%$
test_tdmodule_dispatch	53.6520μs	32.6956μs	30.5852 KOps/s	31.2732 KOps/s	$\color{#d91a1a}-2.20\%$
test_tdseq	35.9620μs	16.3403μs	61.1983 KOps/s	60.3314 KOps/s	$\color{#35bf28}+1.44\%$
test_tdseq_dispatch	50.9810μs	33.8300μs	29.5595 KOps/s	29.3084 KOps/s	$\color{#35bf28}+0.86\%$
test_instantiation_functorch	2.1055ms	1.9314ms	517.7639 Ops/s	503.3573 Ops/s	$\color{#35bf28}+2.86\%$
test_instantiation_td	2.0223ms	1.2740ms	784.9192 Ops/s	777.0998 Ops/s	$\color{#35bf28}+1.01\%$
test_exec_functorch	0.3561ms	0.2058ms	4.8584 KOps/s	4.4321 KOps/s	$\textbf{\color{#35bf28}+9.62\%}$
test_exec_functional_call	0.3538ms	0.2028ms	4.9310 KOps/s	4.6397 KOps/s	$\textbf{\color{#35bf28}+6.28\%}$
test_exec_td	0.3562ms	0.2066ms	4.8414 KOps/s	4.4938 KOps/s	$\textbf{\color{#35bf28}+7.74\%}$
test_exec_td_decorator	0.4072ms	0.2592ms	3.8584 KOps/s	3.5882 KOps/s	$\textbf{\color{#35bf28}+7.53\%}$
test_vmap_mlp_speed[True-True]	1.0034ms	0.6419ms	1.5578 KOps/s	1.5259 KOps/s	$\color{#35bf28}+2.09\%$
test_vmap_mlp_speed[True-False]	0.8075ms	0.6310ms	1.5848 KOps/s	1.5316 KOps/s	$\color{#35bf28}+3.47\%$
test_vmap_mlp_speed[False-True]	0.7162ms	0.5406ms	1.8498 KOps/s	1.7439 KOps/s	$\textbf{\color{#35bf28}+6.07\%}$
test_vmap_mlp_speed[False-False]	0.7311ms	0.5620ms	1.7794 KOps/s	1.7175 KOps/s	$\color{#35bf28}+3.61\%$
test_vmap_mlp_speed_decorator[True-True]	1.2591ms	0.6716ms	1.4889 KOps/s	1.4078 KOps/s	$\textbf{\color{#35bf28}+5.76\%}$
test_vmap_mlp_speed_decorator[True-False]	0.8340ms	0.6695ms	1.4937 KOps/s	1.4156 KOps/s	$\textbf{\color{#35bf28}+5.51\%}$
test_vmap_mlp_speed_decorator[False-True]	0.7906ms	0.6063ms	1.6494 KOps/s	1.6221 KOps/s	$\color{#35bf28}+1.68\%$
test_vmap_mlp_speed_decorator[False-False]	0.8148ms	0.5850ms	1.7093 KOps/s	1.6202 KOps/s	$\textbf{\color{#35bf28}+5.50\%}$
test_vmap_transformer_speed[True-True]	8.8062ms	8.3946ms	119.1246 Ops/s	114.4845 Ops/s	$\color{#35bf28}+4.05\%$
test_vmap_transformer_speed[True-False]	8.6109ms	8.3505ms	119.7534 Ops/s	116.1456 Ops/s	$\color{#35bf28}+3.11\%$
test_vmap_transformer_speed[False-True]	8.7354ms	8.3072ms	120.3772 Ops/s	117.7926 Ops/s	$\color{#35bf28}+2.19\%$
test_vmap_transformer_speed[False-False]	8.6474ms	8.2820ms	120.7438 Ops/s	118.4181 Ops/s	$\color{#35bf28}+1.96\%$
test_vmap_transformer_speed_decorator[True-True]	20.0985ms	19.8570ms	50.3601 Ops/s	49.9682 Ops/s	$\color{#35bf28}+0.78\%$
test_vmap_transformer_speed_decorator[True-False]	20.6228ms	19.8421ms	50.3979 Ops/s	49.3809 Ops/s	$\color{#35bf28}+2.06\%$
test_vmap_transformer_speed_decorator[False-True]	19.9706ms	19.7098ms	50.7362 Ops/s	50.1365 Ops/s	$\color{#35bf28}+1.20\%$
test_vmap_transformer_speed_decorator[False-False]	20.6208ms	19.7353ms	50.6706 Ops/s	50.6893 Ops/s	$\color{#d91a1a}-0.04\%$
test_to_module_speed[True]	1.3421ms	1.1380ms	878.7506 Ops/s	878.0708 Ops/s	$\color{#35bf28}+0.08\%$
test_to_module_speed[False]	1.2410ms	1.1223ms	891.0592 Ops/s	904.8376 Ops/s	$\color{#d91a1a}-1.52\%$
test_tc_init	68.1210μs	38.5526μs	25.9386 KOps/s	27.3580 KOps/s	$\textbf{\color{#d91a1a}-5.19\%}$
test_tc_init_nested	0.1303ms	80.5596μs	12.4132 KOps/s	13.3106 KOps/s	$\textbf{\color{#d91a1a}-6.74\%}$
test_tc_first_layer_tensor	16.9655μs	0.7862μs	1.2719 MOps/s	1.2569 MOps/s	$\color{#35bf28}+1.19\%$
test_tc_first_layer_nontensor	15.6110μs	2.5443μs	393.0284 KOps/s	390.7425 KOps/s	$\color{#35bf28}+0.59\%$
test_tc_second_layer_tensor	9.1933μs	1.6399μs	609.7857 KOps/s	611.1844 KOps/s	$\color{#d91a1a}-0.23\%$
test_tc_second_layer_nontensor	23.7810μs	3.3913μs	294.8691 KOps/s	293.0295 KOps/s	$\color{#35bf28}+0.63\%$
test_unbind	0.1854s	10.7100ms	93.3710 Ops/s	63.7103 Ops/s	$\textbf{\color{#35bf28}+46.56\%}$
test_full_like	0.7711ms	0.5774ms	1.7320 KOps/s	1.7525 KOps/s	$\color{#d91a1a}-1.17\%$
test_zeros_like	0.3450ms	0.1979ms	5.0520 KOps/s	5.0499 KOps/s	$\color{#35bf28}+0.04\%$
test_ones_like	0.3414ms	0.1979ms	5.0522 KOps/s	5.0560 KOps/s	$\color{#d91a1a}-0.08\%$
test_clone	0.5699ms	0.4139ms	2.4162 KOps/s	2.4130 KOps/s	$\color{#35bf28}+0.13\%$
test_squeeze	32.4600μs	10.6518μs	93.8811 KOps/s	93.1318 KOps/s	$\color{#35bf28}+0.80\%$
test_unsqueeze	0.2419ms	78.0804μs	12.8073 KOps/s	12.5945 KOps/s	$\color{#35bf28}+1.69\%$
test_split	0.4189ms	0.1656ms	6.0383 KOps/s	5.6752 KOps/s	$\textbf{\color{#35bf28}+6.40\%}$
test_permute	0.3045ms	0.1836ms	5.4477 KOps/s	5.1406 KOps/s	$\textbf{\color{#35bf28}+5.97\%}$
test_stack	1.2963ms	0.9038ms	1.1064 KOps/s	1.1263 KOps/s	$\color{#d91a1a}-1.77\%$
test_cat	1.3609ms	1.2322ms	811.5489 Ops/s	811.7279 Ops/s	$\color{#d91a1a}-0.02\%$