[Versioning] Versions for 0.6

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

Total Benchmarks: 216. Improved: $\large\color{#35bf28}3$. Worsened: $\large\color{#d91a1a}24$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	42.5900μs	24.4561μs	40.8897 KOps/s	42.8171 KOps/s	$\color{#d91a1a}-4.50\%$
test_plain_set_stack_nested	65.4830μs	24.6421μs	40.5809 KOps/s	40.5337 KOps/s	$\color{#35bf28}+0.12\%$
test_plain_set_nested_inplace	72.4370μs	26.7761μs	37.3468 KOps/s	39.0084 KOps/s	$\color{#d91a1a}-4.26\%$
test_plain_set_stack_nested_inplace	81.4440μs	26.8371μs	37.2618 KOps/s	39.4321 KOps/s	$\textbf{\color{#d91a1a}-5.50\%}$
test_items	35.0240μs	4.1009μs	243.8460 KOps/s	239.3520 KOps/s	$\color{#35bf28}+1.88\%$
test_items_nested	0.4893ms	0.3781ms	2.6447 KOps/s	2.6298 KOps/s	$\color{#35bf28}+0.57\%$
test_items_nested_locked	0.8040ms	0.3821ms	2.6169 KOps/s	2.6041 KOps/s	$\color{#35bf28}+0.49\%$
test_items_nested_leaf	0.1436ms	82.9542μs	12.0549 KOps/s	12.3944 KOps/s	$\color{#d91a1a}-2.74\%$
test_items_stack_nested	0.6279ms	0.3956ms	2.5275 KOps/s	2.6319 KOps/s	$\color{#d91a1a}-3.97\%$
test_items_stack_nested_leaf	0.1631ms	85.3209μs	11.7205 KOps/s	12.2121 KOps/s	$\color{#d91a1a}-4.03\%$
test_items_stack_nested_locked	0.7605ms	0.3814ms	2.6219 KOps/s	2.6177 KOps/s	$\color{#35bf28}+0.16\%$
test_keys	52.8000μs	3.5993μs	277.8296 KOps/s	275.7495 KOps/s	$\color{#35bf28}+0.75\%$
test_keys_nested	0.2193ms	0.1340ms	7.4629 KOps/s	7.4414 KOps/s	$\color{#35bf28}+0.29\%$
test_keys_nested_locked	0.7485ms	0.1390ms	7.1958 KOps/s	7.1826 KOps/s	$\color{#35bf28}+0.18\%$
test_keys_nested_leaf	0.2212ms	0.1175ms	8.5079 KOps/s	8.4944 KOps/s	$\color{#35bf28}+0.16\%$
test_keys_stack_nested	0.2100ms	0.1349ms	7.4124 KOps/s	7.4596 KOps/s	$\color{#d91a1a}-0.63\%$
test_keys_stack_nested_leaf	0.1957ms	0.1174ms	8.5167 KOps/s	8.4816 KOps/s	$\color{#35bf28}+0.41\%$
test_keys_stack_nested_locked	0.2473ms	0.1399ms	7.1492 KOps/s	7.1209 KOps/s	$\color{#35bf28}+0.40\%$
test_values	8.9192μs	1.0733μs	931.6764 KOps/s	962.2688 KOps/s	$\color{#d91a1a}-3.18\%$
test_values_nested	0.3854ms	96.0620μs	10.4099 KOps/s	10.6789 KOps/s	$\color{#d91a1a}-2.52\%$
test_values_nested_locked	0.1606ms	94.0210μs	10.6359 KOps/s	10.7176 KOps/s	$\color{#d91a1a}-0.76\%$
test_values_nested_leaf	0.1300ms	79.5932μs	12.5639 KOps/s	12.5556 KOps/s	$\color{#35bf28}+0.07\%$
test_values_stack_nested	0.1757ms	93.5198μs	10.6929 KOps/s	10.6405 KOps/s	$\color{#35bf28}+0.49\%$
test_values_stack_nested_leaf	0.1526ms	80.7109μs	12.3899 KOps/s	12.6173 KOps/s	$\color{#d91a1a}-1.80\%$
test_values_stack_nested_locked	0.1640ms	93.6558μs	10.6774 KOps/s	11.0359 KOps/s	$\color{#d91a1a}-3.25\%$
test_membership	25.7180μs	0.9298μs	1.0754 MOps/s	1.1186 MOps/s	$\color{#d91a1a}-3.86\%$
test_membership_nested	0.1058ms	2.7866μs	358.8639 KOps/s	368.8002 KOps/s	$\color{#d91a1a}-2.69\%$
test_membership_nested_leaf	40.9670μs	2.7786μs	359.8952 KOps/s	364.2193 KOps/s	$\color{#d91a1a}-1.19\%$
test_membership_stacked_nested	21.7310μs	2.7460μs	364.1725 KOps/s	374.4334 KOps/s	$\color{#d91a1a}-2.74\%$
test_membership_stacked_nested_leaf	49.0620μs	2.7325μs	365.9632 KOps/s	370.8719 KOps/s	$\color{#d91a1a}-1.32\%$
test_membership_nested_last	28.4530μs	4.2268μs	236.5837 KOps/s	241.0045 KOps/s	$\color{#d91a1a}-1.83\%$
test_membership_nested_leaf_last	27.2920μs	4.2419μs	235.7442 KOps/s	245.5189 KOps/s	$\color{#d91a1a}-3.98\%$
test_membership_stacked_nested_last	33.1120μs	4.1700μs	239.8064 KOps/s	241.8710 KOps/s	$\color{#d91a1a}-0.85\%$
test_membership_stacked_nested_leaf_last	36.5890μs	4.1582μs	240.4890 KOps/s	240.9103 KOps/s	$\color{#d91a1a}-0.17\%$
test_nested_getleaf	37.3300μs	10.4940μs	95.2922 KOps/s	96.8405 KOps/s	$\color{#d91a1a}-1.60\%$
test_nested_get	49.6420μs	9.8950μs	101.0609 KOps/s	101.9298 KOps/s	$\color{#d91a1a}-0.85\%$
test_stacked_getleaf	51.8280μs	10.4457μs	95.7334 KOps/s	96.1285 KOps/s	$\color{#d91a1a}-0.41\%$
test_stacked_get	60.8750μs	9.9880μs	100.1201 KOps/s	100.9122 KOps/s	$\color{#d91a1a}-0.78\%$
test_nested_getitemleaf	57.3180μs	10.9651μs	91.1982 KOps/s	91.2852 KOps/s	$\color{#d91a1a}-0.10\%$
test_nested_getitem	61.2970μs	10.2684μs	97.3861 KOps/s	96.8943 KOps/s	$\color{#35bf28}+0.51\%$
test_stacked_getitemleaf	57.1460μs	10.8268μs	92.3637 KOps/s	91.6506 KOps/s	$\color{#35bf28}+0.78\%$
test_stacked_getitem	44.1530μs	10.4235μs	95.9368 KOps/s	98.5099 KOps/s	$\color{#d91a1a}-2.61\%$
test_lock_nested	0.9593ms	0.5098ms	1.9614 KOps/s	1.9632 KOps/s	$\color{#d91a1a}-0.09\%$
test_lock_stack_nested	0.8651ms	0.4778ms	2.0931 KOps/s	2.1103 KOps/s	$\color{#d91a1a}-0.82\%$
test_unlock_nested	0.1057s	0.5259ms	1.9014 KOps/s	2.3359 KOps/s	$\textbf{\color{#d91a1a}-18.60\%}$
test_unlock_stack_nested	0.6030ms	0.3897ms	2.5659 KOps/s	2.5825 KOps/s	$\color{#d91a1a}-0.64\%$
test_flatten_speed	0.2058ms	0.1032ms	9.6890 KOps/s	10.0188 KOps/s	$\color{#d91a1a}-3.29\%$
test_unflatten_speed	0.7980ms	0.5233ms	1.9111 KOps/s	2.0021 KOps/s	$\color{#d91a1a}-4.54\%$
test_common_ops	8.5131ms	1.1684ms	855.8707 Ops/s	908.1772 Ops/s	$\textbf{\color{#d91a1a}-5.76\%}$
test_creation	39.5240μs	2.2675μs	441.0199 KOps/s	484.2100 KOps/s	$\textbf{\color{#d91a1a}-8.92\%}$
test_creation_empty	54.3430μs	18.3657μs	54.4492 KOps/s	58.7797 KOps/s	$\textbf{\color{#d91a1a}-7.37\%}$
test_creation_nested_1	77.6460μs	22.0017μs	45.4510 KOps/s	49.3594 KOps/s	$\textbf{\color{#d91a1a}-7.92\%}$
test_creation_nested_2	0.1044ms	26.2226μs	38.1350 KOps/s	40.7389 KOps/s	$\textbf{\color{#d91a1a}-6.39\%}$
test_clone	1.3674ms	17.7369μs	56.3797 KOps/s	59.0921 KOps/s	$\color{#d91a1a}-4.59\%$
test_getitem[int]	0.8059ms	16.9945μs	58.8427 KOps/s	60.0477 KOps/s	$\color{#d91a1a}-2.01\%$
test_getitem[slice_int]	0.1619ms	31.9713μs	31.2781 KOps/s	32.5226 KOps/s	$\color{#d91a1a}-3.83\%$
test_getitem[range]	0.1870ms	61.1400μs	16.3559 KOps/s	17.4591 KOps/s	$\textbf{\color{#d91a1a}-6.32\%}$
test_getitem[tuple]	0.1484ms	25.5789μs	39.0947 KOps/s	38.8039 KOps/s	$\color{#35bf28}+0.75\%$
test_getitem[list]	0.3632ms	56.7090μs	17.6339 KOps/s	18.8241 KOps/s	$\textbf{\color{#d91a1a}-6.32\%}$
test_setitem_dim[int]	66.3350μs	33.9011μs	29.4976 KOps/s	30.5253 KOps/s	$\color{#d91a1a}-3.37\%$
test_setitem_dim[slice_int]	0.1317ms	63.6132μs	15.7200 KOps/s	16.4546 KOps/s	$\color{#d91a1a}-4.46\%$
test_setitem_dim[range]	0.1346ms	86.3587μs	11.5796 KOps/s	11.8069 KOps/s	$\color{#d91a1a}-1.92\%$
test_setitem_dim[tuple]	99.5070μs	51.1247μs	19.5600 KOps/s	20.3444 KOps/s	$\color{#d91a1a}-3.86\%$
test_setitem	0.2043ms	30.8234μs	32.4429 KOps/s	35.0365 KOps/s	$\textbf{\color{#d91a1a}-7.40\%}$
test_set	0.1456ms	29.7383μs	33.6267 KOps/s	36.3843 KOps/s	$\textbf{\color{#d91a1a}-7.58\%}$
test_set_shared	3.3017ms	0.2248ms	4.4477 KOps/s	4.5659 KOps/s	$\color{#d91a1a}-2.59\%$
test_update	0.1758ms	38.7526μs	25.8047 KOps/s	28.2895 KOps/s	$\textbf{\color{#d91a1a}-8.78\%}$
test_update_nested	0.1483ms	49.5313μs	20.1892 KOps/s	21.1725 KOps/s	$\color{#d91a1a}-4.64\%$
test_update__nested	0.7236ms	45.9098μs	21.7818 KOps/s	22.1999 KOps/s	$\color{#d91a1a}-1.88\%$
test_set_nested	0.1580ms	32.7491μs	30.5352 KOps/s	32.1348 KOps/s	$\color{#d91a1a}-4.98\%$
test_set_nested_new	0.1625ms	37.2431μs	26.8506 KOps/s	27.8475 KOps/s	$\color{#d91a1a}-3.58\%$
test_select	0.1684ms	56.0645μs	17.8366 KOps/s	18.4131 KOps/s	$\color{#d91a1a}-3.13\%$
test_select_nested	0.1223ms	60.7158μs	16.4702 KOps/s	16.7046 KOps/s	$\color{#d91a1a}-1.40\%$
test_exclude_nested	0.1479ms	76.7908μs	13.0224 KOps/s	13.3654 KOps/s	$\color{#d91a1a}-2.57\%$
test_empty[True]	0.6459ms	0.3534ms	2.8298 KOps/s	2.7324 KOps/s	$\color{#35bf28}+3.56\%$
test_empty[False]	11.8422μs	1.3171μs	759.2466 KOps/s	821.7520 KOps/s	$\textbf{\color{#d91a1a}-7.61\%}$
test_unbind_speed	0.4562ms	0.2983ms	3.3527 KOps/s	3.3518 KOps/s	$\color{#35bf28}+0.03\%$
test_unbind_speed_stack0	0.6716ms	0.3022ms	3.3096 KOps/s	3.3689 KOps/s	$\color{#d91a1a}-1.76\%$
test_unbind_speed_stack1	0.1074s	0.8363ms	1.1958 KOps/s	1.3401 KOps/s	$\textbf{\color{#d91a1a}-10.77\%}$
test_split	2.2620ms	2.0274ms	493.2429 Ops/s	455.4804 Ops/s	$\textbf{\color{#35bf28}+8.29\%}$
test_chunk	0.1042s	2.2559ms	443.2751 Ops/s	459.6286 Ops/s	$\color{#d91a1a}-3.56\%$
test_creation[device0]	0.2386ms	0.1180ms	8.4730 KOps/s	8.7263 KOps/s	$\color{#d91a1a}-2.90\%$
test_creation_from_tensor	3.4908ms	0.1189ms	8.4137 KOps/s	8.4733 KOps/s	$\color{#d91a1a}-0.70\%$
test_add_one[memmap_tensor0]	0.2019ms	7.3321μs	136.3865 KOps/s	145.4262 KOps/s	$\textbf{\color{#d91a1a}-6.22\%}$
test_contiguous[memmap_tensor0]	18.6150μs	1.8980μs	526.8761 KOps/s	541.5076 KOps/s	$\color{#d91a1a}-2.70\%$
test_stack[memmap_tensor0]	56.4760μs	5.7385μs	174.2608 KOps/s	181.1203 KOps/s	$\color{#d91a1a}-3.79\%$
test_memmaptd_index	1.2163ms	0.4137ms	2.4170 KOps/s	2.4323 KOps/s	$\color{#d91a1a}-0.63\%$
test_memmaptd_index_astensor	0.1093s	0.5877ms	1.7017 KOps/s	1.9634 KOps/s	$\textbf{\color{#d91a1a}-13.33\%}$
test_memmaptd_index_op	1.8487ms	1.0816ms	924.5567 Ops/s	962.1202 Ops/s	$\color{#d91a1a}-3.90\%$
test_serialize_model	0.1292s	0.1219s	8.2007 Ops/s	8.3433 Ops/s	$\color{#d91a1a}-1.71\%$
test_serialize_model_pickle	0.4728s	0.4003s	2.4983 Ops/s	2.5614 Ops/s	$\color{#d91a1a}-2.46\%$
test_serialize_weights	0.1247s	0.1173s	8.5273 Ops/s	8.3866 Ops/s	$\color{#35bf28}+1.68\%$
test_serialize_weights_returnearly	0.2682s	0.1729s	5.7824 Ops/s	6.3665 Ops/s	$\textbf{\color{#d91a1a}-9.18\%}$
test_serialize_weights_pickle	1.1069s	0.7088s	1.4108 Ops/s	2.5528 Ops/s	$\textbf{\color{#d91a1a}-44.74\%}$
test_serialize_weights_filesystem	0.1500s	0.1456s	6.8690 Ops/s	6.9113 Ops/s	$\color{#d91a1a}-0.61\%$
test_serialize_model_filesystem	0.1508s	0.1439s	6.9505 Ops/s	5.9533 Ops/s	$\textbf{\color{#35bf28}+16.75\%}$
test_reshape_pytree	96.2210μs	39.2404μs	25.4839 KOps/s	25.3481 KOps/s	$\color{#35bf28}+0.54\%$
test_reshape_td	0.1162ms	48.2861μs	20.7099 KOps/s	21.1114 KOps/s	$\color{#d91a1a}-1.90\%$
test_view_pytree	0.1211ms	39.3603μs	25.4063 KOps/s	25.4864 KOps/s	$\color{#d91a1a}-0.31\%$
test_view_td	0.1274ms	54.0816μs	18.4906 KOps/s	18.6981 KOps/s	$\color{#d91a1a}-1.11\%$
test_unbind_pytree	86.3330μs	35.8097μs	27.9254 KOps/s	27.5599 KOps/s	$\color{#35bf28}+1.33\%$
test_unbind_td	0.3101ms	44.9135μs	22.2650 KOps/s	22.6166 KOps/s	$\color{#d91a1a}-1.55\%$
test_split_pytree	0.1096ms	39.2366μs	25.4864 KOps/s	25.9662 KOps/s	$\color{#d91a1a}-1.85\%$
test_split_td	0.2145ms	59.4653μs	16.8165 KOps/s	17.7035 KOps/s	$\textbf{\color{#d91a1a}-5.01\%}$
test_add_pytree	0.1328ms	46.3078μs	21.5946 KOps/s	21.7196 KOps/s	$\color{#d91a1a}-0.58\%$
test_add_td	0.3396ms	89.6104μs	11.1594 KOps/s	11.6327 KOps/s	$\color{#d91a1a}-4.07\%$
test_compile_add_one_nested[tensordict-compile]	0.1322ms	74.3442μs	13.4509 KOps/s	13.8354 KOps/s	$\color{#d91a1a}-2.78\%$
test_compile_add_one_nested[tensordict-eager]	0.4346ms	0.2088ms	4.7901 KOps/s	4.9500 KOps/s	$\color{#d91a1a}-3.23\%$
test_compile_add_one_nested[pytree-compile]	0.1308ms	54.8707μs	18.2247 KOps/s	18.4225 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_add_one_nested[pytree-eager]	0.3476ms	0.1491ms	6.7074 KOps/s	6.7780 KOps/s	$\color{#d91a1a}-1.04\%$
test_compile_copy_nested[tensordict-compile]	69.3810μs	28.3027μs	35.3323 KOps/s	35.8718 KOps/s	$\color{#d91a1a}-1.50\%$
test_compile_copy_nested[tensordict-eager]	0.1840ms	78.8610μs	12.6805 KOps/s	12.9174 KOps/s	$\color{#d91a1a}-1.83\%$
test_compile_copy_nested[pytree-compile]	0.1550ms	80.2513μs	12.4609 KOps/s	12.6476 KOps/s	$\color{#d91a1a}-1.48\%$
test_compile_copy_nested[pytree-eager]	0.1225ms	68.5871μs	14.5800 KOps/s	14.6626 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_add_one_flat[tensordict-compile]	0.2693ms	0.1231ms	8.1241 KOps/s	8.1199 KOps/s	$\color{#35bf28}+0.05\%$
test_compile_add_one_flat[tensordict-eager]	0.6758ms	0.2509ms	3.9849 KOps/s	4.0764 KOps/s	$\color{#d91a1a}-2.25\%$
test_compile_add_one_flat[tensorclass-compile]	0.1473ms	55.0535μs	18.1642 KOps/s	18.8301 KOps/s	$\color{#d91a1a}-3.54\%$
test_compile_add_one_flat[tensorclass-eager]	0.1621ms	81.4675μs	12.2748 KOps/s	12.3105 KOps/s	$\color{#d91a1a}-0.29\%$
test_compile_add_one_flat[pytree-compile]	0.2374ms	0.1133ms	8.8245 KOps/s	8.9682 KOps/s	$\color{#d91a1a}-1.60\%$
test_compile_add_one_flat[pytree-eager]	0.4037ms	0.3057ms	3.2710 KOps/s	3.3659 KOps/s	$\color{#d91a1a}-2.82\%$
test_compile_add_self_flat[tensordict-eager]	0.7024ms	0.2861ms	3.4955 KOps/s	3.6352 KOps/s	$\color{#d91a1a}-3.84\%$
test_compile_add_self_flat[tensordict-compile]	0.2550ms	0.1231ms	8.1221 KOps/s	8.2317 KOps/s	$\color{#d91a1a}-1.33\%$
test_compile_add_self_flat[tensorclass-eager]	0.1412ms	76.8652μs	13.0098 KOps/s	13.2711 KOps/s	$\color{#d91a1a}-1.97\%$
test_compile_add_self_flat[tensorclass-compile]	0.1131ms	55.6137μs	17.9812 KOps/s	18.3855 KOps/s	$\color{#d91a1a}-2.20\%$
test_compile_add_self_flat[pytree-eager]	0.5605ms	0.2500ms	4.0003 KOps/s	4.1054 KOps/s	$\color{#d91a1a}-2.56\%$
test_compile_add_self_flat[pytree-compile]	0.2420ms	0.1128ms	8.8678 KOps/s	9.0545 KOps/s	$\color{#d91a1a}-2.06\%$
test_compile_copy_flat[tensordict-compile]	70.0720μs	29.6662μs	33.7083 KOps/s	32.4208 KOps/s	$\color{#35bf28}+3.97\%$
test_compile_copy_flat[tensordict-eager]	0.1932ms	79.9196μs	12.5126 KOps/s	12.6594 KOps/s	$\color{#d91a1a}-1.16\%$
test_compile_copy_flat[pytree-compile]	0.1735ms	80.3818μs	12.4406 KOps/s	12.3167 KOps/s	$\color{#35bf28}+1.01\%$
test_compile_copy_flat[pytree-eager]	0.1239ms	69.1311μs	14.4653 KOps/s	14.4822 KOps/s	$\color{#d91a1a}-0.12\%$
test_compile_assign_and_add[tensordict-compile]	0.3232ms	0.2177ms	4.5944 KOps/s	4.6201 KOps/s	$\color{#d91a1a}-0.56\%$
test_compile_assign_and_add[tensordict-eager]	2.0926ms	1.8169ms	550.3826 Ops/s	563.8631 Ops/s	$\color{#d91a1a}-2.39\%$
test_compile_assign_and_add[pytree-compile]	0.3352ms	0.2176ms	4.5954 KOps/s	4.7126 KOps/s	$\color{#d91a1a}-2.49\%$
test_compile_assign_and_add[pytree-eager]	1.4165ms	1.1679ms	856.2711 Ops/s	857.8656 Ops/s	$\color{#d91a1a}-0.19\%$
test_compile_assign_and_add_stack[compile]	1.1277ms	0.4749ms	2.1059 KOps/s	2.1431 KOps/s	$\color{#d91a1a}-1.73\%$
test_compile_assign_and_add_stack[eager]	6.2043ms	4.2422ms	235.7281 Ops/s	238.8927 Ops/s	$\color{#d91a1a}-1.32\%$
test_compile_indexing[tensor-tensordict-compile]	0.1068ms	44.5368μs	22.4534 KOps/s	22.9493 KOps/s	$\color{#d91a1a}-2.16\%$
test_compile_indexing[tensor-tensordict-eager]	0.5551ms	49.9216μs	20.0314 KOps/s	19.7692 KOps/s	$\color{#35bf28}+1.33\%$
test_compile_indexing[tensor-tensorclass-compile]	89.7690μs	38.2053μs	26.1744 KOps/s	27.5906 KOps/s	$\textbf{\color{#d91a1a}-5.13\%}$
test_compile_indexing[tensor-tensorclass-eager]	71.0640μs	29.2922μs	34.1388 KOps/s	32.7156 KOps/s	$\color{#35bf28}+4.35\%$
test_compile_indexing[tensor-pytree-compile]	0.1064ms	39.1713μs	25.5289 KOps/s	27.0936 KOps/s	$\textbf{\color{#d91a1a}-5.78\%}$
test_compile_indexing[tensor-pytree-eager]	0.1911ms	29.0184μs	34.4609 KOps/s	31.8595 KOps/s	$\textbf{\color{#35bf28}+8.17\%}$
test_compile_indexing[slice-tensordict-compile]	0.1926ms	79.0277μs	12.6538 KOps/s	13.1143 KOps/s	$\color{#d91a1a}-3.51\%$
test_compile_indexing[slice-tensordict-eager]	0.5641ms	29.4318μs	33.9769 KOps/s	33.7710 KOps/s	$\color{#35bf28}+0.61\%$
test_compile_indexing[slice-tensorclass-compile]	0.1443ms	70.9704μs	14.0904 KOps/s	14.5149 KOps/s	$\color{#d91a1a}-2.92\%$
test_compile_indexing[slice-tensorclass-eager]	65.9440μs	24.0063μs	41.6557 KOps/s	41.8122 KOps/s	$\color{#d91a1a}-0.37\%$
test_compile_indexing[slice-pytree-compile]	0.1627ms	70.9495μs	14.0945 KOps/s	14.2008 KOps/s	$\color{#d91a1a}-0.75\%$
test_compile_indexing[slice-pytree-eager]	90.4800μs	23.9395μs	41.7719 KOps/s	42.0785 KOps/s	$\color{#d91a1a}-0.73\%$
test_compile_indexing[int-tensordict-compile]	0.1550ms	79.4772μs	12.5822 KOps/s	12.9520 KOps/s	$\color{#d91a1a}-2.85\%$
test_compile_indexing[int-tensordict-eager]	0.9646ms	28.9920μs	34.4922 KOps/s	34.2917 KOps/s	$\color{#35bf28}+0.58\%$
test_compile_indexing[int-tensorclass-compile]	0.1480ms	71.0612μs	14.0724 KOps/s	14.3732 KOps/s	$\color{#d91a1a}-2.09\%$
test_compile_indexing[int-tensorclass-eager]	66.8160μs	23.8420μs	41.9427 KOps/s	42.4999 KOps/s	$\color{#d91a1a}-1.31\%$
test_compile_indexing[int-pytree-compile]	0.2486ms	72.8860μs	13.7201 KOps/s	14.2627 KOps/s	$\color{#d91a1a}-3.80\%$
test_compile_indexing[int-pytree-eager]	96.9740μs	23.6809μs	42.2280 KOps/s	42.8691 KOps/s	$\color{#d91a1a}-1.50\%$
test_mod_add[eager]	96.3520μs	27.2484μs	36.6994 KOps/s	38.4854 KOps/s	$\color{#d91a1a}-4.64\%$
test_mod_add[compile]	0.1623ms	45.1617μs	22.1427 KOps/s	22.5039 KOps/s	$\color{#d91a1a}-1.61\%$
test_mod_add[compile-overhead]	95.8500μs	45.5887μs	21.9353 KOps/s	22.4036 KOps/s	$\color{#d91a1a}-2.09\%$
test_mod_wrap[eager]	0.4436ms	0.2142ms	4.6691 KOps/s	4.5872 KOps/s	$\color{#35bf28}+1.79\%$
test_mod_wrap[compile]	1.9134ms	0.2064ms	4.8451 KOps/s	4.9105 KOps/s	$\color{#d91a1a}-1.33\%$
test_mod_wrap[compile-overhead]	1.8239ms	0.2061ms	4.8518 KOps/s	4.9163 KOps/s	$\color{#d91a1a}-1.31\%$
test_mod_wrap_and_backward[eager]	13.3625ms	11.7285ms	85.2623 Ops/s	81.7317 Ops/s	$\color{#35bf28}+4.32\%$
test_mod_wrap_and_backward[compile]	15.8933ms	12.9916ms	76.9725 Ops/s	79.1497 Ops/s	$\color{#d91a1a}-2.75\%$
test_mod_wrap_and_backward[compile-overhead]	14.2310ms	12.6260ms	79.2018 Ops/s	88.9980 Ops/s	$\textbf{\color{#d91a1a}-11.01\%}$
test_seq_add[eager]	0.1760ms	94.2674μs	10.6081 KOps/s	10.9030 KOps/s	$\color{#d91a1a}-2.70\%$
test_seq_add[compile]	0.1420ms	61.1153μs	16.3625 KOps/s	16.7737 KOps/s	$\color{#d91a1a}-2.45\%$
test_seq_add[compile-overhead]	0.1269ms	58.2570μs	17.1653 KOps/s	16.8140 KOps/s	$\color{#35bf28}+2.09\%$
test_seq_wrap[eager]	0.7067ms	0.3934ms	2.5417 KOps/s	2.5837 KOps/s	$\color{#d91a1a}-1.62\%$
test_seq_wrap[compile]	0.4364ms	0.2285ms	4.3772 KOps/s	4.4340 KOps/s	$\color{#d91a1a}-1.28\%$
test_seq_wrap[compile-overhead]	0.3529ms	0.2250ms	4.4452 KOps/s	4.5139 KOps/s	$\color{#d91a1a}-1.52\%$
test_func_call_runtime[False-eager]	0.9727ms	0.5431ms	1.8413 KOps/s	1.8356 KOps/s	$\color{#35bf28}+0.31\%$
test_func_call_runtime[False-compile]	0.6102ms	0.4270ms	2.3419 KOps/s	2.3897 KOps/s	$\color{#d91a1a}-2.00\%$
test_func_call_runtime[False-compile-overhead]	0.8010ms	0.4280ms	2.3362 KOps/s	2.3797 KOps/s	$\color{#d91a1a}-1.82\%$
test_func_call_runtime[True-eager]	1.3745ms	0.7628ms	1.3109 KOps/s	1.3328 KOps/s	$\color{#d91a1a}-1.64\%$
test_func_call_runtime[True-compile]	0.7556ms	0.4665ms	2.1436 KOps/s	2.1613 KOps/s	$\color{#d91a1a}-0.82\%$
test_func_call_runtime[True-compile-overhead]	0.8533ms	0.4695ms	2.1301 KOps/s	2.1699 KOps/s	$\color{#d91a1a}-1.83\%$
test_func_call_cm_runtime[False-eager]	0.6772ms	0.5366ms	1.8636 KOps/s	1.8496 KOps/s	$\color{#35bf28}+0.75\%$
test_func_call_cm_runtime[False-compile]	0.6874ms	0.4296ms	2.3275 KOps/s	2.3635 KOps/s	$\color{#d91a1a}-1.52\%$
test_func_call_cm_runtime[False-compile-overhead]	0.5269ms	0.4248ms	2.3540 KOps/s	2.3804 KOps/s	$\color{#d91a1a}-1.11\%$
test_func_call_cm_runtime[True-eager]	1.1460ms	0.9104ms	1.0984 KOps/s	1.0936 KOps/s	$\color{#35bf28}+0.44\%$
test_func_call_cm_runtime[True-compile]	1.0432ms	0.4993ms	2.0030 KOps/s	2.0304 KOps/s	$\color{#d91a1a}-1.35\%$
test_func_call_cm_runtime[True-compile-overhead]	0.7339ms	0.4965ms	2.0139 KOps/s	2.0344 KOps/s	$\color{#d91a1a}-1.01\%$
test_vmap_func_call_cm_runtime[eager]	3.1580ms	1.9690ms	507.8817 Ops/s	509.8162 Ops/s	$\color{#d91a1a}-0.38\%$
test_vmap_func_call_cm_runtime[compile]	0.8534ms	0.5235ms	1.9102 KOps/s	1.9344 KOps/s	$\color{#d91a1a}-1.25\%$
test_vmap_func_call_cm_runtime[compile-overhead]	1.0546ms	0.5250ms	1.9048 KOps/s	1.9413 KOps/s	$\color{#d91a1a}-1.88\%$
test_distributed	0.2819ms	0.1262ms	7.9263 KOps/s	7.8569 KOps/s	$\color{#35bf28}+0.88\%$
test_tdmodule	34.8360μs	17.8975μs	55.8738 KOps/s	55.4454 KOps/s	$\color{#35bf28}+0.77\%$
test_tdmodule_dispatch	83.1770μs	36.4218μs	27.4561 KOps/s	27.5308 KOps/s	$\color{#d91a1a}-0.27\%$
test_tdseq	39.8250μs	20.4692μs	48.8538 KOps/s	49.0413 KOps/s	$\color{#d91a1a}-0.38\%$
test_tdseq_dispatch	65.9740μs	41.4461μs	24.1277 KOps/s	24.6546 KOps/s	$\color{#d91a1a}-2.14\%$
test_instantiation_functorch	2.3816ms	1.5370ms	650.6107 Ops/s	644.9317 Ops/s	$\color{#35bf28}+0.88\%$
test_exec_functorch	0.2970ms	0.1780ms	5.6187 KOps/s	5.4513 KOps/s	$\color{#35bf28}+3.07\%$
test_exec_functional_call	0.3284ms	0.1702ms	5.8764 KOps/s	5.6525 KOps/s	$\color{#35bf28}+3.96\%$
test_exec_td_decorator	0.5420ms	0.2382ms	4.1976 KOps/s	4.1649 KOps/s	$\color{#35bf28}+0.78\%$
test_vmap_mlp_speed_decorator[True-True]	1.1664ms	0.6694ms	1.4939 KOps/s	1.5085 KOps/s	$\color{#d91a1a}-0.97\%$
test_vmap_mlp_speed_decorator[True-False]	0.9910ms	0.6654ms	1.5028 KOps/s	1.5435 KOps/s	$\color{#d91a1a}-2.64\%$
test_vmap_mlp_speed_decorator[False-True]	0.8413ms	0.5538ms	1.8058 KOps/s	1.8488 KOps/s	$\color{#d91a1a}-2.32\%$
test_vmap_mlp_speed_decorator[False-False]	0.8756ms	0.5499ms	1.8184 KOps/s	1.8290 KOps/s	$\color{#d91a1a}-0.58\%$
test_to_module_speed[True]	2.0762ms	1.3790ms	725.1634 Ops/s	720.8149 Ops/s	$\color{#35bf28}+0.60\%$
test_to_module_speed[False]	1.9683ms	1.3446ms	743.7064 Ops/s	733.4834 Ops/s	$\color{#35bf28}+1.39\%$
test_tc_init	0.1313ms	51.5306μs	19.4059 KOps/s	22.1879 KOps/s	$\textbf{\color{#d91a1a}-12.54\%}$
test_tc_init_nested	0.2088ms	0.1002ms	9.9805 KOps/s	11.2042 KOps/s	$\textbf{\color{#d91a1a}-10.92\%}$
test_tc_first_layer_tensor	21.0100μs	1.5445μs	647.4441 KOps/s	659.1734 KOps/s	$\color{#d91a1a}-1.78\%$
test_tc_first_layer_nontensor	27.7320μs	4.7810μs	209.1615 KOps/s	211.8770 KOps/s	$\color{#d91a1a}-1.28\%$
test_tc_second_layer_tensor	39.0530μs	2.8405μs	352.0518 KOps/s	356.9931 KOps/s	$\color{#d91a1a}-1.38\%$
test_tc_second_layer_nontensor	28.9550μs	6.1827μs	161.7404 KOps/s	166.6475 KOps/s	$\color{#d91a1a}-2.94\%$
test_unbind	0.2276s	13.4306ms	74.4566 Ops/s	78.2742 Ops/s	$\color{#d91a1a}-4.88\%$
test_full_like	9.0097ms	7.8949ms	126.6641 Ops/s	125.2523 Ops/s	$\color{#35bf28}+1.13\%$
test_zeros_like	3.6043ms	3.0574ms	327.0779 Ops/s	327.1559 Ops/s	$\color{#d91a1a}-0.02\%$
test_ones_like	3.9205ms	3.4438ms	290.3730 Ops/s	293.5596 Ops/s	$\color{#d91a1a}-1.09\%$
test_clone	6.5136ms	5.7095ms	175.1465 Ops/s	182.7783 Ops/s	$\color{#d91a1a}-4.18\%$
test_squeeze	60.4740μs	12.9892μs	76.9873 KOps/s	77.1219 KOps/s	$\color{#d91a1a}-0.17\%$
test_unsqueeze	0.3274ms	95.5841μs	10.4620 KOps/s	10.6106 KOps/s	$\color{#d91a1a}-1.40\%$
test_split	0.3373ms	0.1961ms	5.0996 KOps/s	5.1628 KOps/s	$\color{#d91a1a}-1.22\%$
test_permute	0.3785ms	0.2239ms	4.4670 KOps/s	4.4829 KOps/s	$\color{#d91a1a}-0.36\%$
test_stack	31.0536ms	26.9016ms	37.1725 Ops/s	37.7155 Ops/s	$\color{#d91a1a}-1.44\%$
test_cat	31.1385ms	26.8754ms	37.2088 Ops/s	38.0383 Ops/s	$\color{#d91a1a}-2.18\%$

[github-actions]

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

Total Benchmarks: 222. Improved: $\large\color{#35bf28}29$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	54.7730μs	16.2291μs	61.6176 KOps/s	59.4427 KOps/s	$\color{#35bf28}+3.66\%$
test_plain_set_stack_nested	43.3530μs	16.5490μs	60.4265 KOps/s	60.1528 KOps/s	$\color{#35bf28}+0.45\%$
test_plain_set_nested_inplace	45.3020μs	17.6879μs	56.5360 KOps/s	55.1141 KOps/s	$\color{#35bf28}+2.58\%$
test_plain_set_stack_nested_inplace	58.1730μs	17.3731μs	57.5604 KOps/s	55.9052 KOps/s	$\color{#35bf28}+2.96\%$
test_items	24.9210μs	2.8358μs	352.6392 KOps/s	347.5341 KOps/s	$\color{#35bf28}+1.47\%$
test_items_nested	0.4558ms	0.3426ms	2.9192 KOps/s	2.9201 KOps/s	$\color{#d91a1a}-0.03\%$
test_items_nested_locked	0.3912ms	0.3467ms	2.8843 KOps/s	2.9008 KOps/s	$\color{#d91a1a}-0.57\%$
test_items_nested_leaf	95.9860μs	62.6394μs	15.9644 KOps/s	15.9840 KOps/s	$\color{#d91a1a}-0.12\%$
test_items_stack_nested	0.4082ms	0.3479ms	2.8747 KOps/s	2.9045 KOps/s	$\color{#d91a1a}-1.03\%$
test_items_stack_nested_leaf	94.4750μs	63.5080μs	15.7460 KOps/s	15.4796 KOps/s	$\color{#35bf28}+1.72\%$
test_items_stack_nested_locked	0.4110ms	0.3481ms	2.8728 KOps/s	2.8812 KOps/s	$\color{#d91a1a}-0.29\%$
test_keys	29.2010μs	3.4680μs	288.3497 KOps/s	291.2167 KOps/s	$\color{#d91a1a}-0.98\%$
test_keys_nested	0.1012ms	71.6774μs	13.9514 KOps/s	13.9049 KOps/s	$\color{#35bf28}+0.33\%$
test_keys_nested_locked	2.3893ms	77.7195μs	12.8668 KOps/s	13.0031 KOps/s	$\color{#d91a1a}-1.05\%$
test_keys_nested_leaf	92.2750μs	61.9344μs	16.1461 KOps/s	15.9612 KOps/s	$\color{#35bf28}+1.16\%$
test_keys_stack_nested	0.1051ms	73.1909μs	13.6629 KOps/s	14.1556 KOps/s	$\color{#d91a1a}-3.48\%$
test_keys_stack_nested_leaf	90.0640μs	63.4055μs	15.7715 KOps/s	15.9697 KOps/s	$\color{#d91a1a}-1.24\%$
test_keys_stack_nested_locked	0.1110ms	77.8726μs	12.8415 KOps/s	13.1483 KOps/s	$\color{#d91a1a}-2.33\%$
test_values	5.3220μs	0.8406μs	1.1896 MOps/s	1.1917 MOps/s	$\color{#d91a1a}-0.18\%$
test_values_nested	75.0240μs	48.4269μs	20.6497 KOps/s	20.3986 KOps/s	$\color{#35bf28}+1.23\%$
test_values_nested_locked	74.4940μs	50.5433μs	19.7850 KOps/s	19.8378 KOps/s	$\color{#d91a1a}-0.27\%$
test_values_nested_leaf	70.1930μs	42.1673μs	23.7150 KOps/s	23.2654 KOps/s	$\color{#35bf28}+1.93\%$
test_values_stack_nested	77.9640μs	49.0262μs	20.3973 KOps/s	20.1005 KOps/s	$\color{#35bf28}+1.48\%$
test_values_stack_nested_leaf	73.5540μs	43.9796μs	22.7378 KOps/s	22.8808 KOps/s	$\color{#d91a1a}-0.62\%$
test_values_stack_nested_locked	81.1450μs	51.5820μs	19.3866 KOps/s	19.3814 KOps/s	$\color{#35bf28}+0.03\%$
test_membership	2.0161μs	0.5016μs	1.9936 MOps/s	1.9601 MOps/s	$\color{#35bf28}+1.71\%$
test_membership_nested	17.2210μs	1.9288μs	518.4647 KOps/s	528.0428 KOps/s	$\color{#d91a1a}-1.81\%$
test_membership_nested_leaf	16.2605μs	1.9181μs	521.3421 KOps/s	523.7818 KOps/s	$\color{#d91a1a}-0.47\%$
test_membership_stacked_nested	35.6220μs	2.0043μs	498.9261 KOps/s	506.4640 KOps/s	$\color{#d91a1a}-1.49\%$
test_membership_stacked_nested_leaf	26.2520μs	1.9891μs	502.7339 KOps/s	508.6292 KOps/s	$\color{#d91a1a}-1.16\%$
test_membership_nested_last	33.6820μs	3.0000μs	333.3301 KOps/s	334.7615 KOps/s	$\color{#d91a1a}-0.43\%$
test_membership_nested_leaf_last	31.4120μs	3.0041μs	332.8752 KOps/s	336.4019 KOps/s	$\color{#d91a1a}-1.05\%$
test_membership_stacked_nested_last	29.1110μs	3.0096μs	332.2728 KOps/s	121.8482 KOps/s	$\textbf{\color{#35bf28}+172.69\%}$
test_membership_stacked_nested_leaf_last	35.4520μs	3.0636μs	326.4100 KOps/s	123.3412 KOps/s	$\textbf{\color{#35bf28}+164.64\%}$
test_nested_getleaf	31.6020μs	6.0502μs	165.2850 KOps/s	165.7101 KOps/s	$\color{#d91a1a}-0.26\%$
test_nested_get	37.4020μs	5.7571μs	173.6995 KOps/s	174.0434 KOps/s	$\color{#d91a1a}-0.20\%$
test_stacked_getleaf	38.0720μs	6.0385μs	165.6035 KOps/s	164.2573 KOps/s	$\color{#35bf28}+0.82\%$
test_stacked_get	37.3120μs	5.6686μs	176.4114 KOps/s	176.4200 KOps/s	$-0.00\%$
test_nested_getitemleaf	30.8520μs	6.1512μs	162.5711 KOps/s	162.9285 KOps/s	$\color{#d91a1a}-0.22\%$
test_nested_getitem	31.6820μs	5.7306μs	174.5013 KOps/s	172.7189 KOps/s	$\color{#35bf28}+1.03\%$
test_stacked_getitemleaf	37.7720μs	6.0673μs	164.8171 KOps/s	163.9711 KOps/s	$\color{#35bf28}+0.52\%$
test_stacked_getitem	37.8220μs	5.6792μs	176.0798 KOps/s	173.7197 KOps/s	$\color{#35bf28}+1.36\%$
test_lock_nested	7.0842ms	0.4310ms	2.3202 KOps/s	2.2817 KOps/s	$\color{#35bf28}+1.69\%$
test_lock_stack_nested	0.4521ms	0.3939ms	2.5384 KOps/s	2.6220 KOps/s	$\color{#d91a1a}-3.19\%$
test_unlock_nested	0.7746ms	0.3647ms	2.7423 KOps/s	2.7259 KOps/s	$\color{#35bf28}+0.60\%$
test_unlock_stack_nested	0.3747ms	0.3276ms	3.0528 KOps/s	3.1430 KOps/s	$\color{#d91a1a}-2.87\%$
test_flatten_speed	0.1563ms	76.0786μs	13.1443 KOps/s	13.1861 KOps/s	$\color{#d91a1a}-0.32\%$
test_unflatten_speed	0.3669ms	0.3194ms	3.1309 KOps/s	3.0882 KOps/s	$\color{#35bf28}+1.38\%$
test_common_ops	1.5547ms	1.2617ms	792.5840 Ops/s	782.2240 Ops/s	$\color{#35bf28}+1.32\%$
test_creation	23.5310μs	1.5010μs	666.2148 KOps/s	680.2069 KOps/s	$\color{#d91a1a}-2.06\%$
test_creation_empty	46.8430μs	14.8897μs	67.1604 KOps/s	64.7024 KOps/s	$\color{#35bf28}+3.80\%$
test_creation_nested_1	49.5430μs	16.5714μs	60.3448 KOps/s	58.5751 KOps/s	$\color{#35bf28}+3.02\%$
test_creation_nested_2	49.2220μs	19.2147μs	52.0436 KOps/s	48.9758 KOps/s	$\textbf{\color{#35bf28}+6.26\%}$
test_clone	64.4930μs	30.6339μs	32.6436 KOps/s	33.1518 KOps/s	$\color{#d91a1a}-1.53\%$
test_getitem[int]	1.2088ms	16.3859μs	61.0279 KOps/s	62.0953 KOps/s	$\color{#d91a1a}-1.72\%$
test_getitem[slice_int]	0.1184ms	27.8098μs	35.9586 KOps/s	35.3886 KOps/s	$\color{#35bf28}+1.61\%$
test_getitem[range]	0.1605ms	0.1106ms	9.0418 KOps/s	8.8169 KOps/s	$\color{#35bf28}+2.55\%$
test_getitem[tuple]	0.1300ms	23.7533μs	42.0995 KOps/s	37.9591 KOps/s	$\textbf{\color{#35bf28}+10.91\%}$
test_getitem[list]	0.1948ms	0.1004ms	9.9554 KOps/s	9.4178 KOps/s	$\textbf{\color{#35bf28}+5.71\%}$
test_setitem_dim[int]	81.0540μs	45.2171μs	22.1155 KOps/s	20.6912 KOps/s	$\textbf{\color{#35bf28}+6.88\%}$
test_setitem_dim[slice_int]	93.5350μs	67.6894μs	14.7734 KOps/s	14.9130 KOps/s	$\color{#d91a1a}-0.94\%$
test_setitem_dim[range]	0.1682ms	0.1288ms	7.7639 KOps/s	7.6956 KOps/s	$\color{#35bf28}+0.89\%$
test_setitem_dim[tuple]	85.2650μs	61.8798μs	16.1604 KOps/s	15.3425 KOps/s	$\textbf{\color{#35bf28}+5.33\%}$
test_setitem	79.4040μs	42.9493μs	23.2833 KOps/s	21.7632 KOps/s	$\textbf{\color{#35bf28}+6.98\%}$
test_set	78.5940μs	42.1892μs	23.7027 KOps/s	22.3227 KOps/s	$\textbf{\color{#35bf28}+6.18\%}$
test_set_shared	0.3585ms	55.7410μs	17.9401 KOps/s	18.1641 KOps/s	$\color{#d91a1a}-1.23\%$
test_update	92.5250μs	52.2226μs	19.1488 KOps/s	19.5690 KOps/s	$\color{#d91a1a}-2.15\%$
test_update_nested	0.1067ms	59.6663μs	16.7599 KOps/s	17.1955 KOps/s	$\color{#d91a1a}-2.53\%$
test_update__nested	0.1907ms	64.6936μs	15.4575 KOps/s	15.6259 KOps/s	$\color{#d91a1a}-1.08\%$
test_set_nested	86.5140μs	44.5284μs	22.4576 KOps/s	20.7508 KOps/s	$\textbf{\color{#35bf28}+8.23\%}$
test_set_nested_new	91.7540μs	47.9097μs	20.8726 KOps/s	19.5606 KOps/s	$\textbf{\color{#35bf28}+6.71\%}$
test_select	0.1112ms	61.6534μs	16.2197 KOps/s	15.4155 KOps/s	$\textbf{\color{#35bf28}+5.22\%}$
test_select_nested	75.3440μs	42.5318μs	23.5118 KOps/s	24.2089 KOps/s	$\color{#d91a1a}-2.88\%$
test_exclude_nested	97.5350μs	59.8992μs	16.6947 KOps/s	17.0584 KOps/s	$\color{#d91a1a}-2.13\%$
test_empty[True]	0.3190ms	0.2602ms	3.8428 KOps/s	3.8629 KOps/s	$\color{#d91a1a}-0.52\%$
test_empty[False]	3.6942μs	0.7425μs	1.3468 MOps/s	1.3288 MOps/s	$\color{#35bf28}+1.35\%$
test_to	56.6730μs	28.0328μs	35.6725 KOps/s	36.8197 KOps/s	$\color{#d91a1a}-3.12\%$
test_to_nonblocking	70.3130μs	26.2092μs	38.1545 KOps/s	36.0309 KOps/s	$\textbf{\color{#35bf28}+5.89\%}$
test_unbind_speed	0.3192ms	0.2796ms	3.5759 KOps/s	3.6165 KOps/s	$\color{#d91a1a}-1.12\%$
test_unbind_speed_stack0	0.3376ms	0.2787ms	3.5878 KOps/s	3.7635 KOps/s	$\color{#d91a1a}-4.67\%$
test_unbind_speed_stack1	92.0571ms	0.7136ms	1.4013 KOps/s	1.4393 KOps/s	$\color{#d91a1a}-2.64\%$
test_split	92.6965ms	2.2535ms	443.7620 Ops/s	441.3008 Ops/s	$\color{#35bf28}+0.56\%$
test_chunk	95.1655ms	2.2483ms	444.7875 Ops/s	439.1065 Ops/s	$\color{#35bf28}+1.29\%$
test_to[False]	3.6349ms	3.5414ms	282.3774 Ops/s	281.1129 Ops/s	$\color{#35bf28}+0.45\%$
test_to[True]	4.9442ms	4.6022ms	217.2867 Ops/s	214.6891 Ops/s	$\color{#35bf28}+1.21\%$
test_to_njt[False]	0.3319s	0.2538s	3.9408 Ops/s	3.9460 Ops/s	$\color{#d91a1a}-0.13\%$
test_to_njt[True]	0.2651s	0.2646s	3.7791 Ops/s	3.7762 Ops/s	$\color{#35bf28}+0.08\%$
test_creation[device0]	0.3026ms	0.1296ms	7.7176 KOps/s	7.5950 KOps/s	$\color{#35bf28}+1.61\%$
test_creation_from_tensor	0.3733ms	0.1318ms	7.5878 KOps/s	7.1408 KOps/s	$\textbf{\color{#35bf28}+6.26\%}$
test_add_one[memmap_tensor0]	0.2335ms	9.4946μs	105.3234 KOps/s	106.7276 KOps/s	$\color{#d91a1a}-1.32\%$
test_contiguous[memmap_tensor0]	31.1520μs	2.1939μs	455.8145 KOps/s	443.6008 KOps/s	$\color{#35bf28}+2.75\%$
test_stack[memmap_tensor0]	37.9320μs	7.0926μs	140.9922 KOps/s	139.5523 KOps/s	$\color{#35bf28}+1.03\%$
test_memmaptd_index	1.0929ms	0.4460ms	2.2423 KOps/s	2.2712 KOps/s	$\color{#d91a1a}-1.27\%$
test_memmaptd_index_astensor	0.7774ms	0.5182ms	1.9297 KOps/s	1.9574 KOps/s	$\color{#d91a1a}-1.41\%$
test_memmaptd_index_op	1.4506ms	1.0539ms	948.8784 Ops/s	951.3274 Ops/s	$\color{#d91a1a}-0.26\%$
test_serialize_model	0.1309s	0.1299s	7.6987 Ops/s	6.9700 Ops/s	$\textbf{\color{#35bf28}+10.46\%}$
test_serialize_model_pickle	1.3505s	1.1904s	0.8401 Ops/s	0.8233 Ops/s	$\color{#35bf28}+2.03\%$
test_serialize_weights	0.1299s	0.1291s	7.7438 Ops/s	7.7391 Ops/s	$\color{#35bf28}+0.06\%$
test_serialize_weights_returnearly	0.2314s	57.9523ms	17.2556 Ops/s	17.6251 Ops/s	$\color{#d91a1a}-2.10\%$
test_serialize_weights_pickle	1.3765s	1.1908s	0.8397 Ops/s	0.8386 Ops/s	$\color{#35bf28}+0.13\%$
test_reshape_pytree	87.8050μs	35.6263μs	28.0692 KOps/s	27.5381 KOps/s	$\color{#35bf28}+1.93\%$
test_reshape_td	73.1840μs	41.2755μs	24.2274 KOps/s	23.7779 KOps/s	$\color{#35bf28}+1.89\%$
test_view_pytree	65.8940μs	35.9710μs	27.8001 KOps/s	28.3606 KOps/s	$\color{#d91a1a}-1.98\%$
test_view_td	81.9340μs	47.1120μs	21.2260 KOps/s	21.9064 KOps/s	$\color{#d91a1a}-3.11\%$
test_unbind_pytree	65.2840μs	34.8968μs	28.6560 KOps/s	26.9395 KOps/s	$\textbf{\color{#35bf28}+6.37\%}$
test_unbind_td	0.7232ms	42.6097μs	23.4689 KOps/s	21.6712 KOps/s	$\textbf{\color{#35bf28}+8.30\%}$
test_split_pytree	93.4897ms	57.4579μs	17.4040 KOps/s	19.6506 KOps/s	$\textbf{\color{#d91a1a}-11.43\%}$
test_split_td	0.1475ms	57.5084μs	17.3888 KOps/s	14.8350 KOps/s	$\textbf{\color{#35bf28}+17.21\%}$
test_add_pytree	0.1035ms	63.7252μs	15.6924 KOps/s	17.0539 KOps/s	$\textbf{\color{#d91a1a}-7.98\%}$
test_add_td	0.1566ms	99.6753μs	10.0326 KOps/s	10.5569 KOps/s	$\color{#d91a1a}-4.97\%$
test_compile_add_one_nested[tensordict-compile]	0.2788ms	0.1625ms	6.1536 KOps/s	6.0620 KOps/s	$\color{#35bf28}+1.51\%$
test_compile_add_one_nested[tensordict-eager]	0.2857ms	0.1636ms	6.1123 KOps/s	6.0664 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_add_one_nested[pytree-compile]	0.2136ms	0.1603ms	6.2368 KOps/s	6.4206 KOps/s	$\color{#d91a1a}-2.86\%$
test_compile_add_one_nested[pytree-eager]	0.2456ms	0.1903ms	5.2554 KOps/s	5.2904 KOps/s	$\color{#d91a1a}-0.66\%$
test_compile_copy_nested[tensordict-compile]	53.6730μs	21.8411μs	45.7852 KOps/s	46.0020 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_copy_nested[tensordict-eager]	82.0240μs	49.6230μs	20.1520 KOps/s	20.3302 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_copy_nested[pytree-compile]	0.3731ms	65.0576μs	15.3710 KOps/s	15.4427 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_copy_nested[pytree-eager]	87.8350μs	49.6394μs	20.1453 KOps/s	20.1516 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_add_one_flat[tensordict-compile]	0.3590ms	0.3228ms	3.0979 KOps/s	3.0844 KOps/s	$\color{#35bf28}+0.44\%$
test_compile_add_one_flat[tensordict-eager]	0.3270ms	0.2327ms	4.2983 KOps/s	4.1781 KOps/s	$\color{#35bf28}+2.88\%$
test_compile_add_one_flat[tensorclass-compile]	0.1700ms	0.1297ms	7.7111 KOps/s	7.6795 KOps/s	$\color{#35bf28}+0.41\%$
test_compile_add_one_flat[tensorclass-eager]	0.1237ms	65.1707μs	15.3443 KOps/s	14.4991 KOps/s	$\textbf{\color{#35bf28}+5.83\%}$
test_compile_add_one_flat[pytree-compile]	0.3779ms	0.3329ms	3.0038 KOps/s	2.9992 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_add_one_flat[pytree-eager]	0.8488ms	0.6439ms	1.5531 KOps/s	1.5615 KOps/s	$\color{#d91a1a}-0.54\%$
test_compile_add_self_flat[tensordict-eager]	0.4011ms	0.2852ms	3.5069 KOps/s	3.3890 KOps/s	$\color{#35bf28}+3.48\%$
test_compile_add_self_flat[tensordict-compile]	0.3811ms	0.3249ms	3.0775 KOps/s	3.0690 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_add_self_flat[tensorclass-eager]	0.1554ms	77.7227μs	12.8663 KOps/s	12.4375 KOps/s	$\color{#35bf28}+3.45\%$
test_compile_add_self_flat[tensorclass-compile]	0.1693ms	0.1307ms	7.6507 KOps/s	7.3326 KOps/s	$\color{#35bf28}+4.34\%$
test_compile_add_self_flat[pytree-eager]	0.6193ms	0.5455ms	1.8332 KOps/s	1.7741 KOps/s	$\color{#35bf28}+3.33\%$
test_compile_add_self_flat[pytree-compile]	0.3698ms	0.3284ms	3.0448 KOps/s	2.9454 KOps/s	$\color{#35bf28}+3.37\%$
test_compile_copy_flat[tensordict-compile]	56.7240μs	19.2153μs	52.0419 KOps/s	48.7440 KOps/s	$\textbf{\color{#35bf28}+6.77\%}$
test_compile_copy_flat[tensordict-eager]	66.2640μs	39.4247μs	25.3648 KOps/s	25.2959 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_copy_flat[pytree-compile]	0.1053ms	69.9645μs	14.2930 KOps/s	14.2857 KOps/s	$\color{#35bf28}+0.05\%$
test_compile_copy_flat[pytree-eager]	85.3150μs	51.5439μs	19.4009 KOps/s	19.5825 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_assign_and_add[tensordict-compile]	2.3831ms	0.8316ms	1.2025 KOps/s	1.1136 KOps/s	$\textbf{\color{#35bf28}+7.98\%}$
test_compile_assign_and_add[tensordict-eager]	3.5549ms	3.2502ms	307.6727 Ops/s	302.6761 Ops/s	$\color{#35bf28}+1.65\%$
test_compile_assign_and_add[pytree-compile]	2.4257ms	0.8483ms	1.1788 KOps/s	1.0877 KOps/s	$\textbf{\color{#35bf28}+8.38\%}$
test_compile_assign_and_add[pytree-eager]	3.4298ms	3.3101ms	302.1081 Ops/s	302.9134 Ops/s	$\color{#d91a1a}-0.27\%$
test_compile_indexing[tensor-tensordict-compile]	0.2247ms	0.1264ms	7.9083 KOps/s	8.3252 KOps/s	$\textbf{\color{#d91a1a}-5.01\%}$
test_compile_indexing[tensor-tensordict-eager]	0.1938ms	60.3032μs	16.5829 KOps/s	16.2383 KOps/s	$\color{#35bf28}+2.12\%$
test_compile_indexing[tensor-tensorclass-compile]	0.1626ms	0.1145ms	8.7355 KOps/s	8.5726 KOps/s	$\color{#35bf28}+1.90\%$
test_compile_indexing[tensor-tensorclass-eager]	86.6840μs	45.8382μs	21.8159 KOps/s	20.8401 KOps/s	$\color{#35bf28}+4.68\%$
test_compile_indexing[tensor-pytree-compile]	0.1810ms	0.1209ms	8.2735 KOps/s	8.1327 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_indexing[tensor-pytree-eager]	95.3250μs	46.6383μs	21.4416 KOps/s	21.1377 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_indexing[slice-tensordict-compile]	0.2101ms	0.1550ms	6.4510 KOps/s	6.6931 KOps/s	$\color{#d91a1a}-3.62\%$
test_compile_indexing[slice-tensordict-eager]	0.1542ms	26.4456μs	37.8135 KOps/s	34.7564 KOps/s	$\textbf{\color{#35bf28}+8.80\%}$
test_compile_indexing[slice-tensorclass-compile]	0.2090ms	0.1458ms	6.8590 KOps/s	7.0039 KOps/s	$\color{#d91a1a}-2.07\%$
test_compile_indexing[slice-tensorclass-eager]	0.1028ms	20.7714μs	48.1430 KOps/s	45.6546 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_compile_indexing[slice-pytree-compile]	0.1909ms	0.1458ms	6.8572 KOps/s	6.9728 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_indexing[slice-pytree-eager]	51.9530μs	21.7580μs	45.9600 KOps/s	46.5506 KOps/s	$\color{#d91a1a}-1.27\%$
test_compile_indexing[int-tensordict-compile]	0.2663ms	0.1496ms	6.6857 KOps/s	6.6716 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_indexing[int-tensordict-eager]	0.4977ms	25.1431μs	39.7723 KOps/s	38.4855 KOps/s	$\color{#35bf28}+3.34\%$
test_compile_indexing[int-tensorclass-compile]	0.2237ms	0.1448ms	6.9066 KOps/s	6.9787 KOps/s	$\color{#d91a1a}-1.03\%$
test_compile_indexing[int-tensorclass-eager]	55.7830μs	22.1820μs	45.0816 KOps/s	46.2155 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_indexing[int-pytree-compile]	0.1948ms	0.1489ms	6.7178 KOps/s	6.9736 KOps/s	$\color{#d91a1a}-3.67\%$
test_compile_indexing[int-pytree-eager]	48.3330μs	21.5508μs	46.4020 KOps/s	46.5455 KOps/s	$\color{#d91a1a}-0.31\%$
test_mod_add[eager]	74.5240μs	34.4852μs	28.9980 KOps/s	30.4115 KOps/s	$\color{#d91a1a}-4.65\%$
test_mod_add[compile]	0.1388ms	86.9968μs	11.4947 KOps/s	11.8634 KOps/s	$\color{#d91a1a}-3.11\%$
test_mod_add[compile-overhead]	0.3045ms	0.1540ms	6.4945 KOps/s	6.2208 KOps/s	$\color{#35bf28}+4.40\%$
test_mod_wrap[eager]	0.3792ms	0.2423ms	4.1269 KOps/s	4.0360 KOps/s	$\color{#35bf28}+2.25\%$
test_mod_wrap[compile]	1.4252ms	0.2993ms	3.3413 KOps/s	3.2871 KOps/s	$\color{#35bf28}+1.65\%$
test_mod_wrap[compile-overhead]	7.5491ms	4.0164ms	248.9821 Ops/s	249.6185 Ops/s	$\color{#d91a1a}-0.25\%$
test_mod_wrap_and_backward[eager]	1.5261ms	1.3552ms	737.9154 Ops/s	694.3648 Ops/s	$\textbf{\color{#35bf28}+6.27\%}$
test_mod_wrap_and_backward[compile]	1.6635ms	1.3360ms	748.4891 Ops/s	685.8134 Ops/s	$\textbf{\color{#35bf28}+9.14\%}$
test_mod_wrap_and_backward[compile-overhead]	1.3609ms	0.9180ms	1.0893 KOps/s	1.0791 KOps/s	$\color{#35bf28}+0.94\%$
test_seq_add[eager]	0.1703ms	99.9303μs	10.0070 KOps/s	9.8581 KOps/s	$\color{#35bf28}+1.51\%$
test_seq_add[compile]	0.1843ms	92.8746μs	10.7672 KOps/s	10.3369 KOps/s	$\color{#35bf28}+4.16\%$
test_seq_add[compile-overhead]	0.1644ms	0.1262ms	7.9268 KOps/s	7.6434 KOps/s	$\color{#35bf28}+3.71\%$
test_seq_wrap[eager]	0.4650ms	0.3772ms	2.6512 KOps/s	2.4446 KOps/s	$\textbf{\color{#35bf28}+8.45\%}$
test_seq_wrap[compile]	0.3849ms	0.3163ms	3.1619 KOps/s	3.1241 KOps/s	$\color{#35bf28}+1.21\%$
test_seq_wrap[compile-overhead]	0.2774ms	0.2243ms	4.4582 KOps/s	4.4420 KOps/s	$\color{#35bf28}+0.36\%$
test_func_call_runtime[False-eager]	0.8048ms	0.7416ms	1.3484 KOps/s	1.3213 KOps/s	$\color{#35bf28}+2.05\%$
test_func_call_runtime[False-compile]	0.8805ms	0.8037ms	1.2442 KOps/s	1.1904 KOps/s	$\color{#35bf28}+4.52\%$
test_func_call_runtime[False-compile-overhead]	0.4135ms	0.3631ms	2.7542 KOps/s	2.7381 KOps/s	$\color{#35bf28}+0.59\%$
test_func_call_runtime[True-eager]	0.9696ms	0.9002ms	1.1108 KOps/s	1.0900 KOps/s	$\color{#35bf28}+1.91\%$
test_func_call_runtime[True-compile]	0.9795ms	0.8276ms	1.2084 KOps/s	1.2010 KOps/s	$\color{#35bf28}+0.61\%$
test_func_call_runtime[True-compile-overhead]	0.4666ms	0.3898ms	2.5652 KOps/s	2.5599 KOps/s	$\color{#35bf28}+0.21\%$
test_func_call_cm_runtime[False-eager]	0.8060ms	0.7387ms	1.3537 KOps/s	1.2782 KOps/s	$\textbf{\color{#35bf28}+5.91\%}$
test_func_call_cm_runtime[False-compile]	0.8739ms	0.8080ms	1.2376 KOps/s	1.2219 KOps/s	$\color{#35bf28}+1.28\%$
test_func_call_cm_runtime[False-compile-overhead]	0.4340ms	0.3672ms	2.7233 KOps/s	2.7100 KOps/s	$\color{#35bf28}+0.49\%$
test_func_call_cm_runtime[True-eager]	1.1007ms	1.0136ms	986.6243 Ops/s	962.9523 Ops/s	$\color{#35bf28}+2.46\%$
test_func_call_cm_runtime[True-compile]	0.9371ms	0.8537ms	1.1714 KOps/s	1.1540 KOps/s	$\color{#35bf28}+1.51\%$
test_func_call_cm_runtime[True-compile-overhead]	0.4582ms	0.4126ms	2.4237 KOps/s	2.4345 KOps/s	$\color{#d91a1a}-0.44\%$
test_vmap_func_call_cm_runtime[eager]	2.5967ms	2.1029ms	475.5427 Ops/s	469.2110 Ops/s	$\color{#35bf28}+1.35\%$
test_vmap_func_call_cm_runtime[compile]	0.9479ms	0.8712ms	1.1479 KOps/s	1.1380 KOps/s	$\color{#35bf28}+0.87\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.4961ms	0.4179ms	2.3927 KOps/s	2.4112 KOps/s	$\color{#d91a1a}-0.77\%$
test_distributed	1.5720ms	0.2084ms	4.7982 KOps/s	8.5036 KOps/s	$\textbf{\color{#d91a1a}-43.57\%}$
test_tdmodule	91.1250μs	14.1186μs	70.8285 KOps/s	68.5142 KOps/s	$\color{#35bf28}+3.38\%$
test_tdmodule_dispatch	64.4030μs	27.8267μs	35.9367 KOps/s	34.8737 KOps/s	$\color{#35bf28}+3.05\%$
test_tdseq	44.0120μs	15.5394μs	64.3527 KOps/s	63.6507 KOps/s	$\color{#35bf28}+1.10\%$
test_tdseq_dispatch	66.3430μs	30.9521μs	32.3080 KOps/s	31.8359 KOps/s	$\color{#35bf28}+1.48\%$
test_instantiation_functorch	2.1426ms	1.8855ms	530.3741 Ops/s	534.2831 Ops/s	$\color{#d91a1a}-0.73\%$
test_exec_functorch	0.2761ms	0.2044ms	4.8913 KOps/s	4.7771 KOps/s	$\color{#35bf28}+2.39\%$
test_exec_functional_call	0.3046ms	0.2175ms	4.5967 KOps/s	4.7451 KOps/s	$\color{#d91a1a}-3.13\%$
test_exec_td_decorator	0.4606ms	0.2716ms	3.6817 KOps/s	3.7940 KOps/s	$\color{#d91a1a}-2.96\%$
test_vmap_mlp_speed_decorator[True-True]	0.8382ms	0.6882ms	1.4531 KOps/s	1.4509 KOps/s	$\color{#35bf28}+0.15\%$
test_vmap_mlp_speed_decorator[True-False]	0.8091ms	0.6874ms	1.4547 KOps/s	1.4511 KOps/s	$\color{#35bf28}+0.25\%$
test_vmap_mlp_speed_decorator[False-True]	0.7105ms	0.6092ms	1.6415 KOps/s	1.6505 KOps/s	$\color{#d91a1a}-0.55\%$
test_vmap_mlp_speed_decorator[False-False]	0.7558ms	0.6065ms	1.6488 KOps/s	1.6430 KOps/s	$\color{#35bf28}+0.35\%$
test_vmap_transformer_speed_decorator[True-True]	19.9049ms	19.8310ms	50.4262 Ops/s	50.8257 Ops/s	$\color{#d91a1a}-0.79\%$
test_vmap_transformer_speed_decorator[True-False]	20.6690ms	19.9404ms	50.1494 Ops/s	50.7088 Ops/s	$\color{#d91a1a}-1.10\%$
test_vmap_transformer_speed_decorator[False-True]	19.7263ms	19.6531ms	50.8825 Ops/s	51.3268 Ops/s	$\color{#d91a1a}-0.87\%$
test_vmap_transformer_speed_decorator[False-False]	20.8987ms	19.7163ms	50.7195 Ops/s	50.8898 Ops/s	$\color{#d91a1a}-0.33\%$
test_to_module_speed[True]	1.4546ms	1.0054ms	994.6369 Ops/s	1.0024 KOps/s	$\color{#d91a1a}-0.78\%$
test_to_module_speed[False]	1.3963ms	0.9808ms	1.0196 KOps/s	1.0227 KOps/s	$\color{#d91a1a}-0.30\%$
test_tc_init	63.0230μs	36.2301μs	27.6013 KOps/s	29.6403 KOps/s	$\textbf{\color{#d91a1a}-6.88\%}$
test_tc_init_nested	0.1110ms	74.1168μs	13.4922 KOps/s	14.5041 KOps/s	$\textbf{\color{#d91a1a}-6.98\%}$
test_tc_first_layer_tensor	5.0646μs	0.6706μs	1.4912 MOps/s	1.4663 MOps/s	$\color{#35bf28}+1.70\%$
test_tc_first_layer_nontensor	24.2510μs	2.2268μs	449.0683 KOps/s	444.4720 KOps/s	$\color{#35bf28}+1.03\%$
test_tc_second_layer_tensor	8.8905μs	1.3978μs	715.4336 KOps/s	721.0973 KOps/s	$\color{#d91a1a}-0.79\%$
test_tc_second_layer_nontensor	30.1020μs	2.9822μs	335.3285 KOps/s	340.0061 KOps/s	$\color{#d91a1a}-1.38\%$
test_unbind	0.1938s	9.6125ms	104.0312 Ops/s	91.6711 Ops/s	$\textbf{\color{#35bf28}+13.48\%}$
test_full_like	0.6585ms	0.5741ms	1.7418 KOps/s	1.7455 KOps/s	$\color{#d91a1a}-0.21\%$
test_zeros_like	0.2708ms	0.1980ms	5.0516 KOps/s	5.0478 KOps/s	$\color{#35bf28}+0.08\%$
test_ones_like	0.2348ms	0.1978ms	5.0548 KOps/s	5.0528 KOps/s	$\color{#35bf28}+0.04\%$
test_clone	0.4549ms	0.4148ms	2.4110 KOps/s	2.4099 KOps/s	$\color{#35bf28}+0.04\%$
test_squeeze	42.5730μs	10.6847μs	93.5917 KOps/s	101.5575 KOps/s	$\textbf{\color{#d91a1a}-7.84\%}$
test_unsqueeze	0.2179ms	74.6374μs	13.3981 KOps/s	13.1197 KOps/s	$\color{#35bf28}+2.12\%$
test_split	0.4050ms	0.1626ms	6.1490 KOps/s	6.1805 KOps/s	$\color{#d91a1a}-0.51\%$
test_permute	0.2377ms	0.1919ms	5.2121 KOps/s	5.5167 KOps/s	$\textbf{\color{#d91a1a}-5.52\%}$
test_stack	1.2532ms	0.8511ms	1.1749 KOps/s	1.1672 KOps/s	$\color{#35bf28}+0.66\%$
test_cat	1.2638ms	1.2312ms	812.1862 Ops/s	812.0202 Ops/s	$\color{#35bf28}+0.02\%$