[Feature] inplace arg in TDM constructor

[vmoens]

Stack from ghstack (oldest at bottom):

• [Doc] export tutorial, TDM tuto refactoring #994
• [Feature] selected_out_keys arg in TDS constructor #993
• -> [Feature] inplace arg in TDM constructor #992

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}25$. Worsened: $\large\color{#d91a1a}5$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.2750μs	19.1191μs	52.3036 KOps/s	49.2278 KOps/s	$\textbf{\color{#35bf28}+6.25\%}$
test_plain_set_stack_nested	84.5070μs	19.1860μs	52.1213 KOps/s	48.5777 KOps/s	$\textbf{\color{#35bf28}+7.29\%}$
test_plain_set_nested_inplace	46.1460μs	20.7332μs	48.2319 KOps/s	44.8778 KOps/s	$\textbf{\color{#35bf28}+7.47\%}$
test_plain_set_stack_nested_inplace	0.1020ms	20.9719μs	47.6830 KOps/s	45.3087 KOps/s	$\textbf{\color{#35bf28}+5.24\%}$
test_items	21.5810μs	4.1346μs	241.8623 KOps/s	233.9152 KOps/s	$\color{#35bf28}+3.40\%$
test_items_nested	0.5236ms	0.3592ms	2.7842 KOps/s	2.8159 KOps/s	$\color{#d91a1a}-1.13\%$
test_items_nested_locked	0.5281ms	0.3617ms	2.7645 KOps/s	2.7950 KOps/s	$\color{#d91a1a}-1.09\%$
test_items_nested_leaf	0.1297ms	68.4004μs	14.6198 KOps/s	14.3806 KOps/s	$\color{#35bf28}+1.66\%$
test_items_stack_nested	0.6432ms	0.3639ms	2.7478 KOps/s	2.7598 KOps/s	$\color{#d91a1a}-0.43\%$
test_items_stack_nested_leaf	0.1645ms	71.7869μs	13.9301 KOps/s	13.6716 KOps/s	$\color{#35bf28}+1.89\%$
test_items_stack_nested_locked	0.5918ms	0.3732ms	2.6794 KOps/s	2.7540 KOps/s	$\color{#d91a1a}-2.71\%$
test_keys	22.7230μs	3.5836μs	279.0479 KOps/s	281.1463 KOps/s	$\color{#d91a1a}-0.75\%$
test_keys_nested	0.1785ms	0.1022ms	9.7857 KOps/s	9.7985 KOps/s	$\color{#d91a1a}-0.13\%$
test_keys_nested_locked	1.9011ms	0.1078ms	9.2747 KOps/s	9.2849 KOps/s	$\color{#d91a1a}-0.11\%$
test_keys_nested_leaf	0.1479ms	84.3390μs	11.8569 KOps/s	11.5880 KOps/s	$\color{#35bf28}+2.32\%$
test_keys_stack_nested	0.1650ms	99.3052μs	10.0700 KOps/s	9.7232 KOps/s	$\color{#35bf28}+3.57\%$
test_keys_stack_nested_leaf	0.1404ms	81.3850μs	12.2873 KOps/s	11.6883 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_keys_stack_nested_locked	0.1998ms	0.1044ms	9.5794 KOps/s	9.2975 KOps/s	$\color{#35bf28}+3.03\%$
test_values	13.1822μs	1.0974μs	911.2209 KOps/s	931.0493 KOps/s	$\color{#d91a1a}-2.13\%$
test_values_nested	0.1391ms	74.6810μs	13.3903 KOps/s	13.5471 KOps/s	$\color{#d91a1a}-1.16\%$
test_values_nested_locked	0.1432ms	73.0934μs	13.6811 KOps/s	13.5840 KOps/s	$\color{#35bf28}+0.72\%$
test_values_nested_leaf	0.1173ms	61.6492μs	16.2208 KOps/s	15.9900 KOps/s	$\color{#35bf28}+1.44\%$
test_values_stack_nested	0.1353ms	74.2577μs	13.4666 KOps/s	13.3737 KOps/s	$\color{#35bf28}+0.70\%$
test_values_stack_nested_leaf	0.1215ms	59.6307μs	16.7699 KOps/s	16.1709 KOps/s	$\color{#35bf28}+3.70\%$
test_values_stack_nested_locked	0.1385ms	73.7149μs	13.5658 KOps/s	13.5025 KOps/s	$\color{#35bf28}+0.47\%$
test_membership	22.9630μs	0.8625μs	1.1595 MOps/s	1.4136 MOps/s	$\textbf{\color{#d91a1a}-17.98\%}$
test_membership_nested	29.8560μs	2.7373μs	365.3216 KOps/s	360.6925 KOps/s	$\color{#35bf28}+1.28\%$
test_membership_nested_leaf	20.0980μs	2.7118μs	368.7644 KOps/s	369.5049 KOps/s	$\color{#d91a1a}-0.20\%$
test_membership_stacked_nested	26.9800μs	2.7166μs	368.1132 KOps/s	365.9161 KOps/s	$\color{#35bf28}+0.60\%$
test_membership_stacked_nested_leaf	31.6590μs	2.7242μs	367.0826 KOps/s	367.8747 KOps/s	$\color{#d91a1a}-0.22\%$
test_membership_nested_last	34.0540μs	3.9335μs	254.2280 KOps/s	253.7718 KOps/s	$\color{#35bf28}+0.18\%$
test_membership_nested_leaf_last	36.5780μs	3.9260μs	254.7129 KOps/s	250.7386 KOps/s	$\color{#35bf28}+1.59\%$
test_membership_stacked_nested_last	26.1890μs	3.8876μs	257.2280 KOps/s	179.1601 KOps/s	$\textbf{\color{#35bf28}+43.57\%}$
test_membership_stacked_nested_leaf_last	24.8560μs	3.9049μs	256.0890 KOps/s	179.0967 KOps/s	$\textbf{\color{#35bf28}+42.99\%}$
test_nested_getleaf	52.6790μs	10.4531μs	95.6656 KOps/s	93.0541 KOps/s	$\color{#35bf28}+2.81\%$
test_nested_get	39.5240μs	10.0454μs	99.5477 KOps/s	96.7907 KOps/s	$\color{#35bf28}+2.85\%$
test_stacked_getleaf	43.6810μs	10.4261μs	95.9132 KOps/s	94.2641 KOps/s	$\color{#35bf28}+1.75\%$
test_stacked_get	31.4390μs	9.9847μs	100.1535 KOps/s	98.7183 KOps/s	$\color{#35bf28}+1.45\%$
test_nested_getitemleaf	58.4370μs	10.5833μs	94.4888 KOps/s	88.5847 KOps/s	$\textbf{\color{#35bf28}+6.66\%}$
test_nested_getitem	42.1490μs	10.2851μs	97.2284 KOps/s	96.1981 KOps/s	$\color{#35bf28}+1.07\%$
test_stacked_getitemleaf	35.2460μs	10.9042μs	91.7077 KOps/s	89.9554 KOps/s	$\color{#35bf28}+1.95\%$
test_stacked_getitem	35.2460μs	10.1946μs	98.0910 KOps/s	94.7427 KOps/s	$\color{#35bf28}+3.53\%$
test_lock_nested	84.8870ms	0.5757ms	1.7369 KOps/s	2.0512 KOps/s	$\textbf{\color{#d91a1a}-15.32\%}$
test_lock_stack_nested	0.7186ms	0.4492ms	2.2263 KOps/s	2.1823 KOps/s	$\color{#35bf28}+2.01\%$
test_unlock_nested	86.3763ms	0.5038ms	1.9847 KOps/s	2.4119 KOps/s	$\textbf{\color{#d91a1a}-17.71\%}$
test_unlock_stack_nested	0.5528ms	0.3716ms	2.6911 KOps/s	2.6203 KOps/s	$\color{#35bf28}+2.70\%$
test_flatten_speed	0.1890ms	89.0567μs	11.2288 KOps/s	11.3405 KOps/s	$\color{#d91a1a}-0.99\%$
test_unflatten_speed	0.8445ms	0.4735ms	2.1120 KOps/s	2.1504 KOps/s	$\color{#d91a1a}-1.78\%$
test_common_ops	2.0146ms	1.0664ms	937.7176 Ops/s	893.8386 Ops/s	$\color{#35bf28}+4.91\%$
test_creation	91.9220μs	2.1198μs	471.7330 KOps/s	474.9589 KOps/s	$\color{#d91a1a}-0.68\%$
test_creation_empty	51.4260μs	15.1910μs	65.8285 KOps/s	58.0193 KOps/s	$\textbf{\color{#35bf28}+13.46\%}$
test_creation_nested_1	60.4830μs	18.0490μs	55.4048 KOps/s	49.0498 KOps/s	$\textbf{\color{#35bf28}+12.96\%}$
test_creation_nested_2	55.4140μs	22.3158μs	44.8112 KOps/s	39.8406 KOps/s	$\textbf{\color{#35bf28}+12.48\%}$
test_clone	60.9840μs	17.0236μs	58.7421 KOps/s	57.7425 KOps/s	$\color{#35bf28}+1.73\%$
test_getitem[int]	0.8786ms	17.1419μs	58.3367 KOps/s	58.6644 KOps/s	$\color{#d91a1a}-0.56\%$
test_getitem[slice_int]	0.1375ms	31.1479μs	32.1048 KOps/s	32.0601 KOps/s	$\color{#35bf28}+0.14\%$
test_getitem[range]	0.3400ms	59.6111μs	16.7754 KOps/s	16.7030 KOps/s	$\color{#35bf28}+0.43\%$
test_getitem[tuple]	0.1303ms	25.6918μs	38.9229 KOps/s	39.6775 KOps/s	$\color{#d91a1a}-1.90\%$
test_getitem[list]	0.1910ms	55.3062μs	18.0811 KOps/s	18.1047 KOps/s	$\color{#d91a1a}-0.13\%$
test_setitem_dim[int]	74.6990μs	33.8443μs	29.5471 KOps/s	29.8332 KOps/s	$\color{#d91a1a}-0.96\%$
test_setitem_dim[slice_int]	0.1044ms	62.0756μs	16.1094 KOps/s	16.1168 KOps/s	$\color{#d91a1a}-0.05\%$
test_setitem_dim[range]	0.1402ms	85.9758μs	11.6312 KOps/s	11.6296 KOps/s	$\color{#35bf28}+0.01\%$
test_setitem_dim[tuple]	90.3590μs	50.0987μs	19.9606 KOps/s	19.8739 KOps/s	$\color{#35bf28}+0.44\%$
test_setitem	89.6980μs	28.8329μs	34.6826 KOps/s	33.8369 KOps/s	$\color{#35bf28}+2.50\%$
test_set	81.6530μs	27.8543μs	35.9011 KOps/s	34.9222 KOps/s	$\color{#35bf28}+2.80\%$
test_set_shared	1.3033ms	0.2117ms	4.7241 KOps/s	4.6548 KOps/s	$\color{#35bf28}+1.49\%$
test_update	0.1541ms	33.3734μs	29.9640 KOps/s	27.2493 KOps/s	$\textbf{\color{#35bf28}+9.96\%}$
test_update_nested	0.1426ms	44.6678μs	22.3875 KOps/s	21.3246 KOps/s	$\color{#35bf28}+4.98\%$
test_update__nested	83.8270μs	34.5626μs	28.9330 KOps/s	28.9271 KOps/s	$\color{#35bf28}+0.02\%$
test_set_nested	0.1039ms	30.1934μs	33.1198 KOps/s	31.9790 KOps/s	$\color{#35bf28}+3.57\%$
test_set_nested_new	0.1057ms	36.2133μs	27.6141 KOps/s	26.9884 KOps/s	$\color{#35bf28}+2.32\%$
test_select	0.1322ms	53.1869μs	18.8016 KOps/s	18.7041 KOps/s	$\color{#35bf28}+0.52\%$
test_select_nested	0.1221ms	60.4615μs	16.5395 KOps/s	16.5135 KOps/s	$\color{#35bf28}+0.16\%$
test_exclude_nested	0.1936ms	76.3665μs	13.0948 KOps/s	13.0951 KOps/s	$-0.00\%$
test_empty[True]	0.4708ms	0.3196ms	3.1288 KOps/s	3.1079 KOps/s	$\color{#35bf28}+0.67\%$
test_empty[False]	7.9598μs	1.2608μs	793.1405 KOps/s	798.0378 KOps/s	$\color{#d91a1a}-0.61\%$
test_unbind_speed	0.4970ms	0.3091ms	3.2357 KOps/s	3.2186 KOps/s	$\color{#35bf28}+0.53\%$
test_unbind_speed_stack0	0.4598ms	0.2962ms	3.3764 KOps/s	3.3256 KOps/s	$\color{#35bf28}+1.53\%$
test_unbind_speed_stack1	97.4602ms	0.7973ms	1.2542 KOps/s	1.3432 KOps/s	$\textbf{\color{#d91a1a}-6.63\%}$
test_split	2.2527ms	2.0236ms	494.1617 Ops/s	447.3076 Ops/s	$\textbf{\color{#35bf28}+10.47\%}$
test_chunk	0.1137s	2.2650ms	441.4970 Ops/s	447.0895 Ops/s	$\color{#d91a1a}-1.25\%$
test_creation[device0]	4.3576ms	0.1202ms	8.3190 KOps/s	8.2795 KOps/s	$\color{#35bf28}+0.48\%$
test_creation_from_tensor	0.2813ms	0.1176ms	8.5047 KOps/s	8.2531 KOps/s	$\color{#35bf28}+3.05\%$
test_add_one[memmap_tensor0]	0.1865ms	7.6568μs	130.6032 KOps/s	129.1879 KOps/s	$\color{#35bf28}+1.10\%$
test_contiguous[memmap_tensor0]	22.5220μs	1.8833μs	530.9959 KOps/s	516.4560 KOps/s	$\color{#35bf28}+2.82\%$
test_stack[memmap_tensor0]	35.4160μs	5.9379μs	168.4100 KOps/s	172.6294 KOps/s	$\color{#d91a1a}-2.44\%$
test_memmaptd_index	1.0350ms	0.4155ms	2.4069 KOps/s	2.4036 KOps/s	$\color{#35bf28}+0.14\%$
test_memmaptd_index_astensor	0.9970ms	0.4915ms	2.0346 KOps/s	2.0366 KOps/s	$\color{#d91a1a}-0.10\%$
test_memmaptd_index_op	1.7741ms	1.0106ms	989.5301 Ops/s	945.3920 Ops/s	$\color{#35bf28}+4.67\%$
test_serialize_model	0.2106s	0.1326s	7.5421 Ops/s	8.6298 Ops/s	$\textbf{\color{#d91a1a}-12.60\%}$
test_serialize_model_pickle	0.4665s	0.3882s	2.5757 Ops/s	2.5239 Ops/s	$\color{#35bf28}+2.05\%$
test_serialize_weights	0.1223s	0.1160s	8.6207 Ops/s	7.4380 Ops/s	$\textbf{\color{#35bf28}+15.90\%}$
test_serialize_weights_returnearly	0.1864s	0.1586s	6.3045 Ops/s	6.1923 Ops/s	$\color{#35bf28}+1.81\%$
test_serialize_weights_pickle	0.4806s	0.4242s	2.3575 Ops/s	2.3085 Ops/s	$\color{#35bf28}+2.13\%$
test_serialize_weights_filesystem	0.1491s	0.1412s	7.0826 Ops/s	7.0930 Ops/s	$\color{#d91a1a}-0.15\%$
test_serialize_model_filesystem	0.1627s	0.1528s	6.5445 Ops/s	6.5664 Ops/s	$\color{#d91a1a}-0.33\%$
test_reshape_pytree	85.3390μs	38.5428μs	25.9452 KOps/s	25.5475 KOps/s	$\color{#35bf28}+1.56\%$
test_reshape_td	0.1080ms	44.7727μs	22.3350 KOps/s	21.3932 KOps/s	$\color{#35bf28}+4.40\%$
test_view_pytree	0.1410ms	38.7193μs	25.8269 KOps/s	25.5705 KOps/s	$\color{#35bf28}+1.00\%$
test_view_td	0.1069ms	50.7389μs	19.7087 KOps/s	19.1641 KOps/s	$\color{#35bf28}+2.84\%$
test_unbind_pytree	74.8600μs	36.2858μs	27.5590 KOps/s	27.7266 KOps/s	$\color{#d91a1a}-0.60\%$
test_unbind_td	0.2949ms	45.6083μs	21.9258 KOps/s	22.1155 KOps/s	$\color{#d91a1a}-0.86\%$
test_split_pytree	79.7490μs	38.4512μs	26.0070 KOps/s	26.0089 KOps/s	$-0.01\%$
test_split_td	0.5231ms	57.9912μs	17.2440 KOps/s	14.4394 KOps/s	$\textbf{\color{#35bf28}+19.42\%}$
test_add_pytree	0.1098ms	46.6666μs	21.4286 KOps/s	21.8181 KOps/s	$\color{#d91a1a}-1.79\%$
test_add_td	0.3023ms	80.8982μs	12.3612 KOps/s	12.1715 KOps/s	$\color{#35bf28}+1.56\%$
test_compile_add_one_nested[tensordict-compile]	0.1266ms	57.7656μs	17.3113 KOps/s	17.5988 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_add_one_nested[tensordict-eager]	0.3520ms	0.1779ms	5.6200 KOps/s	5.5773 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_add_one_nested[pytree-compile]	0.1214ms	56.4217μs	17.7237 KOps/s	17.7431 KOps/s	$\color{#d91a1a}-0.11\%$
test_compile_add_one_nested[pytree-eager]	0.2746ms	0.1457ms	6.8641 KOps/s	6.8788 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_copy_nested[tensordict-compile]	62.0460μs	21.2113μs	47.1447 KOps/s	46.2925 KOps/s	$\color{#35bf28}+1.84\%$
test_compile_copy_nested[tensordict-eager]	0.1389ms	68.1493μs	14.6737 KOps/s	14.8630 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_copy_nested[pytree-compile]	0.1701ms	75.6658μs	13.2160 KOps/s	13.1148 KOps/s	$\color{#35bf28}+0.77\%$
test_compile_copy_nested[pytree-eager]	0.1533ms	67.5547μs	14.8028 KOps/s	14.8716 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_add_one_flat[tensordict-compile]	0.2910ms	0.1731ms	5.7760 KOps/s	5.7489 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_add_one_flat[tensordict-eager]	0.3931ms	0.1885ms	5.3058 KOps/s	5.2725 KOps/s	$\color{#35bf28}+0.63\%$
test_compile_add_one_flat[tensorclass-compile]	0.1091ms	46.0338μs	21.7232 KOps/s	21.3406 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_add_one_flat[tensorclass-eager]	0.1597ms	68.8552μs	14.5232 KOps/s	13.7768 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_compile_add_one_flat[pytree-compile]	0.3782ms	0.1772ms	5.6440 KOps/s	5.7910 KOps/s	$\color{#d91a1a}-2.54\%$
test_compile_add_one_flat[pytree-eager]	0.5842ms	0.2951ms	3.3890 KOps/s	3.4136 KOps/s	$\color{#d91a1a}-0.72\%$
test_compile_add_self_flat[tensordict-eager]	0.3002ms	0.1979ms	5.0526 KOps/s	5.0011 KOps/s	$\color{#35bf28}+1.03\%$
test_compile_add_self_flat[tensordict-compile]	0.3336ms	0.1771ms	5.6452 KOps/s	5.8551 KOps/s	$\color{#d91a1a}-3.58\%$
test_compile_add_self_flat[tensorclass-eager]	0.1343ms	61.7377μs	16.1975 KOps/s	15.9843 KOps/s	$\color{#35bf28}+1.33\%$
test_compile_add_self_flat[tensorclass-compile]	89.1260μs	46.5699μs	21.4731 KOps/s	21.7755 KOps/s	$\color{#d91a1a}-1.39\%$
test_compile_add_self_flat[pytree-eager]	0.3689ms	0.2352ms	4.2515 KOps/s	4.2488 KOps/s	$\color{#35bf28}+0.07\%$
test_compile_add_self_flat[pytree-compile]	0.2673ms	0.1733ms	5.7699 KOps/s	5.6368 KOps/s	$\color{#35bf28}+2.36\%$
test_compile_copy_flat[tensordict-compile]	0.1851ms	0.1014ms	9.8645 KOps/s	9.8803 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_copy_flat[tensordict-eager]	0.1231ms	58.3331μs	17.1429 KOps/s	17.2573 KOps/s	$\color{#d91a1a}-0.66\%$
test_compile_copy_flat[pytree-compile]	0.1870ms	78.3242μs	12.7674 KOps/s	12.8408 KOps/s	$\color{#d91a1a}-0.57\%$
test_compile_copy_flat[pytree-eager]	0.1257ms	68.5375μs	14.5905 KOps/s	14.6573 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_assign_and_add[tensordict-compile]	0.3006ms	0.1972ms	5.0711 KOps/s	5.1371 KOps/s	$\color{#d91a1a}-1.28\%$
test_compile_assign_and_add[tensordict-eager]	2.7753ms	1.6701ms	598.7615 Ops/s	601.7945 Ops/s	$\color{#d91a1a}-0.50\%$
test_compile_assign_and_add[pytree-compile]	0.2997ms	0.1959ms	5.1043 KOps/s	5.1998 KOps/s	$\color{#d91a1a}-1.84\%$
test_compile_assign_and_add[pytree-eager]	1.7739ms	1.1298ms	885.0817 Ops/s	896.0053 Ops/s	$\color{#d91a1a}-1.22\%$
test_compile_assign_and_add_stack[compile]	0.5261ms	0.4234ms	2.3620 KOps/s	2.3853 KOps/s	$\color{#d91a1a}-0.98\%$
test_compile_assign_and_add_stack[eager]	5.7069ms	3.7008ms	270.2109 Ops/s	263.4368 Ops/s	$\color{#35bf28}+2.57\%$
test_compile_indexing[tensor-tensordict-compile]	74.9800μs	33.9019μs	29.4969 KOps/s	28.7662 KOps/s	$\color{#35bf28}+2.54\%$
test_compile_indexing[tensor-tensordict-eager]	1.0664ms	50.0244μs	19.9903 KOps/s	20.1267 KOps/s	$\color{#d91a1a}-0.68\%$
test_compile_indexing[tensor-tensorclass-compile]	72.1350μs	29.7170μs	33.6507 KOps/s	33.2033 KOps/s	$\color{#35bf28}+1.35\%$
test_compile_indexing[tensor-tensorclass-eager]	77.7950μs	30.1611μs	33.1552 KOps/s	32.8905 KOps/s	$\color{#35bf28}+0.81\%$
test_compile_indexing[tensor-pytree-compile]	0.1179ms	29.8959μs	33.4494 KOps/s	32.5290 KOps/s	$\color{#35bf28}+2.83\%$
test_compile_indexing[tensor-pytree-eager]	0.1003ms	29.6459μs	33.7315 KOps/s	33.1502 KOps/s	$\color{#35bf28}+1.75\%$
test_compile_indexing[slice-tensordict-compile]	0.1554ms	73.5331μs	13.5993 KOps/s	13.4119 KOps/s	$\color{#35bf28}+1.40\%$
test_compile_indexing[slice-tensordict-eager]	0.5241ms	27.5755μs	36.2641 KOps/s	35.9191 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[slice-tensorclass-compile]	0.1394ms	67.8788μs	14.7321 KOps/s	14.7446 KOps/s	$\color{#d91a1a}-0.08\%$
test_compile_indexing[slice-tensorclass-eager]	63.5690μs	23.0532μs	43.3779 KOps/s	41.0553 KOps/s	$\textbf{\color{#35bf28}+5.66\%}$
test_compile_indexing[slice-pytree-compile]	0.1976ms	67.7885μs	14.7518 KOps/s	14.8753 KOps/s	$\color{#d91a1a}-0.83\%$
test_compile_indexing[slice-pytree-eager]	60.4730μs	23.2240μs	43.0590 KOps/s	42.6139 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_indexing[int-tensordict-compile]	0.1436ms	72.3660μs	13.8186 KOps/s	13.7109 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_indexing[int-tensordict-eager]	1.0206ms	27.6009μs	36.2308 KOps/s	36.3019 KOps/s	$\color{#d91a1a}-0.20\%$
test_compile_indexing[int-tensorclass-compile]	0.1566ms	67.6187μs	14.7888 KOps/s	14.8530 KOps/s	$\color{#d91a1a}-0.43\%$
test_compile_indexing[int-tensorclass-eager]	63.4080μs	23.1438μs	43.2080 KOps/s	43.0546 KOps/s	$\color{#35bf28}+0.36\%$
test_compile_indexing[int-pytree-compile]	0.1345ms	67.9575μs	14.7151 KOps/s	15.0064 KOps/s	$\color{#d91a1a}-1.94\%$
test_compile_indexing[int-pytree-eager]	83.4660μs	23.0524μs	43.3794 KOps/s	42.7971 KOps/s	$\color{#35bf28}+1.36\%$
test_mod_add[eager]	75.1500μs	22.9002μs	43.6677 KOps/s	40.1954 KOps/s	$\textbf{\color{#35bf28}+8.64\%}$
test_mod_add[compile]	0.1093ms	40.1907μs	24.8814 KOps/s	25.1954 KOps/s	$\color{#d91a1a}-1.25\%$
test_mod_add[compile-overhead]	0.1019ms	39.4446μs	25.3520 KOps/s	25.1407 KOps/s	$\color{#35bf28}+0.84\%$
test_mod_wrap[eager]	0.4088ms	0.2087ms	4.7912 KOps/s	4.7632 KOps/s	$\color{#35bf28}+0.59\%$
test_mod_wrap[compile]	0.3145ms	0.2377ms	4.2064 KOps/s	4.2868 KOps/s	$\color{#d91a1a}-1.88\%$
test_mod_wrap[compile-overhead]	0.3351ms	0.2333ms	4.2856 KOps/s	4.2996 KOps/s	$\color{#d91a1a}-0.32\%$
test_mod_wrap_and_backward[eager]	12.1390ms	10.6706ms	93.7152 Ops/s	92.8704 Ops/s	$\color{#35bf28}+0.91\%$
test_mod_wrap_and_backward[compile]	12.0450ms	10.6022ms	94.3200 Ops/s	91.5298 Ops/s	$\color{#35bf28}+3.05\%$
test_mod_wrap_and_backward[compile-overhead]	11.5439ms	10.6135ms	94.2195 Ops/s	90.4529 Ops/s	$\color{#35bf28}+4.16\%$
test_seq_add[eager]	0.2153ms	89.4437μs	11.1802 KOps/s	11.2898 KOps/s	$\color{#d91a1a}-0.97\%$
test_seq_add[compile]	0.1546ms	64.4649μs	15.5123 KOps/s	15.6057 KOps/s	$\color{#d91a1a}-0.60\%$
test_seq_add[compile-overhead]	0.1475ms	63.2906μs	15.8001 KOps/s	15.7932 KOps/s	$\color{#35bf28}+0.04\%$
test_seq_wrap[eager]	0.6391ms	0.3809ms	2.6251 KOps/s	2.5971 KOps/s	$\color{#35bf28}+1.08\%$
test_seq_wrap[compile]	1.4113ms	0.2692ms	3.7141 KOps/s	3.6989 KOps/s	$\color{#35bf28}+0.41\%$
test_seq_wrap[compile-overhead]	1.3333ms	0.2698ms	3.7071 KOps/s	3.6801 KOps/s	$\color{#35bf28}+0.73\%$
test_func_call_runtime[False-eager]	0.9624ms	0.5235ms	1.9101 KOps/s	1.9061 KOps/s	$\color{#35bf28}+0.21\%$
test_func_call_runtime[False-compile]	0.9487ms	0.5035ms	1.9861 KOps/s	1.9970 KOps/s	$\color{#d91a1a}-0.55\%$
test_func_call_runtime[False-compile-overhead]	0.6540ms	0.5041ms	1.9838 KOps/s	1.9761 KOps/s	$\color{#35bf28}+0.39\%$
test_func_call_runtime[True-eager]	1.2724ms	0.7426ms	1.3466 KOps/s	1.3587 KOps/s	$\color{#d91a1a}-0.90\%$
test_func_call_runtime[True-compile]	0.6465ms	0.5128ms	1.9501 KOps/s	1.9409 KOps/s	$\color{#35bf28}+0.47\%$
test_func_call_runtime[True-compile-overhead]	0.7004ms	0.5137ms	1.9467 KOps/s	1.9533 KOps/s	$\color{#d91a1a}-0.34\%$
test_func_call_cm_runtime[False-eager]	0.7751ms	0.5198ms	1.9240 KOps/s	1.9333 KOps/s	$\color{#d91a1a}-0.48\%$
test_func_call_cm_runtime[False-compile]	0.7145ms	0.5038ms	1.9851 KOps/s	1.9884 KOps/s	$\color{#d91a1a}-0.17\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6747ms	0.5057ms	1.9776 KOps/s	1.9832 KOps/s	$\color{#d91a1a}-0.28\%$
test_func_call_cm_runtime[True-eager]	1.2246ms	0.8687ms	1.1511 KOps/s	1.1528 KOps/s	$\color{#d91a1a}-0.15\%$
test_func_call_cm_runtime[True-compile]	0.9016ms	0.7422ms	1.3474 KOps/s	1.3481 KOps/s	$\color{#d91a1a}-0.05\%$
test_func_call_cm_runtime[True-compile-overhead]	1.0540ms	0.7352ms	1.3601 KOps/s	1.3422 KOps/s	$\color{#35bf28}+1.34\%$
test_vmap_func_call_cm_runtime[eager]	2.3937ms	1.8708ms	534.5239 Ops/s	528.8157 Ops/s	$\color{#35bf28}+1.08\%$
test_vmap_func_call_cm_runtime[compile]	2.6223ms	1.9317ms	517.6799 Ops/s	517.6657 Ops/s	$+0.00\%$
test_vmap_func_call_cm_runtime[compile-overhead]	2.7021ms	1.9169ms	521.6880 Ops/s	517.2949 Ops/s	$\color{#35bf28}+0.85\%$
test_distributed	0.2289ms	0.1236ms	8.0882 KOps/s	7.9178 KOps/s	$\color{#35bf28}+2.15\%$
test_tdmodule	75.8020μs	16.9200μs	59.1015 KOps/s	55.3262 KOps/s	$\textbf{\color{#35bf28}+6.82\%}$
test_tdmodule_dispatch	61.3350μs	33.1418μs	30.1734 KOps/s	27.7755 KOps/s	$\textbf{\color{#35bf28}+8.63\%}$
test_tdseq	35.5770μs	19.0801μs	52.4106 KOps/s	49.1686 KOps/s	$\textbf{\color{#35bf28}+6.59\%}$
test_tdseq_dispatch	67.7460μs	37.4782μs	26.6822 KOps/s	24.0881 KOps/s	$\textbf{\color{#35bf28}+10.77\%}$
test_instantiation_functorch	1.7054ms	1.5942ms	627.2655 Ops/s	613.8585 Ops/s	$\color{#35bf28}+2.18\%$
test_instantiation_td	1.9007ms	1.1772ms	849.4568 Ops/s	838.5721 Ops/s	$\color{#35bf28}+1.30\%$
test_exec_functorch	0.3070ms	0.1857ms	5.3856 KOps/s	5.3840 KOps/s	$\color{#35bf28}+0.03\%$
test_exec_functional_call	0.3561ms	0.1780ms	5.6166 KOps/s	5.7057 KOps/s	$\color{#d91a1a}-1.56\%$
test_exec_td	0.3237ms	0.1721ms	5.8090 KOps/s	5.8150 KOps/s	$\color{#d91a1a}-0.10\%$
test_exec_td_decorator	0.4143ms	0.2268ms	4.4082 KOps/s	4.4447 KOps/s	$\color{#d91a1a}-0.82\%$
test_vmap_mlp_speed[True-True]	1.0673ms	0.6402ms	1.5621 KOps/s	1.5348 KOps/s	$\color{#35bf28}+1.77\%$
test_vmap_mlp_speed[True-False]	0.9571ms	0.6387ms	1.5656 KOps/s	1.5553 KOps/s	$\color{#35bf28}+0.67\%$
test_vmap_mlp_speed[False-True]	0.7301ms	0.4995ms	2.0020 KOps/s	1.9889 KOps/s	$\color{#35bf28}+0.66\%$
test_vmap_mlp_speed[False-False]	0.7740ms	0.5014ms	1.9945 KOps/s	1.9998 KOps/s	$\color{#d91a1a}-0.27\%$
test_vmap_mlp_speed_decorator[True-True]	1.2443ms	0.6146ms	1.6271 KOps/s	1.5925 KOps/s	$\color{#35bf28}+2.17\%$
test_vmap_mlp_speed_decorator[True-False]	0.9506ms	0.6206ms	1.6114 KOps/s	1.5949 KOps/s	$\color{#35bf28}+1.03\%$
test_vmap_mlp_speed_decorator[False-True]	0.8198ms	0.5164ms	1.9364 KOps/s	1.9383 KOps/s	$\color{#d91a1a}-0.10\%$
test_vmap_mlp_speed_decorator[False-False]	0.7084ms	0.5141ms	1.9451 KOps/s	1.9390 KOps/s	$\color{#35bf28}+0.31\%$
test_to_module_speed[True]	2.0584ms	1.2962ms	771.4778 Ops/s	783.5097 Ops/s	$\color{#d91a1a}-1.54\%$
test_to_module_speed[False]	1.7362ms	1.2547ms	797.0252 Ops/s	804.8348 Ops/s	$\color{#d91a1a}-0.97\%$
test_tc_init	75.1600μs	41.5878μs	24.0455 KOps/s	23.1934 KOps/s	$\color{#35bf28}+3.67\%$
test_tc_init_nested	0.1544ms	85.3437μs	11.7173 KOps/s	11.3298 KOps/s	$\color{#35bf28}+3.42\%$
test_tc_first_layer_tensor	18.4750μs	1.5655μs	638.7824 KOps/s	656.0347 KOps/s	$\color{#d91a1a}-2.63\%$
test_tc_first_layer_nontensor	34.4440μs	4.7573μs	210.2020 KOps/s	214.1845 KOps/s	$\color{#d91a1a}-1.86\%$
test_tc_second_layer_tensor	25.7080μs	2.8868μs	346.4058 KOps/s	358.1563 KOps/s	$\color{#d91a1a}-3.28\%$
test_tc_second_layer_nontensor	24.9570μs	6.0760μs	164.5807 KOps/s	166.5299 KOps/s	$\color{#d91a1a}-1.17\%$
test_unbind	0.4783s	13.2076ms	75.7140 Ops/s	75.4316 Ops/s	$\color{#35bf28}+0.37\%$
test_full_like	9.6939ms	7.9325ms	126.0629 Ops/s	129.8895 Ops/s	$\color{#d91a1a}-2.95\%$
test_zeros_like	3.8229ms	3.0628ms	326.4997 Ops/s	152.2856 Ops/s	$\textbf{\color{#35bf28}+114.40\%}$
test_ones_like	13.7831ms	7.0864ms	141.1157 Ops/s	128.5688 Ops/s	$\textbf{\color{#35bf28}+9.76\%}$
test_clone	16.5545ms	8.7870ms	113.8041 Ops/s	108.0901 Ops/s	$\textbf{\color{#35bf28}+5.29\%}$
test_squeeze	68.7180μs	12.3760μs	80.8015 KOps/s	83.2828 KOps/s	$\color{#d91a1a}-2.98\%$
test_unsqueeze	0.2339ms	94.9209μs	10.5351 KOps/s	10.3708 KOps/s	$\color{#35bf28}+1.58\%$
test_split	0.5352ms	0.1992ms	5.0211 KOps/s	4.9801 KOps/s	$\color{#35bf28}+0.82\%$
test_permute	0.4705ms	0.2300ms	4.3479 KOps/s	4.3016 KOps/s	$\color{#35bf28}+1.08\%$
test_stack	30.7310ms	24.9623ms	40.0604 Ops/s	40.0158 Ops/s	$\color{#35bf28}+0.11\%$
test_cat	28.0563ms	24.8276ms	40.2777 Ops/s	39.9682 Ops/s	$\color{#35bf28}+0.77\%$

[github-actions]

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

Total Benchmarks: 228. Improved: $\large\color{#35bf28}36$. Worsened: $\large\color{#d91a1a}16$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	0.5810ms	13.4748μs	74.2124 KOps/s	66.7465 KOps/s	$\textbf{\color{#35bf28}+11.19\%}$
test_plain_set_stack_nested	38.8110μs	13.8443μs	72.2319 KOps/s	66.3379 KOps/s	$\textbf{\color{#35bf28}+8.88\%}$
test_plain_set_nested_inplace	67.1610μs	14.7315μs	67.8818 KOps/s	62.6182 KOps/s	$\textbf{\color{#35bf28}+8.41\%}$
test_plain_set_stack_nested_inplace	50.3110μs	14.4730μs	69.0940 KOps/s	61.4923 KOps/s	$\textbf{\color{#35bf28}+12.36\%}$
test_items	32.8400μs	2.9049μs	344.2504 KOps/s	345.5687 KOps/s	$\color{#d91a1a}-0.38\%$
test_items_nested	0.4732ms	0.3242ms	3.0848 KOps/s	3.1025 KOps/s	$\color{#d91a1a}-0.57\%$
test_items_nested_locked	0.3756ms	0.3259ms	3.0687 KOps/s	3.0323 KOps/s	$\color{#35bf28}+1.20\%$
test_items_nested_leaf	90.2520μs	55.5788μs	17.9925 KOps/s	17.9532 KOps/s	$\color{#35bf28}+0.22\%$
test_items_stack_nested	0.3867ms	0.3291ms	3.0383 KOps/s	3.0554 KOps/s	$\color{#d91a1a}-0.56\%$
test_items_stack_nested_leaf	96.0420μs	57.3979μs	17.4222 KOps/s	17.6270 KOps/s	$\color{#d91a1a}-1.16\%$
test_items_stack_nested_locked	0.4141ms	0.3300ms	3.0300 KOps/s	3.0336 KOps/s	$\color{#d91a1a}-0.12\%$
test_keys	39.1710μs	3.4615μs	288.8924 KOps/s	290.2361 KOps/s	$\color{#d91a1a}-0.46\%$
test_keys_nested	85.0910μs	56.3602μs	17.7430 KOps/s	17.6823 KOps/s	$\color{#35bf28}+0.34\%$
test_keys_nested_locked	2.2340ms	63.0239μs	15.8670 KOps/s	15.9831 KOps/s	$\color{#d91a1a}-0.73\%$
test_keys_nested_leaf	95.0310μs	46.9920μs	21.2802 KOps/s	21.0737 KOps/s	$\color{#35bf28}+0.98\%$
test_keys_stack_nested	88.6420μs	55.0631μs	18.1610 KOps/s	17.8707 KOps/s	$\color{#35bf28}+1.62\%$
test_keys_stack_nested_leaf	81.5910μs	48.5605μs	20.5929 KOps/s	20.7854 KOps/s	$\color{#d91a1a}-0.93\%$
test_keys_stack_nested_locked	84.7620μs	61.8682μs	16.1634 KOps/s	16.2495 KOps/s	$\color{#d91a1a}-0.53\%$
test_values	4.8850μs	0.8646μs	1.1566 MOps/s	1.1487 MOps/s	$\color{#35bf28}+0.68\%$
test_values_nested	65.0420μs	40.8163μs	24.5000 KOps/s	24.5855 KOps/s	$\color{#d91a1a}-0.35\%$
test_values_nested_locked	73.4810μs	42.8682μs	23.3273 KOps/s	23.3965 KOps/s	$\color{#d91a1a}-0.30\%$
test_values_nested_leaf	81.5120μs	35.6541μs	28.0472 KOps/s	28.1902 KOps/s	$\color{#d91a1a}-0.51\%$
test_values_stack_nested	81.3420μs	41.7067μs	23.9770 KOps/s	24.0197 KOps/s	$\color{#d91a1a}-0.18\%$
test_values_stack_nested_leaf	69.7720μs	36.0092μs	27.7706 KOps/s	28.0227 KOps/s	$\color{#d91a1a}-0.90\%$
test_values_stack_nested_locked	70.9220μs	43.7337μs	22.8657 KOps/s	22.8370 KOps/s	$\color{#35bf28}+0.13\%$
test_membership	1.7301μs	0.5056μs	1.9778 MOps/s	1.9776 MOps/s	$+0.01\%$
test_membership_nested	26.2505μs	1.8986μs	526.7080 KOps/s	510.7386 KOps/s	$\color{#35bf28}+3.13\%$
test_membership_nested_leaf	15.1855μs	1.8988μs	526.6562 KOps/s	526.8074 KOps/s	$\color{#d91a1a}-0.03\%$
test_membership_stacked_nested	35.8100μs	1.9418μs	514.9810 KOps/s	506.3305 KOps/s	$\color{#35bf28}+1.71\%$
test_membership_stacked_nested_leaf	25.7000μs	1.9479μs	513.3830 KOps/s	499.2538 KOps/s	$\color{#35bf28}+2.83\%$
test_membership_nested_last	34.6100μs	2.7966μs	357.5742 KOps/s	347.4701 KOps/s	$\color{#35bf28}+2.91\%$
test_membership_nested_leaf_last	28.2800μs	2.8251μs	353.9746 KOps/s	346.2352 KOps/s	$\color{#35bf28}+2.24\%$
test_membership_stacked_nested_last	35.8110μs	3.1286μs	319.6294 KOps/s	125.3498 KOps/s	$\textbf{\color{#35bf28}+154.99\%}$
test_membership_stacked_nested_leaf_last	29.3310μs	3.1006μs	322.5213 KOps/s	125.6149 KOps/s	$\textbf{\color{#35bf28}+156.75\%}$
test_nested_getleaf	30.6910μs	6.1105μs	163.6516 KOps/s	161.6791 KOps/s	$\color{#35bf28}+1.22\%$
test_nested_get	37.8510μs	5.7539μs	173.7942 KOps/s	170.7503 KOps/s	$\color{#35bf28}+1.78\%$
test_stacked_getleaf	38.3810μs	6.0326μs	165.7649 KOps/s	162.7685 KOps/s	$\color{#35bf28}+1.84\%$
test_stacked_get	31.0600μs	5.6708μs	176.3423 KOps/s	173.0144 KOps/s	$\color{#35bf28}+1.92\%$
test_nested_getitemleaf	32.4710μs	6.1837μs	161.7167 KOps/s	161.2354 KOps/s	$\color{#35bf28}+0.30\%$
test_nested_getitem	48.7210μs	5.8339μs	171.4114 KOps/s	172.4260 KOps/s	$\color{#d91a1a}-0.59\%$
test_stacked_getitemleaf	36.9910μs	6.1487μs	162.6371 KOps/s	161.6949 KOps/s	$\color{#35bf28}+0.58\%$
test_stacked_getitem	34.8310μs	5.8331μs	171.4343 KOps/s	171.8948 KOps/s	$\color{#d91a1a}-0.27\%$
test_lock_nested	2.8911ms	0.4234ms	2.3617 KOps/s	2.3629 KOps/s	$\color{#d91a1a}-0.05\%$
test_lock_stack_nested	0.4244ms	0.3870ms	2.5839 KOps/s	2.6603 KOps/s	$\color{#d91a1a}-2.87\%$
test_unlock_nested	0.7317ms	0.3610ms	2.7701 KOps/s	2.7705 KOps/s	$\color{#d91a1a}-0.02\%$
test_unlock_stack_nested	0.3915ms	0.3268ms	3.0603 KOps/s	3.1721 KOps/s	$\color{#d91a1a}-3.52\%$
test_flatten_speed	0.1067ms	68.9094μs	14.5118 KOps/s	14.5013 KOps/s	$\color{#35bf28}+0.07\%$
test_unflatten_speed	0.3637ms	0.2845ms	3.5155 KOps/s	3.4684 KOps/s	$\color{#35bf28}+1.36\%$
test_common_ops	1.5132ms	1.2450ms	803.2147 Ops/s	752.7426 Ops/s	$\textbf{\color{#35bf28}+6.71\%}$
test_creation	32.3610μs	1.4901μs	671.0760 KOps/s	659.8788 KOps/s	$\color{#35bf28}+1.70\%$
test_creation_empty	48.4710μs	15.3696μs	65.0635 KOps/s	55.7523 KOps/s	$\textbf{\color{#35bf28}+16.70\%}$
test_creation_nested_1	49.0810μs	17.2461μs	57.9842 KOps/s	47.9954 KOps/s	$\textbf{\color{#35bf28}+20.81\%}$
test_creation_nested_2	49.2110μs	19.1728μs	52.1573 KOps/s	39.8790 KOps/s	$\textbf{\color{#35bf28}+30.79\%}$
test_clone	57.3610μs	32.0787μs	31.1734 KOps/s	30.2162 KOps/s	$\color{#35bf28}+3.17\%$
test_getitem[int]	91.9901ms	23.8026μs	42.0122 KOps/s	60.1065 KOps/s	$\textbf{\color{#d91a1a}-30.10\%}$
test_getitem[slice_int]	0.1179ms	28.4842μs	35.1072 KOps/s	34.4521 KOps/s	$\color{#35bf28}+1.90\%$
test_getitem[range]	0.2232ms	0.1113ms	8.9885 KOps/s	8.8639 KOps/s	$\color{#35bf28}+1.41\%$
test_getitem[tuple]	0.1166ms	26.6948μs	37.4605 KOps/s	40.0085 KOps/s	$\textbf{\color{#d91a1a}-6.37\%}$
test_getitem[list]	0.2029ms	0.1095ms	9.1347 KOps/s	9.2195 KOps/s	$\color{#d91a1a}-0.92\%$
test_setitem_dim[int]	75.2820μs	50.5030μs	19.8008 KOps/s	20.1393 KOps/s	$\color{#d91a1a}-1.68\%$
test_setitem_dim[slice_int]	0.1154ms	69.8389μs	14.3187 KOps/s	14.5958 KOps/s	$\color{#d91a1a}-1.90\%$
test_setitem_dim[range]	0.1779ms	0.1384ms	7.2273 KOps/s	7.6572 KOps/s	$\textbf{\color{#d91a1a}-5.61\%}$
test_setitem_dim[tuple]	93.9320μs	67.3519μs	14.8474 KOps/s	16.1380 KOps/s	$\textbf{\color{#d91a1a}-8.00\%}$
test_setitem	89.3420μs	46.0264μs	21.7267 KOps/s	22.3079 KOps/s	$\color{#d91a1a}-2.61\%$
test_set	82.9720μs	44.7596μs	22.3416 KOps/s	22.8638 KOps/s	$\color{#d91a1a}-2.28\%$
test_set_shared	0.3510ms	53.2729μs	18.7713 KOps/s	19.0124 KOps/s	$\color{#d91a1a}-1.27\%$
test_update	99.1320μs	52.7742μs	18.9486 KOps/s	18.3886 KOps/s	$\color{#35bf28}+3.05\%$
test_update_nested	0.1070ms	59.7326μs	16.7413 KOps/s	16.4476 KOps/s	$\color{#35bf28}+1.79\%$
test_update__nested	0.1023ms	66.4040μs	15.0593 KOps/s	16.1972 KOps/s	$\textbf{\color{#d91a1a}-7.02\%}$
test_set_nested	86.7120μs	47.5963μs	21.0100 KOps/s	21.2739 KOps/s	$\color{#d91a1a}-1.24\%$
test_set_nested_new	89.6310μs	50.8306μs	19.6732 KOps/s	19.8309 KOps/s	$\color{#d91a1a}-0.80\%$
test_select	0.1035ms	64.0016μs	15.6246 KOps/s	15.6018 KOps/s	$\color{#35bf28}+0.15\%$
test_select_nested	0.5456ms	42.0982μs	23.7540 KOps/s	23.2285 KOps/s	$\color{#35bf28}+2.26\%$
test_exclude_nested	92.8610μs	59.2438μs	16.8794 KOps/s	16.9899 KOps/s	$\color{#d91a1a}-0.65\%$
test_empty[True]	0.2966ms	0.2432ms	4.1114 KOps/s	4.1149 KOps/s	$\color{#d91a1a}-0.09\%$
test_empty[False]	4.0381μs	0.7442μs	1.3438 MOps/s	1.3093 MOps/s	$\color{#35bf28}+2.64\%$
test_to	45.1310μs	24.9767μs	40.0372 KOps/s	39.0716 KOps/s	$\color{#35bf28}+2.47\%$
test_to_nonblocking	59.7420μs	24.5954μs	40.6581 KOps/s	40.7419 KOps/s	$\color{#d91a1a}-0.21\%$
test_unbind_speed	0.3519ms	0.2869ms	3.4860 KOps/s	3.5220 KOps/s	$\color{#d91a1a}-1.02\%$
test_unbind_speed_stack0	0.4128ms	0.2831ms	3.5320 KOps/s	3.6400 KOps/s	$\color{#d91a1a}-2.97\%$
test_unbind_speed_stack1	91.1690ms	0.7208ms	1.3873 KOps/s	1.4236 KOps/s	$\color{#d91a1a}-2.55\%$
test_split	93.9870ms	2.1384ms	467.6455 Ops/s	437.5686 Ops/s	$\textbf{\color{#35bf28}+6.87\%}$
test_chunk	92.9697ms	2.1449ms	466.2316 Ops/s	434.3583 Ops/s	$\textbf{\color{#35bf28}+7.34\%}$
test_creation[device0]	0.2902ms	0.1263ms	7.9188 KOps/s	7.7954 KOps/s	$\color{#35bf28}+1.58\%$
test_creation_from_tensor	0.4374ms	0.1352ms	7.3972 KOps/s	7.7041 KOps/s	$\color{#d91a1a}-3.98\%$
test_add_one[memmap_tensor0]	0.1497ms	9.4578μs	105.7333 KOps/s	111.4941 KOps/s	$\textbf{\color{#d91a1a}-5.17\%}$
test_contiguous[memmap_tensor0]	31.0300μs	2.2037μs	453.7833 KOps/s	447.0314 KOps/s	$\color{#35bf28}+1.51\%$
test_stack[memmap_tensor0]	36.4600μs	6.8674μs	145.6146 KOps/s	146.3735 KOps/s	$\color{#d91a1a}-0.52\%$
test_memmaptd_index	1.0938ms	0.4512ms	2.2165 KOps/s	2.3118 KOps/s	$\color{#d91a1a}-4.12\%$
test_memmaptd_index_astensor	1.0298ms	0.5070ms	1.9723 KOps/s	2.0490 KOps/s	$\color{#d91a1a}-3.74\%$
test_memmaptd_index_op	1.4324ms	1.0494ms	952.9142 Ops/s	919.6501 Ops/s	$\color{#35bf28}+3.62\%$
test_serialize_model	0.1305s	0.1293s	7.7332 Ops/s	7.7371 Ops/s	$\color{#d91a1a}-0.05\%$
test_serialize_model_pickle	1.3506s	1.2109s	0.8258 Ops/s	0.8244 Ops/s	$\color{#35bf28}+0.18\%$
test_serialize_weights	0.2225s	0.1420s	7.0445 Ops/s	7.7855 Ops/s	$\textbf{\color{#d91a1a}-9.52\%}$
test_serialize_weights_returnearly	0.2242s	56.0300ms	17.8476 Ops/s	16.2926 Ops/s	$\textbf{\color{#35bf28}+9.54\%}$
test_serialize_weights_pickle	1.3481s	1.2128s	0.8245 Ops/s	0.8140 Ops/s	$\color{#35bf28}+1.30\%$
test_reshape_pytree	70.3320μs	37.5538μs	26.6284 KOps/s	26.9185 KOps/s	$\color{#d91a1a}-1.08\%$
test_reshape_td	90.0910μs	47.3919μs	21.1006 KOps/s	23.4886 KOps/s	$\textbf{\color{#d91a1a}-10.17\%}$
test_view_pytree	75.9110μs	38.1078μs	26.2413 KOps/s	27.8739 KOps/s	$\textbf{\color{#d91a1a}-5.86\%}$
test_view_td	0.1117ms	51.3127μs	19.4883 KOps/s	21.5382 KOps/s	$\textbf{\color{#d91a1a}-9.52\%}$
test_unbind_pytree	77.4810μs	37.2413μs	26.8519 KOps/s	28.3175 KOps/s	$\textbf{\color{#d91a1a}-5.18\%}$
test_unbind_td	0.4452ms	47.4698μs	21.0660 KOps/s	23.3636 KOps/s	$\textbf{\color{#d91a1a}-9.83\%}$
test_split_pytree	94.7620μs	50.4765μs	19.8112 KOps/s	20.9131 KOps/s	$\textbf{\color{#d91a1a}-5.27\%}$
test_split_td	0.6540ms	58.6907μs	17.0385 KOps/s	16.6761 KOps/s	$\color{#35bf28}+2.17\%$
test_add_pytree	92.6520μs	58.1044μs	17.2104 KOps/s	17.2155 KOps/s	$\color{#d91a1a}-0.03\%$
test_add_td	0.1274ms	91.1096μs	10.9758 KOps/s	10.3726 KOps/s	$\textbf{\color{#35bf28}+5.82\%}$
test_compile_add_one_nested[tensordict-compile]	0.4155ms	0.2112ms	4.7348 KOps/s	4.6816 KOps/s	$\color{#35bf28}+1.14\%$
test_compile_add_one_nested[tensordict-eager]	0.5647ms	0.1536ms	6.5103 KOps/s	6.5907 KOps/s	$\color{#d91a1a}-1.22\%$
test_compile_add_one_nested[pytree-compile]	0.2210ms	0.1477ms	6.7719 KOps/s	6.8103 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_add_one_nested[pytree-eager]	0.2381ms	0.1863ms	5.3683 KOps/s	5.2796 KOps/s	$\color{#35bf28}+1.68\%$
test_compile_copy_nested[tensordict-compile]	93.2620μs	23.2055μs	43.0932 KOps/s	43.8754 KOps/s	$\color{#d91a1a}-1.78\%$
test_compile_copy_nested[tensordict-eager]	90.3320μs	44.3302μs	22.5580 KOps/s	22.8815 KOps/s	$\color{#d91a1a}-1.41\%$
test_compile_copy_nested[pytree-compile]	0.2386ms	64.7538μs	15.4431 KOps/s	15.9162 KOps/s	$\color{#d91a1a}-2.97\%$
test_compile_copy_nested[pytree-eager]	82.7010μs	49.6292μs	20.1494 KOps/s	20.6142 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_add_one_flat[tensordict-compile]	0.3955ms	0.3213ms	3.1123 KOps/s	3.1122 KOps/s	$+0.00\%$
test_compile_add_one_flat[tensordict-eager]	0.2455ms	0.2107ms	4.7471 KOps/s	4.5826 KOps/s	$\color{#35bf28}+3.59\%$
test_compile_add_one_flat[tensorclass-compile]	0.1719ms	0.1300ms	7.6894 KOps/s	7.2442 KOps/s	$\textbf{\color{#35bf28}+6.15\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1052ms	60.8392μs	16.4368 KOps/s	15.5141 KOps/s	$\textbf{\color{#35bf28}+5.95\%}$
test_compile_add_one_flat[pytree-compile]	0.3918ms	0.3201ms	3.1244 KOps/s	3.0390 KOps/s	$\color{#35bf28}+2.81\%$
test_compile_add_one_flat[pytree-eager]	0.6941ms	0.6318ms	1.5827 KOps/s	1.4854 KOps/s	$\textbf{\color{#35bf28}+6.55\%}$
test_compile_add_self_flat[tensordict-eager]	0.2997ms	0.2495ms	4.0075 KOps/s	3.9126 KOps/s	$\color{#35bf28}+2.42\%$
test_compile_add_self_flat[tensordict-compile]	0.3715ms	0.3211ms	3.1139 KOps/s	3.0796 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_add_self_flat[tensorclass-eager]	0.1141ms	71.2359μs	14.0379 KOps/s	13.4230 KOps/s	$\color{#35bf28}+4.58\%$
test_compile_add_self_flat[tensorclass-compile]	0.1803ms	0.1306ms	7.6594 KOps/s	7.3381 KOps/s	$\color{#35bf28}+4.38\%$
test_compile_add_self_flat[pytree-eager]	0.6313ms	0.5390ms	1.8554 KOps/s	1.7874 KOps/s	$\color{#35bf28}+3.80\%$
test_compile_add_self_flat[pytree-compile]	0.3842ms	0.3199ms	3.1257 KOps/s	3.0755 KOps/s	$\color{#35bf28}+1.63\%$
test_compile_copy_flat[tensordict-compile]	93.4320μs	18.7330μs	53.3818 KOps/s	54.2986 KOps/s	$\color{#d91a1a}-1.69\%$
test_compile_copy_flat[tensordict-eager]	61.2910μs	27.2510μs	36.6960 KOps/s	36.9990 KOps/s	$\color{#d91a1a}-0.82\%$
test_compile_copy_flat[pytree-compile]	98.4620μs	70.1178μs	14.2617 KOps/s	14.3461 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_copy_flat[pytree-eager]	84.5910μs	51.9463μs	19.2506 KOps/s	19.5800 KOps/s	$\color{#d91a1a}-1.68\%$
test_compile_assign_and_add[tensordict-compile]	2.3316ms	0.8141ms	1.2283 KOps/s	1.1207 KOps/s	$\textbf{\color{#35bf28}+9.60\%}$
test_compile_assign_and_add[tensordict-eager]	3.2992ms	3.2029ms	312.2187 Ops/s	303.7670 Ops/s	$\color{#35bf28}+2.78\%$
test_compile_assign_and_add[pytree-compile]	2.3213ms	0.8138ms	1.2287 KOps/s	1.1435 KOps/s	$\textbf{\color{#35bf28}+7.46\%}$
test_compile_assign_and_add[pytree-eager]	3.6216ms	3.2671ms	306.0813 Ops/s	298.3852 Ops/s	$\color{#35bf28}+2.58\%$
test_compile_indexing[tensor-tensordict-compile]	0.1714ms	0.1098ms	9.1058 KOps/s	8.8697 KOps/s	$\color{#35bf28}+2.66\%$
test_compile_indexing[tensor-tensordict-eager]	0.1954ms	61.1946μs	16.3413 KOps/s	15.6692 KOps/s	$\color{#35bf28}+4.29\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1545ms	0.1038ms	9.6308 KOps/s	9.3787 KOps/s	$\color{#35bf28}+2.69\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1333ms	43.5138μs	22.9812 KOps/s	22.1416 KOps/s	$\color{#35bf28}+3.79\%$
test_compile_indexing[tensor-pytree-compile]	0.1453ms	0.1048ms	9.5421 KOps/s	9.4379 KOps/s	$\color{#35bf28}+1.10\%$
test_compile_indexing[tensor-pytree-eager]	99.9420μs	43.4591μs	23.0101 KOps/s	22.5792 KOps/s	$\color{#35bf28}+1.91\%$
test_compile_indexing[slice-tensordict-compile]	0.1951ms	0.1389ms	7.1972 KOps/s	7.1616 KOps/s	$\color{#35bf28}+0.50\%$
test_compile_indexing[slice-tensordict-eager]	0.1681ms	25.4911μs	39.2294 KOps/s	37.3137 KOps/s	$\textbf{\color{#35bf28}+5.13\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1852ms	0.1316ms	7.5982 KOps/s	7.5063 KOps/s	$\color{#35bf28}+1.22\%$
test_compile_indexing[slice-tensorclass-eager]	62.7010μs	20.8899μs	47.8701 KOps/s	46.3284 KOps/s	$\color{#35bf28}+3.33\%$
test_compile_indexing[slice-pytree-compile]	0.1799ms	0.1320ms	7.5784 KOps/s	7.4576 KOps/s	$\color{#35bf28}+1.62\%$
test_compile_indexing[slice-pytree-eager]	54.6410μs	20.5870μs	48.5744 KOps/s	46.5170 KOps/s	$\color{#35bf28}+4.42\%$
test_compile_indexing[int-tensordict-compile]	0.1975ms	0.1399ms	7.1468 KOps/s	7.1379 KOps/s	$\color{#35bf28}+0.12\%$
test_compile_indexing[int-tensordict-eager]	0.5000ms	25.2978μs	39.5291 KOps/s	37.5352 KOps/s	$\textbf{\color{#35bf28}+5.31\%}$
test_compile_indexing[int-tensorclass-compile]	0.2025ms	0.1340ms	7.4652 KOps/s	7.4437 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_indexing[int-tensorclass-eager]	0.1566ms	21.1098μs	47.3715 KOps/s	46.5165 KOps/s	$\color{#35bf28}+1.84\%$
test_compile_indexing[int-pytree-compile]	0.1933ms	0.1324ms	7.5524 KOps/s	7.4749 KOps/s	$\color{#35bf28}+1.04\%$
test_compile_indexing[int-pytree-eager]	50.7910μs	20.5520μs	48.6571 KOps/s	46.7074 KOps/s	$\color{#35bf28}+4.17\%$
test_mod_add[eager]	69.9210μs	32.2254μs	31.0315 KOps/s	26.3846 KOps/s	$\textbf{\color{#35bf28}+17.61\%}$
test_mod_add[compile]	0.3224ms	69.2753μs	14.4352 KOps/s	13.3030 KOps/s	$\textbf{\color{#35bf28}+8.51\%}$
test_mod_add[compile-overhead]	0.2670ms	0.1379ms	7.2510 KOps/s	6.7062 KOps/s	$\textbf{\color{#35bf28}+8.12\%}$
test_mod_wrap[eager]	0.3128ms	0.2424ms	4.1249 KOps/s	3.7233 KOps/s	$\textbf{\color{#35bf28}+10.79\%}$
test_mod_wrap[compile]	0.6757ms	0.3145ms	3.1797 KOps/s	3.3097 KOps/s	$\color{#d91a1a}-3.93\%$
test_mod_wrap[compile-overhead]	7.4878ms	4.0333ms	247.9364 Ops/s	255.6675 Ops/s	$\color{#d91a1a}-3.02\%$
test_mod_wrap_and_backward[eager]	1.4928ms	1.3631ms	733.6102 Ops/s	682.3424 Ops/s	$\textbf{\color{#35bf28}+7.51\%}$
test_mod_wrap_and_backward[compile]	1.9196ms	1.3346ms	749.3099 Ops/s	687.4703 Ops/s	$\textbf{\color{#35bf28}+9.00\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3269ms	0.9188ms	1.0884 KOps/s	947.9812 Ops/s	$\textbf{\color{#35bf28}+14.81\%}$
test_seq_add[eager]	0.1843ms	96.9258μs	10.3172 KOps/s	9.5984 KOps/s	$\textbf{\color{#35bf28}+7.49\%}$
test_seq_add[compile]	0.3825ms	82.0399μs	12.1892 KOps/s	11.7723 KOps/s	$\color{#35bf28}+3.54\%$
test_seq_add[compile-overhead]	0.1574ms	0.1161ms	8.6144 KOps/s	8.4949 KOps/s	$\color{#35bf28}+1.41\%$
test_seq_wrap[eager]	0.4588ms	0.3751ms	2.6656 KOps/s	2.5066 KOps/s	$\textbf{\color{#35bf28}+6.34\%}$
test_seq_wrap[compile]	0.3848ms	0.3164ms	3.1604 KOps/s	3.1203 KOps/s	$\color{#35bf28}+1.29\%$
test_seq_wrap[compile-overhead]	0.2693ms	0.2224ms	4.4967 KOps/s	4.4714 KOps/s	$\color{#35bf28}+0.57\%$
test_func_call_runtime[False-eager]	0.8312ms	0.7449ms	1.3424 KOps/s	1.3265 KOps/s	$\color{#35bf28}+1.20\%$
test_func_call_runtime[False-compile]	1.0270ms	0.7882ms	1.2687 KOps/s	1.2329 KOps/s	$\color{#35bf28}+2.91\%$
test_func_call_runtime[False-compile-overhead]	0.4618ms	0.3610ms	2.7698 KOps/s	2.7582 KOps/s	$\color{#35bf28}+0.42\%$
test_func_call_runtime[True-eager]	0.9502ms	0.9063ms	1.1034 KOps/s	1.0843 KOps/s	$\color{#35bf28}+1.76\%$
test_func_call_runtime[True-compile]	0.9209ms	0.8222ms	1.2162 KOps/s	1.1866 KOps/s	$\color{#35bf28}+2.50\%$
test_func_call_runtime[True-compile-overhead]	0.4916ms	0.3946ms	2.5341 KOps/s	2.5184 KOps/s	$\color{#35bf28}+0.62\%$
test_func_call_cm_runtime[False-eager]	0.8044ms	0.7443ms	1.3436 KOps/s	1.3201 KOps/s	$\color{#35bf28}+1.77\%$
test_func_call_cm_runtime[False-compile]	0.8349ms	0.7901ms	1.2657 KOps/s	1.2261 KOps/s	$\color{#35bf28}+3.23\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4159ms	0.3646ms	2.7429 KOps/s	2.7345 KOps/s	$\color{#35bf28}+0.31\%$
test_func_call_cm_runtime[True-eager]	1.1230ms	1.0052ms	994.8116 Ops/s	983.3634 Ops/s	$\color{#35bf28}+1.16\%$
test_func_call_cm_runtime[True-compile]	0.9298ms	0.8497ms	1.1769 KOps/s	1.1483 KOps/s	$\color{#35bf28}+2.50\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4930ms	0.4205ms	2.3780 KOps/s	2.3785 KOps/s	$\color{#d91a1a}-0.02\%$
test_vmap_func_call_cm_runtime[eager]	2.5329ms	2.0707ms	482.9309 Ops/s	475.6803 Ops/s	$\color{#35bf28}+1.52\%$
test_vmap_func_call_cm_runtime[compile]	0.9931ms	0.8665ms	1.1540 KOps/s	1.1264 KOps/s	$\color{#35bf28}+2.45\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5282ms	0.4264ms	2.3450 KOps/s	2.3413 KOps/s	$\color{#35bf28}+0.16\%$
test_distributed	1.6980ms	0.2082ms	4.8020 KOps/s	8.4706 KOps/s	$\textbf{\color{#d91a1a}-43.31\%}$
test_tdmodule	91.1310μs	14.1986μs	70.4297 KOps/s	63.6017 KOps/s	$\textbf{\color{#35bf28}+10.74\%}$
test_tdmodule_dispatch	65.4510μs	28.8618μs	34.6478 KOps/s	32.2449 KOps/s	$\textbf{\color{#35bf28}+7.45\%}$
test_tdseq	37.8310μs	16.3840μs	61.0351 KOps/s	60.2729 KOps/s	$\color{#35bf28}+1.26\%$
test_tdseq_dispatch	53.3310μs	32.3656μs	30.8970 KOps/s	29.4375 KOps/s	$\color{#35bf28}+4.96\%$
test_instantiation_functorch	2.0658ms	1.9913ms	502.1933 Ops/s	525.8592 Ops/s	$\color{#d91a1a}-4.50\%$
test_instantiation_td	1.8205ms	1.2194ms	820.0807 Ops/s	822.4717 Ops/s	$\color{#d91a1a}-0.29\%$
test_exec_functorch	0.2639ms	0.2162ms	4.6254 KOps/s	4.7503 KOps/s	$\color{#d91a1a}-2.63\%$
test_exec_functional_call	0.2728ms	0.2230ms	4.4833 KOps/s	4.4088 KOps/s	$\color{#35bf28}+1.69\%$
test_exec_td	0.2773ms	0.2273ms	4.3993 KOps/s	4.2538 KOps/s	$\color{#35bf28}+3.42\%$
test_exec_td_decorator	0.8932ms	0.2634ms	3.7963 KOps/s	3.6105 KOps/s	$\textbf{\color{#35bf28}+5.15\%}$
test_vmap_mlp_speed[True-True]	0.7744ms	0.7139ms	1.4008 KOps/s	1.4366 KOps/s	$\color{#d91a1a}-2.49\%$
test_vmap_mlp_speed[True-False]	0.8058ms	0.7174ms	1.3939 KOps/s	1.3738 KOps/s	$\color{#35bf28}+1.47\%$
test_vmap_mlp_speed[False-True]	0.7161ms	0.6059ms	1.6504 KOps/s	1.6399 KOps/s	$\color{#35bf28}+0.64\%$
test_vmap_mlp_speed[False-False]	0.6663ms	0.6063ms	1.6493 KOps/s	1.6388 KOps/s	$\color{#35bf28}+0.64\%$
test_vmap_mlp_speed_decorator[True-True]	1.3873ms	0.6961ms	1.4367 KOps/s	1.4039 KOps/s	$\color{#35bf28}+2.33\%$
test_vmap_mlp_speed_decorator[True-False]	0.8280ms	0.6985ms	1.4317 KOps/s	1.4019 KOps/s	$\color{#35bf28}+2.13\%$
test_vmap_mlp_speed_decorator[False-True]	0.7617ms	0.6168ms	1.6214 KOps/s	1.6029 KOps/s	$\color{#35bf28}+1.15\%$
test_vmap_mlp_speed_decorator[False-False]	0.7387ms	0.6161ms	1.6231 KOps/s	1.5966 KOps/s	$\color{#35bf28}+1.66\%$
test_vmap_transformer_speed[True-True]	8.7707ms	8.4171ms	118.8052 Ops/s	117.0264 Ops/s	$\color{#35bf28}+1.52\%$
test_vmap_transformer_speed[True-False]	8.7276ms	8.3790ms	119.3460 Ops/s	116.5690 Ops/s	$\color{#35bf28}+2.38\%$
test_vmap_transformer_speed[False-True]	8.6083ms	8.2623ms	121.0311 Ops/s	120.0125 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed[False-False]	8.6025ms	8.2000ms	121.9518 Ops/s	120.8770 Ops/s	$\color{#35bf28}+0.89\%$
test_vmap_transformer_speed_decorator[True-True]	20.5133ms	19.6859ms	50.7978 Ops/s	50.2205 Ops/s	$\color{#35bf28}+1.15\%$
test_vmap_transformer_speed_decorator[True-False]	20.3825ms	19.6644ms	50.8532 Ops/s	50.4252 Ops/s	$\color{#35bf28}+0.85\%$
test_vmap_transformer_speed_decorator[False-True]	20.2846ms	19.5933ms	51.0379 Ops/s	50.8731 Ops/s	$\color{#35bf28}+0.32\%$
test_vmap_transformer_speed_decorator[False-False]	19.9370ms	19.5381ms	51.1821 Ops/s	50.6575 Ops/s	$\color{#35bf28}+1.04\%$
test_to_module_speed[True]	1.3718ms	0.9416ms	1.0620 KOps/s	1.0621 KOps/s	$-0.01\%$
test_to_module_speed[False]	1.3037ms	0.9202ms	1.0867 KOps/s	1.0920 KOps/s	$\color{#d91a1a}-0.48\%$
test_tc_init	67.7810μs	32.9802μs	30.3212 KOps/s	27.1742 KOps/s	$\textbf{\color{#35bf28}+11.58\%}$
test_tc_init_nested	0.1154ms	67.9423μs	14.7184 KOps/s	13.2055 KOps/s	$\textbf{\color{#35bf28}+11.46\%}$
test_tc_first_layer_tensor	6.0530μs	0.6759μs	1.4796 MOps/s	1.4843 MOps/s	$\color{#d91a1a}-0.32\%$
test_tc_first_layer_nontensor	26.8400μs	2.2289μs	448.6503 KOps/s	450.5350 KOps/s	$\color{#d91a1a}-0.42\%$
test_tc_second_layer_tensor	8.6800μs	1.3593μs	735.6561 KOps/s	743.7549 KOps/s	$\color{#d91a1a}-1.09\%$
test_tc_second_layer_nontensor	0.1044ms	2.9515μs	338.8154 KOps/s	344.7502 KOps/s	$\color{#d91a1a}-1.72\%$
test_unbind	0.1901s	11.9221ms	83.8777 Ops/s	91.1574 Ops/s	$\textbf{\color{#d91a1a}-7.99\%}$
test_full_like	0.6593ms	0.5733ms	1.7444 KOps/s	1.7418 KOps/s	$\color{#35bf28}+0.15\%$
test_zeros_like	0.2892ms	0.1980ms	5.0517 KOps/s	5.0609 KOps/s	$\color{#d91a1a}-0.18\%$
test_ones_like	0.2357ms	0.1977ms	5.0569 KOps/s	5.0677 KOps/s	$\color{#d91a1a}-0.21\%$
test_clone	0.4458ms	0.4148ms	2.4106 KOps/s	2.4193 KOps/s	$\color{#d91a1a}-0.36\%$
test_squeeze	42.9110μs	11.4064μs	87.6704 KOps/s	100.8936 KOps/s	$\textbf{\color{#d91a1a}-13.11\%}$
test_unsqueeze	0.2937ms	74.4611μs	13.4298 KOps/s	12.6548 KOps/s	$\textbf{\color{#35bf28}+6.12\%}$
test_split	0.2596ms	0.1612ms	6.2025 KOps/s	6.0193 KOps/s	$\color{#35bf28}+3.04\%$
test_permute	0.2336ms	0.1900ms	5.2634 KOps/s	5.4249 KOps/s	$\color{#d91a1a}-2.98\%$
test_stack	1.2423ms	0.8745ms	1.1436 KOps/s	1.1338 KOps/s	$\color{#35bf28}+0.86\%$
test_cat	1.2625ms	1.2314ms	812.0681 Ops/s	811.9570 Ops/s	$\color{#35bf28}+0.01\%$