[Feature] grad and data for tensorclasses

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

Total Benchmarks: 144. Improved: $\large\color{#35bf28}24$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	51.0260μs	21.1951μs	47.1807 KOps/s	46.3557 KOps/s	$\color{#35bf28}+1.78\%$
test_plain_set_stack_nested	54.4310μs	21.5088μs	46.4926 KOps/s	46.1894 KOps/s	$\color{#35bf28}+0.66\%$
test_plain_set_nested_inplace	66.0230μs	23.4562μs	42.6327 KOps/s	42.1527 KOps/s	$\color{#35bf28}+1.14\%$
test_plain_set_stack_nested_inplace	79.0180μs	23.4014μs	42.7324 KOps/s	42.4058 KOps/s	$\color{#35bf28}+0.77\%$
test_items	29.3850μs	2.6703μs	374.4874 KOps/s	384.9355 KOps/s	$\color{#d91a1a}-2.71\%$
test_items_nested	0.5178ms	0.3658ms	2.7335 KOps/s	2.7672 KOps/s	$\color{#d91a1a}-1.22\%$
test_items_nested_locked	0.4740ms	0.3648ms	2.7409 KOps/s	2.7505 KOps/s	$\color{#d91a1a}-0.35\%$
test_items_nested_leaf	0.1751ms	87.4353μs	11.4370 KOps/s	11.5714 KOps/s	$\color{#d91a1a}-1.16\%$
test_items_stack_nested	0.5989ms	0.3632ms	2.7532 KOps/s	2.7484 KOps/s	$\color{#35bf28}+0.18\%$
test_items_stack_nested_leaf	0.1525ms	88.0684μs	11.3548 KOps/s	11.3414 KOps/s	$\color{#35bf28}+0.12\%$
test_items_stack_nested_locked	1.4865ms	0.3666ms	2.7275 KOps/s	2.7348 KOps/s	$\color{#d91a1a}-0.27\%$
test_keys	29.5650μs	3.8694μs	258.4408 KOps/s	250.0362 KOps/s	$\color{#35bf28}+3.36\%$
test_keys_nested	0.2478ms	0.1438ms	6.9538 KOps/s	6.9634 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_nested_locked	0.8173ms	0.1498ms	6.6751 KOps/s	6.6394 KOps/s	$\color{#35bf28}+0.54\%$
test_keys_nested_leaf	0.2116ms	0.1226ms	8.1594 KOps/s	8.1674 KOps/s	$\color{#d91a1a}-0.10\%$
test_keys_stack_nested	0.2522ms	0.1451ms	6.8899 KOps/s	6.9555 KOps/s	$\color{#d91a1a}-0.94\%$
test_keys_stack_nested_leaf	0.2143ms	0.1229ms	8.1343 KOps/s	8.1141 KOps/s	$\color{#35bf28}+0.25\%$
test_keys_stack_nested_locked	0.2411ms	0.1494ms	6.6944 KOps/s	6.6516 KOps/s	$\color{#35bf28}+0.64\%$
test_values	8.6060μs	1.1520μs	868.0416 KOps/s	856.5357 KOps/s	$\color{#35bf28}+1.34\%$
test_values_nested	89.9570μs	50.1450μs	19.9422 KOps/s	19.8873 KOps/s	$\color{#35bf28}+0.28\%$
test_values_nested_locked	0.1297ms	50.4074μs	19.8384 KOps/s	19.9931 KOps/s	$\color{#d91a1a}-0.77\%$
test_values_nested_leaf	82.2340μs	45.3495μs	22.0510 KOps/s	22.3714 KOps/s	$\color{#d91a1a}-1.43\%$
test_values_stack_nested	94.5470μs	50.6952μs	19.7257 KOps/s	19.7640 KOps/s	$\color{#d91a1a}-0.19\%$
test_values_stack_nested_leaf	0.1070ms	45.7251μs	21.8698 KOps/s	22.2294 KOps/s	$\color{#d91a1a}-1.62\%$
test_values_stack_nested_locked	0.1336ms	50.6324μs	19.7502 KOps/s	19.7601 KOps/s	$\color{#d91a1a}-0.05\%$
test_membership	2.4485μs	0.7288μs	1.3722 MOps/s	1.1091 MOps/s	$\textbf{\color{#35bf28}+23.72\%}$
test_membership_nested	29.0350μs	2.6812μs	372.9733 KOps/s	366.3534 KOps/s	$\color{#35bf28}+1.81\%$
test_membership_nested_leaf	49.6520μs	2.6898μs	371.7808 KOps/s	365.2147 KOps/s	$\color{#35bf28}+1.80\%$
test_membership_stacked_nested	23.2440μs	2.6834μs	372.6587 KOps/s	359.7256 KOps/s	$\color{#35bf28}+3.60\%$
test_membership_stacked_nested_leaf	38.2210μs	2.7370μs	365.3602 KOps/s	328.8534 KOps/s	$\textbf{\color{#35bf28}+11.10\%}$
test_membership_nested_last	30.6070μs	4.0451μs	247.2103 KOps/s	249.4387 KOps/s	$\color{#d91a1a}-0.89\%$
test_membership_nested_leaf_last	23.7240μs	4.0440μs	247.2775 KOps/s	247.2145 KOps/s	$\color{#35bf28}+0.03\%$
test_membership_stacked_nested_last	35.7370μs	4.5713μs	218.7583 KOps/s	252.3663 KOps/s	$\textbf{\color{#d91a1a}-13.32\%}$
test_membership_stacked_nested_leaf_last	24.2450μs	4.6727μs	214.0097 KOps/s	248.4814 KOps/s	$\textbf{\color{#d91a1a}-13.87\%}$
test_nested_getleaf	34.1540μs	10.9142μs	91.6240 KOps/s	90.8065 KOps/s	$\color{#35bf28}+0.90\%$
test_nested_get	41.3370μs	10.5260μs	95.0032 KOps/s	97.2059 KOps/s	$\color{#d91a1a}-2.27\%$
test_stacked_getleaf	36.4580μs	11.0031μs	90.8832 KOps/s	91.6695 KOps/s	$\color{#d91a1a}-0.86\%$
test_stacked_get	35.2860μs	10.3175μs	96.9229 KOps/s	96.7558 KOps/s	$\color{#35bf28}+0.17\%$
test_nested_getitemleaf	43.5710μs	11.3649μs	87.9899 KOps/s	87.5971 KOps/s	$\color{#35bf28}+0.45\%$
test_nested_getitem	46.4670μs	10.5228μs	95.0315 KOps/s	95.7963 KOps/s	$\color{#d91a1a}-0.80\%$
test_stacked_getitemleaf	48.4410μs	11.4198μs	87.5670 KOps/s	89.6079 KOps/s	$\color{#d91a1a}-2.28\%$
test_stacked_getitem	47.2780μs	10.5456μs	94.8266 KOps/s	97.2471 KOps/s	$\color{#d91a1a}-2.49\%$
test_lock_nested	0.9992ms	0.5075ms	1.9703 KOps/s	1.7058 KOps/s	$\textbf{\color{#35bf28}+15.50\%}$
test_lock_stack_nested	0.8167ms	0.4819ms	2.0752 KOps/s	2.0634 KOps/s	$\color{#35bf28}+0.57\%$
test_unlock_nested	0.8084ms	0.4281ms	2.3357 KOps/s	1.9573 KOps/s	$\textbf{\color{#35bf28}+19.33\%}$
test_unlock_stack_nested	0.6438ms	0.3975ms	2.5157 KOps/s	2.5124 KOps/s	$\color{#35bf28}+0.13\%$
test_flatten_speed	0.2405ms	0.1081ms	9.2478 KOps/s	9.4442 KOps/s	$\color{#d91a1a}-2.08\%$
test_unflatten_speed	0.5470ms	0.4442ms	2.2513 KOps/s	2.2572 KOps/s	$\color{#d91a1a}-0.26\%$
test_common_ops	1.8211ms	1.0812ms	924.8665 Ops/s	897.3385 Ops/s	$\color{#35bf28}+3.07\%$
test_creation	92.2520μs	2.4792μs	403.3505 KOps/s	396.9578 KOps/s	$\color{#35bf28}+1.61\%$
test_creation_empty	54.6820μs	17.4540μs	57.2933 KOps/s	53.9922 KOps/s	$\textbf{\color{#35bf28}+6.11\%}$
test_creation_nested_1	63.0080μs	21.0167μs	47.5813 KOps/s	46.1294 KOps/s	$\color{#35bf28}+3.15\%$
test_creation_nested_2	57.7680μs	24.7647μs	40.3801 KOps/s	38.9029 KOps/s	$\color{#35bf28}+3.80\%$
test_clone	72.2440μs	16.9607μs	58.9598 KOps/s	57.2911 KOps/s	$\color{#35bf28}+2.91\%$
test_getitem[int]	0.9338ms	12.6450μs	79.0827 KOps/s	78.5365 KOps/s	$\color{#35bf28}+0.70\%$
test_getitem[slice_int]	0.1222ms	31.8758μs	31.3718 KOps/s	30.8818 KOps/s	$\color{#35bf28}+1.59\%$
test_getitem[range]	0.2701ms	55.9735μs	17.8656 KOps/s	17.5680 KOps/s	$\color{#35bf28}+1.69\%$
test_getitem[tuple]	0.1838ms	26.2366μs	38.1147 KOps/s	37.7443 KOps/s	$\color{#35bf28}+0.98\%$
test_getitem[list]	0.3431ms	49.0621μs	20.3823 KOps/s	19.1984 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_setitem_dim[int]	55.9240μs	31.0047μs	32.2531 KOps/s	31.1486 KOps/s	$\color{#35bf28}+3.55\%$
test_setitem_dim[slice_int]	0.1184ms	66.9752μs	14.9309 KOps/s	14.1100 KOps/s	$\textbf{\color{#35bf28}+5.82\%}$
test_setitem_dim[range]	0.1307ms	87.5227μs	11.4256 KOps/s	11.0484 KOps/s	$\color{#35bf28}+3.41\%$
test_setitem_dim[tuple]	85.1590μs	54.7042μs	18.2801 KOps/s	17.3749 KOps/s	$\textbf{\color{#35bf28}+5.21\%}$
test_setitem	0.1104ms	28.1436μs	35.5320 KOps/s	33.2765 KOps/s	$\textbf{\color{#35bf28}+6.78\%}$
test_set	0.1823ms	27.3329μs	36.5859 KOps/s	34.6009 KOps/s	$\textbf{\color{#35bf28}+5.74\%}$
test_set_shared	3.3364ms	0.2165ms	4.6200 KOps/s	4.6547 KOps/s	$\color{#d91a1a}-0.75\%$
test_update	0.1985ms	33.6879μs	29.6843 KOps/s	27.8567 KOps/s	$\textbf{\color{#35bf28}+6.56\%}$
test_update_nested	0.1578ms	43.2339μs	23.1300 KOps/s	22.0045 KOps/s	$\textbf{\color{#35bf28}+5.11\%}$
test_update__nested	0.1581ms	34.0066μs	29.4061 KOps/s	28.9460 KOps/s	$\color{#35bf28}+1.59\%$
test_set_nested	0.1393ms	30.1530μs	33.1642 KOps/s	31.3991 KOps/s	$\textbf{\color{#35bf28}+5.62\%}$
test_set_nested_new	0.1797ms	34.8941μs	28.6582 KOps/s	27.1920 KOps/s	$\textbf{\color{#35bf28}+5.39\%}$
test_select	0.1221ms	52.0430μs	19.2149 KOps/s	18.7216 KOps/s	$\color{#35bf28}+2.63\%$
test_select_nested	0.1528ms	60.7521μs	16.4603 KOps/s	16.7550 KOps/s	$\color{#d91a1a}-1.76\%$
test_exclude_nested	0.1570ms	80.4873μs	12.4243 KOps/s	12.6809 KOps/s	$\color{#d91a1a}-2.02\%$
test_empty[True]	0.7512ms	0.3436ms	2.9103 KOps/s	2.9749 KOps/s	$\color{#d91a1a}-2.17\%$
test_empty[False]	13.7390μs	1.2425μs	804.8024 KOps/s	796.8952 KOps/s	$\color{#35bf28}+0.99\%$
test_unbind_speed	0.5130ms	0.3222ms	3.1040 KOps/s	3.1136 KOps/s	$\color{#d91a1a}-0.31\%$
test_unbind_speed_stack0	0.7449ms	0.3205ms	3.1198 KOps/s	3.1544 KOps/s	$\color{#d91a1a}-1.10\%$
test_unbind_speed_stack1	83.6750ms	0.8287ms	1.2067 KOps/s	1.3022 KOps/s	$\textbf{\color{#d91a1a}-7.33\%}$
test_split	76.4589ms	2.2146ms	451.5464 Ops/s	442.7136 Ops/s	$\color{#35bf28}+2.00\%$
test_chunk	78.5357ms	2.2177ms	450.9204 Ops/s	410.3240 Ops/s	$\textbf{\color{#35bf28}+9.89\%}$
test_creation[device0]	4.1083ms	0.1223ms	8.1791 KOps/s	8.2124 KOps/s	$\color{#d91a1a}-0.41\%$
test_creation_from_tensor	0.2574ms	0.1185ms	8.4391 KOps/s	8.3805 KOps/s	$\color{#35bf28}+0.70\%$
test_add_one[memmap_tensor0]	0.1606ms	7.8955μs	126.6552 KOps/s	124.8608 KOps/s	$\color{#35bf28}+1.44\%$
test_contiguous[memmap_tensor0]	23.3440μs	2.2221μs	450.0332 KOps/s	467.9648 KOps/s	$\color{#d91a1a}-3.83\%$
test_stack[memmap_tensor0]	78.0850μs	5.9195μs	168.9344 KOps/s	169.4848 KOps/s	$\color{#d91a1a}-0.32\%$
test_memmaptd_index	1.2972ms	0.4319ms	2.3154 KOps/s	2.3388 KOps/s	$\color{#d91a1a}-1.00\%$
test_memmaptd_index_astensor	0.7470ms	0.5026ms	1.9897 KOps/s	1.9637 KOps/s	$\color{#35bf28}+1.32\%$
test_memmaptd_index_op	1.4077ms	1.0214ms	979.0341 Ops/s	950.8310 Ops/s	$\color{#35bf28}+2.97\%$
test_serialize_model	0.2044s	0.1407s	7.1056 Ops/s	7.8946 Ops/s	$\textbf{\color{#d91a1a}-9.99\%}$
test_serialize_model_pickle	0.4515s	0.3966s	2.5214 Ops/s	2.4897 Ops/s	$\color{#35bf28}+1.27\%$
test_serialize_weights	0.1298s	0.1245s	8.0341 Ops/s	7.1043 Ops/s	$\textbf{\color{#35bf28}+13.09\%}$
test_serialize_weights_returnearly	0.1852s	0.1678s	5.9585 Ops/s	5.9026 Ops/s	$\color{#35bf28}+0.95\%$
test_serialize_weights_pickle	1.0533s	0.7427s	1.3464 Ops/s	2.4235 Ops/s	$\textbf{\color{#d91a1a}-44.45\%}$
test_serialize_weights_filesystem	0.1550s	0.1434s	6.9743 Ops/s	6.9419 Ops/s	$\color{#35bf28}+0.47\%$
test_serialize_model_filesystem	0.1548s	0.1457s	6.8647 Ops/s	6.0947 Ops/s	$\textbf{\color{#35bf28}+12.63\%}$
test_reshape_pytree	85.7710μs	39.6912μs	25.1945 KOps/s	26.0755 KOps/s	$\color{#d91a1a}-3.38\%$
test_reshape_td	0.1050ms	50.5104μs	19.7979 KOps/s	20.1431 KOps/s	$\color{#d91a1a}-1.71\%$
test_view_pytree	88.3160μs	39.6711μs	25.2073 KOps/s	25.1947 KOps/s	$\color{#35bf28}+0.05\%$
test_view_td	0.1440ms	57.5327μs	17.3814 KOps/s	17.2109 KOps/s	$\color{#35bf28}+0.99\%$
test_unbind_pytree	97.2110μs	36.0554μs	27.7351 KOps/s	27.3301 KOps/s	$\color{#35bf28}+1.48\%$
test_unbind_td	0.3761ms	47.4005μs	21.0968 KOps/s	20.8849 KOps/s	$\color{#35bf28}+1.01\%$
test_split_pytree	80.1400μs	38.7093μs	25.8336 KOps/s	26.2727 KOps/s	$\color{#d91a1a}-1.67\%$
test_split_td	0.5560ms	61.3841μs	16.2909 KOps/s	16.4323 KOps/s	$\color{#d91a1a}-0.86\%$
test_add_pytree	90.5190μs	44.1528μs	22.6486 KOps/s	22.4159 KOps/s	$\color{#35bf28}+1.04\%$
test_add_td	0.1481ms	80.3172μs	12.4506 KOps/s	11.8108 KOps/s	$\textbf{\color{#35bf28}+5.42\%}$
test_distributed	1.4906ms	0.1315ms	7.6017 KOps/s	7.3497 KOps/s	$\color{#35bf28}+3.43\%$
test_tdmodule	55.6340μs	15.8907μs	62.9297 KOps/s	57.0194 KOps/s	$\textbf{\color{#35bf28}+10.37\%}$
test_tdmodule_dispatch	57.8780μs	33.9663μs	29.4409 KOps/s	27.1012 KOps/s	$\textbf{\color{#35bf28}+8.63\%}$
test_tdseq	34.0540μs	17.8646μs	55.9766 KOps/s	52.1978 KOps/s	$\textbf{\color{#35bf28}+7.24\%}$
test_tdseq_dispatch	64.8910μs	37.9470μs	26.3525 KOps/s	23.9626 KOps/s	$\textbf{\color{#35bf28}+9.97\%}$
test_instantiation_functorch	1.8680ms	1.5864ms	630.3631 Ops/s	623.8587 Ops/s	$\color{#35bf28}+1.04\%$
test_instantiation_td	81.1004ms	1.2600ms	793.6748 Ops/s	856.6215 Ops/s	$\textbf{\color{#d91a1a}-7.35\%}$
test_exec_functorch	0.3169ms	0.1820ms	5.4955 KOps/s	5.3777 KOps/s	$\color{#35bf28}+2.19\%$
test_exec_functional_call	0.3317ms	0.1730ms	5.7795 KOps/s	5.8070 KOps/s	$\color{#d91a1a}-0.47\%$
test_exec_td	0.2820ms	0.1733ms	5.7687 KOps/s	5.4209 KOps/s	$\textbf{\color{#35bf28}+6.42\%}$
test_exec_td_decorator	1.0195ms	0.2565ms	3.8988 KOps/s	3.8601 KOps/s	$\color{#35bf28}+1.00\%$
test_vmap_mlp_speed[True-True]	1.0644ms	0.6027ms	1.6592 KOps/s	1.6300 KOps/s	$\color{#35bf28}+1.79\%$
test_vmap_mlp_speed[True-False]	0.8950ms	0.5963ms	1.6770 KOps/s	1.6479 KOps/s	$\color{#35bf28}+1.77\%$
test_vmap_mlp_speed[False-True]	0.7310ms	0.4995ms	2.0019 KOps/s	1.9776 KOps/s	$\color{#35bf28}+1.23\%$
test_vmap_mlp_speed[False-False]	0.7960ms	0.4956ms	2.0178 KOps/s	1.9839 KOps/s	$\color{#35bf28}+1.71\%$
test_vmap_mlp_speed_decorator[True-True]	1.0688ms	0.6886ms	1.4523 KOps/s	1.4249 KOps/s	$\color{#35bf28}+1.93\%$
test_vmap_mlp_speed_decorator[True-False]	1.0353ms	0.6887ms	1.4521 KOps/s	1.4359 KOps/s	$\color{#35bf28}+1.13\%$
test_vmap_mlp_speed_decorator[False-True]	1.0194ms	0.5774ms	1.7318 KOps/s	1.7132 KOps/s	$\color{#35bf28}+1.08\%$
test_vmap_mlp_speed_decorator[False-False]	0.9246ms	0.5804ms	1.7229 KOps/s	1.7162 KOps/s	$\color{#35bf28}+0.39\%$
test_to_module_speed[True]	2.8180ms	1.7979ms	556.2123 Ops/s	557.2429 Ops/s	$\color{#d91a1a}-0.18\%$
test_to_module_speed[False]	2.0787ms	1.7650ms	566.5763 Ops/s	571.7137 Ops/s	$\color{#d91a1a}-0.90\%$
test_tc_init	88.7970μs	44.0693μs	22.6915 KOps/s	23.5764 KOps/s	$\color{#d91a1a}-3.75\%$
test_tc_init_nested	0.1585ms	87.0463μs	11.4881 KOps/s	11.4958 KOps/s	$\color{#d91a1a}-0.07\%$
test_tc_first_layer_tensor	34.0440μs	9.2608μs	107.9824 KOps/s	111.7676 KOps/s	$\color{#d91a1a}-3.39\%$
test_tc_first_layer_nontensor	32.6210μs	9.1976μs	108.7246 KOps/s	110.2235 KOps/s	$\color{#d91a1a}-1.36\%$
test_tc_second_layer_tensor	32.0700μs	2.8612μs	349.5059 KOps/s	360.9619 KOps/s	$\color{#d91a1a}-3.17\%$
test_tc_second_layer_nontensor	37.0490μs	10.3962μs	96.1885 KOps/s	99.4335 KOps/s	$\color{#d91a1a}-3.26\%$
test_unbind	97.3084ms	12.8342ms	77.9171 Ops/s	73.0647 Ops/s	$\textbf{\color{#35bf28}+6.64\%}$
test_full_like	11.7384ms	7.9320ms	126.0722 Ops/s	134.4754 Ops/s	$\textbf{\color{#d91a1a}-6.25\%}$
test_zeros_like	11.5188ms	7.6050ms	131.4928 Ops/s	143.3878 Ops/s	$\textbf{\color{#d91a1a}-8.30\%}$
test_ones_like	12.0563ms	7.5870ms	131.8052 Ops/s	126.5863 Ops/s	$\color{#35bf28}+4.12\%$
test_clone	12.8221ms	8.8912ms	112.4714 Ops/s	111.5478 Ops/s	$\color{#35bf28}+0.83\%$
test_squeeze	70.1910μs	14.0237μs	71.3080 KOps/s	70.5200 KOps/s	$\color{#35bf28}+1.12\%$
test_unsqueeze	0.2108ms	97.0056μs	10.3087 KOps/s	10.1014 KOps/s	$\color{#35bf28}+2.05\%$
test_split	0.4477ms	0.2092ms	4.7790 KOps/s	4.8188 KOps/s	$\color{#d91a1a}-0.83\%$
test_permute	0.3574ms	0.2290ms	4.3674 KOps/s	4.4706 KOps/s	$\color{#d91a1a}-2.31\%$
test_stack	28.5600ms	24.4114ms	40.9644 Ops/s	40.4560 Ops/s	$\color{#35bf28}+1.26\%$
test_cat	29.5394ms	24.0248ms	41.6236 Ops/s	41.0165 Ops/s	$\color{#35bf28}+1.48\%$

[github-actions]

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

Total Benchmarks: 219. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}8$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.1010μs	16.6648μs	60.0066 KOps/s	56.9594 KOps/s	$\textbf{\color{#35bf28}+5.35\%}$
test_plain_set_stack_nested	0.1402ms	16.7211μs	59.8047 KOps/s	56.7335 KOps/s	$\textbf{\color{#35bf28}+5.41\%}$
test_plain_set_nested_inplace	38.8410μs	17.9962μs	55.5673 KOps/s	53.1535 KOps/s	$\color{#35bf28}+4.54\%$
test_plain_set_stack_nested_inplace	39.8310μs	17.9466μs	55.7208 KOps/s	53.6446 KOps/s	$\color{#35bf28}+3.87\%$
test_items	17.4100μs	4.7546μs	210.3225 KOps/s	211.0559 KOps/s	$\color{#d91a1a}-0.35\%$
test_items_nested	0.4440ms	0.4008ms	2.4952 KOps/s	2.5619 KOps/s	$\color{#d91a1a}-2.60\%$
test_items_nested_locked	0.4222ms	0.3998ms	2.5012 KOps/s	2.5249 KOps/s	$\color{#d91a1a}-0.94\%$
test_items_nested_leaf	0.1060ms	85.7015μs	11.6684 KOps/s	11.5463 KOps/s	$\color{#35bf28}+1.06\%$
test_items_stack_nested	0.4458ms	0.3936ms	2.5408 KOps/s	2.5276 KOps/s	$\color{#35bf28}+0.53\%$
test_items_stack_nested_leaf	0.1016ms	86.5591μs	11.5528 KOps/s	11.5199 KOps/s	$\color{#35bf28}+0.29\%$
test_items_stack_nested_locked	0.4302ms	0.4021ms	2.4869 KOps/s	2.5312 KOps/s	$\color{#d91a1a}-1.75\%$
test_keys	17.2800μs	4.3639μs	229.1506 KOps/s	228.7743 KOps/s	$\color{#35bf28}+0.16\%$
test_keys_nested	85.9730μs	67.4913μs	14.8167 KOps/s	15.1929 KOps/s	$\color{#d91a1a}-2.48\%$
test_keys_nested_locked	0.9158ms	72.3816μs	13.8157 KOps/s	13.5941 KOps/s	$\color{#35bf28}+1.63\%$
test_keys_nested_leaf	76.7720μs	56.9047μs	17.5732 KOps/s	17.7862 KOps/s	$\color{#d91a1a}-1.20\%$
test_keys_stack_nested	0.2399ms	66.5337μs	15.0300 KOps/s	15.0114 KOps/s	$\color{#35bf28}+0.12\%$
test_keys_stack_nested_leaf	0.2236ms	56.2978μs	17.7627 KOps/s	17.3896 KOps/s	$\color{#35bf28}+2.15\%$
test_keys_stack_nested_locked	0.2599ms	71.9810μs	13.8926 KOps/s	13.8236 KOps/s	$\color{#35bf28}+0.50\%$
test_values	62.4450μs	1.7493μs	571.6460 KOps/s	562.6350 KOps/s	$\color{#35bf28}+1.60\%$
test_values_nested	49.1610μs	33.8985μs	29.4998 KOps/s	29.6296 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_nested_locked	0.2309ms	35.6621μs	28.0410 KOps/s	27.9598 KOps/s	$\color{#35bf28}+0.29\%$
test_values_nested_leaf	52.3610μs	30.1087μs	33.2129 KOps/s	33.0408 KOps/s	$\color{#35bf28}+0.52\%$
test_values_stack_nested	57.6730μs	34.6930μs	28.8243 KOps/s	29.1207 KOps/s	$\color{#d91a1a}-1.02\%$
test_values_stack_nested_leaf	0.1650ms	30.8026μs	32.4648 KOps/s	32.6667 KOps/s	$\color{#d91a1a}-0.62\%$
test_values_stack_nested_locked	0.1367ms	36.6219μs	27.3061 KOps/s	27.7118 KOps/s	$\color{#d91a1a}-1.46\%$
test_membership	1.3275μs	0.5392μs	1.8548 MOps/s	1.8464 MOps/s	$\color{#35bf28}+0.45\%$
test_membership_nested	15.2210μs	2.0978μs	476.6923 KOps/s	480.6010 KOps/s	$\color{#d91a1a}-0.81\%$
test_membership_nested_leaf	10.2505μs	2.0172μs	495.7457 KOps/s	492.4195 KOps/s	$\color{#35bf28}+0.68\%$
test_membership_stacked_nested	19.5010μs	2.0681μs	483.5318 KOps/s	478.4099 KOps/s	$\color{#35bf28}+1.07\%$
test_membership_stacked_nested_leaf	15.1300μs	2.0815μs	480.4138 KOps/s	480.5678 KOps/s	$\color{#d91a1a}-0.03\%$
test_membership_nested_last	27.4010μs	2.9802μs	335.5507 KOps/s	330.7265 KOps/s	$\color{#35bf28}+1.46\%$
test_membership_nested_leaf_last	27.6300μs	2.9697μs	336.7400 KOps/s	330.8515 KOps/s	$\color{#35bf28}+1.78\%$
test_membership_stacked_nested_last	28.2210μs	9.1427μs	109.3775 KOps/s	288.0346 KOps/s	$\textbf{\color{#d91a1a}-62.03\%}$
test_membership_stacked_nested_leaf_last	25.1810μs	9.2178μs	108.4861 KOps/s	290.7614 KOps/s	$\textbf{\color{#d91a1a}-62.69\%}$
test_nested_getleaf	26.3300μs	8.0977μs	123.4926 KOps/s	124.3144 KOps/s	$\color{#d91a1a}-0.66\%$
test_nested_get	23.1710μs	7.6213μs	131.2110 KOps/s	132.2257 KOps/s	$\color{#d91a1a}-0.77\%$
test_stacked_getleaf	24.9810μs	8.0739μs	123.8556 KOps/s	123.5019 KOps/s	$\color{#35bf28}+0.29\%$
test_stacked_get	29.6410μs	7.5431μs	132.5716 KOps/s	132.4665 KOps/s	$\color{#35bf28}+0.08\%$
test_nested_getitemleaf	64.6610μs	8.1834μs	122.1988 KOps/s	122.3977 KOps/s	$\color{#d91a1a}-0.16\%$
test_nested_getitem	23.2510μs	7.7221μs	129.4992 KOps/s	129.8298 KOps/s	$\color{#d91a1a}-0.25\%$
test_stacked_getitemleaf	24.3410μs	8.2016μs	121.9271 KOps/s	121.4170 KOps/s	$\color{#35bf28}+0.42\%$
test_stacked_getitem	31.0110μs	7.7392μs	129.2129 KOps/s	129.1854 KOps/s	$\color{#35bf28}+0.02\%$
test_lock_nested	1.0553ms	0.4738ms	2.1108 KOps/s	2.1170 KOps/s	$\color{#d91a1a}-0.29\%$
test_lock_stack_nested	0.5442ms	0.4218ms	2.3707 KOps/s	2.2934 KOps/s	$\color{#35bf28}+3.37\%$
test_unlock_nested	0.8169ms	0.3921ms	2.5507 KOps/s	2.5439 KOps/s	$\color{#35bf28}+0.26\%$
test_unlock_stack_nested	0.5283ms	0.3418ms	2.9260 KOps/s	2.8395 KOps/s	$\color{#35bf28}+3.05\%$
test_flatten_speed	0.2164ms	0.1049ms	9.5337 KOps/s	9.4190 KOps/s	$\color{#35bf28}+1.22\%$
test_unflatten_speed	0.3125ms	0.2914ms	3.4314 KOps/s	3.3808 KOps/s	$\color{#35bf28}+1.50\%$
test_common_ops	1.5964ms	1.3379ms	747.4414 Ops/s	725.8187 Ops/s	$\color{#35bf28}+2.98\%$
test_creation	16.8510μs	1.9599μs	510.2184 KOps/s	514.7404 KOps/s	$\color{#d91a1a}-0.88\%$
test_creation_empty	33.7910μs	17.1420μs	58.3362 KOps/s	53.0736 KOps/s	$\textbf{\color{#35bf28}+9.92\%}$
test_creation_nested_1	0.1149ms	19.1035μs	52.3463 KOps/s	47.7541 KOps/s	$\textbf{\color{#35bf28}+9.62\%}$
test_creation_nested_2	41.7710μs	22.0749μs	45.3003 KOps/s	42.3061 KOps/s	$\textbf{\color{#35bf28}+7.08\%}$
test_clone	0.1774ms	30.3060μs	32.9968 KOps/s	32.7868 KOps/s	$\color{#35bf28}+0.64\%$
test_getitem[int]	1.2204ms	16.5929μs	60.2668 KOps/s	59.7231 KOps/s	$\color{#35bf28}+0.91\%$
test_getitem[slice_int]	0.2035ms	29.4975μs	33.9012 KOps/s	33.0570 KOps/s	$\color{#35bf28}+2.55\%$
test_getitem[range]	0.2385ms	0.1123ms	8.9043 KOps/s	8.8276 KOps/s	$\color{#35bf28}+0.87\%$
test_getitem[tuple]	0.1704ms	25.0368μs	39.9411 KOps/s	37.9400 KOps/s	$\textbf{\color{#35bf28}+5.27\%}$
test_getitem[list]	0.2503ms	0.1024ms	9.7613 KOps/s	9.1077 KOps/s	$\textbf{\color{#35bf28}+7.18\%}$
test_setitem_dim[int]	0.1795ms	53.7644μs	18.5997 KOps/s	16.9572 KOps/s	$\textbf{\color{#35bf28}+9.69\%}$
test_setitem_dim[slice_int]	0.2281ms	82.2584μs	12.1568 KOps/s	11.7789 KOps/s	$\color{#35bf28}+3.21\%$
test_setitem_dim[range]	0.3050ms	0.1467ms	6.8177 KOps/s	6.6574 KOps/s	$\color{#35bf28}+2.41\%$
test_setitem_dim[tuple]	0.2371ms	73.9016μs	13.5315 KOps/s	12.9827 KOps/s	$\color{#35bf28}+4.23\%$
test_setitem	0.2289ms	47.7231μs	20.9542 KOps/s	20.4589 KOps/s	$\color{#35bf28}+2.42\%$
test_set	0.2172ms	46.4533μs	21.5270 KOps/s	20.7360 KOps/s	$\color{#35bf28}+3.81\%$
test_set_shared	0.4194ms	54.6707μs	18.2913 KOps/s	17.7905 KOps/s	$\color{#35bf28}+2.81\%$
test_update	0.2011ms	51.0447μs	19.5907 KOps/s	17.6888 KOps/s	$\textbf{\color{#35bf28}+10.75\%}$
test_update_nested	0.2461ms	63.3124μs	15.7947 KOps/s	15.2540 KOps/s	$\color{#35bf28}+3.54\%$
test_update__nested	0.2423ms	65.6895μs	15.2231 KOps/s	14.7663 KOps/s	$\color{#35bf28}+3.09\%$
test_set_nested	0.2234ms	48.6427μs	20.5581 KOps/s	19.7251 KOps/s	$\color{#35bf28}+4.22\%$
test_set_nested_new	0.2316ms	52.2692μs	19.1317 KOps/s	18.3201 KOps/s	$\color{#35bf28}+4.43\%$
test_select	0.2298ms	68.3825μs	14.6236 KOps/s	14.2181 KOps/s	$\color{#35bf28}+2.85\%$
test_select_nested	0.1777ms	53.3003μs	18.7616 KOps/s	18.4679 KOps/s	$\color{#35bf28}+1.59\%$
test_exclude_nested	0.1959ms	72.6556μs	13.7636 KOps/s	13.5351 KOps/s	$\color{#35bf28}+1.69\%$
test_empty[True]	0.3540ms	0.3030ms	3.3001 KOps/s	3.3263 KOps/s	$\color{#d91a1a}-0.79\%$
test_empty[False]	2.2810μs	0.9304μs	1.0748 MOps/s	1.0942 MOps/s	$\color{#d91a1a}-1.77\%$
test_to	0.1481ms	38.5576μs	25.9353 KOps/s	26.1420 KOps/s	$\color{#d91a1a}-0.79\%$
test_to_nonblocking	0.1095ms	24.7754μs	40.3626 KOps/s	42.0701 KOps/s	$\color{#d91a1a}-4.06\%$
test_unbind_speed	0.5051ms	0.3078ms	3.2485 KOps/s	3.3027 KOps/s	$\color{#d91a1a}-1.64\%$
test_unbind_speed_stack0	0.3999ms	0.2946ms	3.3944 KOps/s	3.3024 KOps/s	$\color{#35bf28}+2.79\%$
test_unbind_speed_stack1	93.2608ms	0.8276ms	1.2083 KOps/s	1.2804 KOps/s	$\textbf{\color{#d91a1a}-5.63\%}$
test_split	92.1612ms	2.3225ms	430.5648 Ops/s	435.0392 Ops/s	$\color{#d91a1a}-1.03\%$
test_chunk	2.3739ms	2.1285ms	469.8204 Ops/s	430.9545 Ops/s	$\textbf{\color{#35bf28}+9.02\%}$
test_creation[device0]	0.2900ms	0.1038ms	9.6372 KOps/s	9.5877 KOps/s	$\color{#35bf28}+0.52\%$
test_creation_from_tensor	0.3145ms	0.1060ms	9.4317 KOps/s	9.9745 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_add_one[memmap_tensor0]	21.2510μs	8.6594μs	115.4819 KOps/s	115.7026 KOps/s	$\color{#d91a1a}-0.19\%$
test_contiguous[memmap_tensor0]	0.1150ms	2.1593μs	463.1094 KOps/s	461.2617 KOps/s	$\color{#35bf28}+0.40\%$
test_stack[memmap_tensor0]	55.8410μs	6.5297μs	153.1463 KOps/s	152.4144 KOps/s	$\color{#35bf28}+0.48\%$
test_memmaptd_index	1.3826ms	0.4227ms	2.3659 KOps/s	2.3942 KOps/s	$\color{#d91a1a}-1.18\%$
test_memmaptd_index_astensor	0.8574ms	0.4873ms	2.0523 KOps/s	2.0741 KOps/s	$\color{#d91a1a}-1.05\%$
test_memmaptd_index_op	1.4819ms	1.0346ms	966.5912 Ops/s	965.4060 Ops/s	$\color{#35bf28}+0.12\%$
test_serialize_model	0.1009s	97.0387ms	10.3052 Ops/s	10.0918 Ops/s	$\color{#35bf28}+2.11\%$
test_serialize_model_pickle	1.3475s	1.2375s	0.8081 Ops/s	0.8072 Ops/s	$\color{#35bf28}+0.11\%$
test_serialize_weights	96.0035ms	92.7856ms	10.7775 Ops/s	9.1239 Ops/s	$\textbf{\color{#35bf28}+18.12\%}$
test_serialize_weights_returnearly	89.4512ms	72.8553ms	13.7258 Ops/s	14.0488 Ops/s	$\color{#d91a1a}-2.30\%$
test_serialize_weights_pickle	1.3513s	1.2237s	0.8172 Ops/s	0.8182 Ops/s	$\color{#d91a1a}-0.13\%$
test_reshape_pytree	0.1838ms	38.8866μs	25.7158 KOps/s	25.8300 KOps/s	$\color{#d91a1a}-0.44\%$
test_reshape_td	84.6120μs	45.8119μs	21.8284 KOps/s	21.8215 KOps/s	$\color{#35bf28}+0.03\%$
test_view_pytree	0.2745ms	38.6121μs	25.8986 KOps/s	26.1689 KOps/s	$\color{#d91a1a}-1.03\%$
test_view_td	0.2486ms	54.0185μs	18.5122 KOps/s	18.4220 KOps/s	$\color{#35bf28}+0.49\%$
test_unbind_pytree	0.1593ms	36.6378μs	27.2942 KOps/s	26.2123 KOps/s	$\color{#35bf28}+4.13\%$
test_unbind_td	0.3751ms	45.5833μs	21.9379 KOps/s	21.9666 KOps/s	$\color{#d91a1a}-0.13\%$
test_split_pytree	0.3469ms	51.8724μs	19.2781 KOps/s	19.4907 KOps/s	$\color{#d91a1a}-1.09\%$
test_split_td	91.0628ms	70.1126μs	14.2628 KOps/s	14.3498 KOps/s	$\color{#d91a1a}-0.61\%$
test_add_pytree	0.2050ms	58.5318μs	17.0847 KOps/s	16.6386 KOps/s	$\color{#35bf28}+2.68\%$
test_add_td	0.4172ms	0.1038ms	9.6298 KOps/s	9.6474 KOps/s	$\color{#d91a1a}-0.18\%$
test_compile_add_one_nested[tensordict-compile]	0.4137ms	0.2062ms	4.8489 KOps/s	4.8347 KOps/s	$\color{#35bf28}+0.29\%$
test_compile_add_one_nested[tensordict-eager]	0.3188ms	0.1758ms	5.6875 KOps/s	5.7340 KOps/s	$\color{#d91a1a}-0.81\%$
test_compile_add_one_nested[pytree-compile]	0.2845ms	0.1439ms	6.9495 KOps/s	6.9284 KOps/s	$\color{#35bf28}+0.30\%$
test_compile_add_one_nested[pytree-eager]	0.3647ms	0.1942ms	5.1503 KOps/s	5.2010 KOps/s	$\color{#d91a1a}-0.98\%$
test_compile_copy_nested[tensordict-compile]	0.1515ms	21.5861μs	46.3260 KOps/s	45.8068 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_copy_nested[tensordict-eager]	0.1885ms	48.4879μs	20.6237 KOps/s	20.6822 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_copy_nested[pytree-compile]	0.1598ms	72.5545μs	13.7828 KOps/s	13.8260 KOps/s	$\color{#d91a1a}-0.31\%$
test_compile_copy_nested[pytree-eager]	0.1208ms	59.5846μs	16.7829 KOps/s	16.6599 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_add_one_flat[tensordict-compile]	0.4343ms	0.3242ms	3.0849 KOps/s	3.0942 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_add_one_flat[tensordict-eager]	0.3410ms	0.2228ms	4.4887 KOps/s	4.4784 KOps/s	$\color{#35bf28}+0.23\%$
test_compile_add_one_flat[tensorclass-compile]	0.2926ms	0.1344ms	7.4425 KOps/s	7.7399 KOps/s	$\color{#d91a1a}-3.84\%$
test_compile_add_one_flat[tensorclass-eager]	0.2516ms	66.5338μs	15.0299 KOps/s	15.7708 KOps/s	$\color{#d91a1a}-4.70\%$
test_compile_add_one_flat[pytree-compile]	0.4283ms	0.3244ms	3.0825 KOps/s	3.1017 KOps/s	$\color{#d91a1a}-0.62\%$
test_compile_add_one_flat[pytree-eager]	0.8663ms	0.6635ms	1.5071 KOps/s	1.6174 KOps/s	$\textbf{\color{#d91a1a}-6.82\%}$
test_compile_add_self_flat[tensordict-eager]	0.4752ms	0.2758ms	3.6259 KOps/s	3.6601 KOps/s	$\color{#d91a1a}-0.93\%$
test_compile_add_self_flat[tensordict-compile]	0.4904ms	0.3276ms	3.0529 KOps/s	3.0578 KOps/s	$\color{#d91a1a}-0.16\%$
test_compile_add_self_flat[tensorclass-eager]	0.2813ms	79.7626μs	12.5372 KOps/s	12.6710 KOps/s	$\color{#d91a1a}-1.06\%$
test_compile_add_self_flat[tensorclass-compile]	0.2977ms	0.1340ms	7.4638 KOps/s	7.4508 KOps/s	$\color{#35bf28}+0.17\%$
test_compile_add_self_flat[pytree-eager]	0.7553ms	0.5441ms	1.8378 KOps/s	1.8762 KOps/s	$\color{#d91a1a}-2.05\%$
test_compile_add_self_flat[pytree-compile]	0.4458ms	0.3221ms	3.1042 KOps/s	3.0826 KOps/s	$\color{#35bf28}+0.70\%$
test_compile_copy_flat[tensordict-compile]	0.1419ms	18.6080μs	53.7404 KOps/s	51.2897 KOps/s	$\color{#35bf28}+4.78\%$
test_compile_copy_flat[tensordict-eager]	67.1420μs	32.9510μs	30.3481 KOps/s	30.7431 KOps/s	$\color{#d91a1a}-1.28\%$
test_compile_copy_flat[pytree-compile]	0.1097ms	74.9015μs	13.3509 KOps/s	13.0662 KOps/s	$\color{#35bf28}+2.18\%$
test_compile_copy_flat[pytree-eager]	92.4730μs	60.4134μs	16.5526 KOps/s	16.3672 KOps/s	$\color{#35bf28}+1.13\%$
test_compile_assign_and_add[tensordict-compile]	2.7822ms	0.9734ms	1.0273 KOps/s	1.0475 KOps/s	$\color{#d91a1a}-1.93\%$
test_compile_assign_and_add[tensordict-eager]	3.6439ms	3.3066ms	302.4240 Ops/s	308.8549 Ops/s	$\color{#d91a1a}-2.08\%$
test_compile_assign_and_add[pytree-compile]	2.5985ms	0.9305ms	1.0747 KOps/s	1.0666 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_assign_and_add[pytree-eager]	3.4319ms	3.1719ms	315.2719 Ops/s	314.4910 Ops/s	$\color{#35bf28}+0.25\%$
test_compile_indexing[tensor-tensordict-compile]	0.2813ms	0.1128ms	8.8664 KOps/s	9.1573 KOps/s	$\color{#d91a1a}-3.18\%$
test_compile_indexing[tensor-tensordict-eager]	0.2567ms	66.7888μs	14.9726 KOps/s	16.2945 KOps/s	$\textbf{\color{#d91a1a}-8.11\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.2508ms	0.1022ms	9.7803 KOps/s	9.8404 KOps/s	$\color{#d91a1a}-0.61\%$
test_compile_indexing[tensor-tensorclass-eager]	0.1952ms	44.8062μs	22.3184 KOps/s	22.4887 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_indexing[tensor-pytree-compile]	0.2494ms	0.1024ms	9.7612 KOps/s	9.3526 KOps/s	$\color{#35bf28}+4.37\%$
test_compile_indexing[tensor-pytree-eager]	0.1923ms	45.0072μs	22.2187 KOps/s	21.1833 KOps/s	$\color{#35bf28}+4.89\%$
test_compile_indexing[slice-tensordict-compile]	0.2761ms	0.1383ms	7.2308 KOps/s	7.2459 KOps/s	$\color{#d91a1a}-0.21\%$
test_compile_indexing[slice-tensordict-eager]	0.1999ms	26.2953μs	38.0295 KOps/s	38.7162 KOps/s	$\color{#d91a1a}-1.77\%$
test_compile_indexing[slice-tensorclass-compile]	0.2741ms	0.1294ms	7.7304 KOps/s	7.7279 KOps/s	$\color{#35bf28}+0.03\%$
test_compile_indexing[slice-tensorclass-eager]	0.1351ms	22.5439μs	44.3578 KOps/s	44.9007 KOps/s	$\color{#d91a1a}-1.21\%$
test_compile_indexing[slice-pytree-compile]	0.2802ms	0.1294ms	7.7274 KOps/s	7.5000 KOps/s	$\color{#35bf28}+3.03\%$
test_compile_indexing[slice-pytree-eager]	53.8010μs	22.8799μs	43.7065 KOps/s	44.3448 KOps/s	$\color{#d91a1a}-1.44\%$
test_compile_indexing[int-tensordict-compile]	0.2874ms	0.1381ms	7.2410 KOps/s	7.2132 KOps/s	$\color{#35bf28}+0.39\%$
test_compile_indexing[int-tensordict-eager]	0.5210ms	26.5643μs	37.6445 KOps/s	39.2206 KOps/s	$\color{#d91a1a}-4.02\%$
test_compile_indexing[int-tensorclass-compile]	0.2741ms	0.1294ms	7.7294 KOps/s	7.6199 KOps/s	$\color{#35bf28}+1.44\%$
test_compile_indexing[int-tensorclass-eager]	0.1382ms	23.0498μs	43.3844 KOps/s	44.9965 KOps/s	$\color{#d91a1a}-3.58\%$
test_compile_indexing[int-pytree-compile]	0.2809ms	0.1293ms	7.7350 KOps/s	7.4246 KOps/s	$\color{#35bf28}+4.18\%$
test_compile_indexing[int-pytree-eager]	50.3610μs	22.7091μs	44.0352 KOps/s	43.9705 KOps/s	$\color{#35bf28}+0.15\%$
test_mod_add[eager]	0.1835ms	37.4056μs	26.7339 KOps/s	26.4104 KOps/s	$\color{#35bf28}+1.22\%$
test_mod_add[compile]	0.2450ms	68.4863μs	14.6015 KOps/s	14.7263 KOps/s	$\color{#d91a1a}-0.85\%$
test_mod_add[compile-overhead]	0.2624ms	0.1450ms	6.8959 KOps/s	6.6611 KOps/s	$\color{#35bf28}+3.52\%$
test_mod_wrap[eager]	0.4181ms	0.2506ms	3.9911 KOps/s	4.0149 KOps/s	$\color{#d91a1a}-0.59\%$
test_mod_wrap[compile]	0.4621ms	0.2984ms	3.3511 KOps/s	3.3508 KOps/s	$+0.01\%$
test_mod_wrap[compile-overhead]	8.1936ms	4.3655ms	229.0689 Ops/s	233.5367 Ops/s	$\color{#d91a1a}-1.91\%$
test_mod_wrap_and_backward[eager]	1.7401ms	1.4185ms	704.9905 Ops/s	700.1131 Ops/s	$\color{#35bf28}+0.70\%$
test_mod_wrap_and_backward[compile]	1.7857ms	1.4743ms	678.2800 Ops/s	675.1183 Ops/s	$\color{#35bf28}+0.47\%$
test_mod_wrap_and_backward[compile-overhead]	1.4662ms	0.9955ms	1.0046 KOps/s	992.5771 Ops/s	$\color{#35bf28}+1.21\%$
test_seq_add[eager]	0.2524ms	0.1088ms	9.1880 KOps/s	8.9020 KOps/s	$\color{#35bf28}+3.21\%$
test_seq_add[compile]	0.2637ms	87.6502μs	11.4090 KOps/s	11.6768 KOps/s	$\color{#d91a1a}-2.29\%$
test_seq_add[compile-overhead]	0.3037ms	0.1263ms	7.9160 KOps/s	8.2274 KOps/s	$\color{#d91a1a}-3.78\%$
test_seq_wrap[eager]	0.6386ms	0.4416ms	2.2643 KOps/s	2.3535 KOps/s	$\color{#d91a1a}-3.79\%$
test_seq_wrap[compile]	1.5464ms	0.3401ms	2.9402 KOps/s	3.0192 KOps/s	$\color{#d91a1a}-2.62\%$
test_seq_wrap[compile-overhead]	0.3066s	0.1467s	6.8159 Ops/s	6.7561 Ops/s	$\color{#35bf28}+0.89\%$
test_func_call_runtime[False-eager]	0.9729ms	0.7410ms	1.3495 KOps/s	1.3618 KOps/s	$\color{#d91a1a}-0.90\%$
test_func_call_runtime[False-compile]	0.9901ms	0.8278ms	1.2080 KOps/s	1.2049 KOps/s	$\color{#35bf28}+0.26\%$
test_func_call_runtime[False-compile-overhead]	0.5346ms	0.3713ms	2.6935 KOps/s	2.6920 KOps/s	$\color{#35bf28}+0.06\%$
test_func_call_runtime[True-eager]	1.2591ms	0.9927ms	1.0074 KOps/s	1.0121 KOps/s	$\color{#d91a1a}-0.47\%$
test_func_call_runtime[True-compile]	1.0333ms	0.8712ms	1.1478 KOps/s	1.1567 KOps/s	$\color{#d91a1a}-0.77\%$
test_func_call_runtime[True-compile-overhead]	0.5792ms	0.4128ms	2.4225 KOps/s	2.4325 KOps/s	$\color{#d91a1a}-0.41\%$
test_distributed	2.5607ms	72.9434μs	13.7093 KOps/s	14.2064 KOps/s	$\color{#d91a1a}-3.50\%$
test_tdmodule	38.7410μs	16.6809μs	59.9489 KOps/s	59.0896 KOps/s	$\color{#35bf28}+1.45\%$
test_tdmodule_dispatch	53.0410μs	33.7473μs	29.6320 KOps/s	29.0043 KOps/s	$\color{#35bf28}+2.16\%$
test_tdseq	32.8810μs	16.9850μs	58.8753 KOps/s	57.6200 KOps/s	$\color{#35bf28}+2.18\%$
test_tdseq_dispatch	54.2610μs	35.9868μs	27.7880 KOps/s	27.2601 KOps/s	$\color{#35bf28}+1.94\%$
test_instantiation_functorch	2.2367ms	2.0166ms	495.8894 Ops/s	504.9812 Ops/s	$\color{#d91a1a}-1.80\%$
test_instantiation_td	2.0427ms	1.3104ms	763.1180 Ops/s	767.2721 Ops/s	$\color{#d91a1a}-0.54\%$
test_exec_functorch	0.3969ms	0.2303ms	4.3419 KOps/s	4.5002 KOps/s	$\color{#d91a1a}-3.52\%$
test_exec_functional_call	0.4288ms	0.2303ms	4.3413 KOps/s	4.6229 KOps/s	$\textbf{\color{#d91a1a}-6.09\%}$
test_exec_td	0.4263ms	0.2313ms	4.3240 KOps/s	4.6336 KOps/s	$\textbf{\color{#d91a1a}-6.68\%}$
test_exec_td_decorator	0.5029ms	0.3053ms	3.2754 KOps/s	3.4324 KOps/s	$\color{#d91a1a}-4.57\%$
test_vmap_mlp_speed[True-True]	1.1326ms	0.6959ms	1.4371 KOps/s	1.5111 KOps/s	$\color{#d91a1a}-4.90\%$
test_vmap_mlp_speed[True-False]	0.8748ms	0.6935ms	1.4419 KOps/s	1.5160 KOps/s	$\color{#d91a1a}-4.89\%$
test_vmap_mlp_speed[False-True]	0.7970ms	0.6104ms	1.6382 KOps/s	1.7002 KOps/s	$\color{#d91a1a}-3.65\%$
test_vmap_mlp_speed[False-False]	0.7994ms	0.6070ms	1.6474 KOps/s	1.6603 KOps/s	$\color{#d91a1a}-0.78\%$
test_vmap_mlp_speed_decorator[True-True]	1.1838ms	0.7565ms	1.3219 KOps/s	1.3534 KOps/s	$\color{#d91a1a}-2.32\%$
test_vmap_mlp_speed_decorator[True-False]	0.9612ms	0.7567ms	1.3215 KOps/s	1.3580 KOps/s	$\color{#d91a1a}-2.69\%$
test_vmap_mlp_speed_decorator[False-True]	0.9286ms	0.6454ms	1.5495 KOps/s	1.5403 KOps/s	$\color{#35bf28}+0.60\%$
test_vmap_mlp_speed_decorator[False-False]	0.8328ms	0.6400ms	1.5625 KOps/s	1.5365 KOps/s	$\color{#35bf28}+1.70\%$
test_vmap_transformer_speed[True-True]	9.2810ms	8.6221ms	115.9814 Ops/s	116.6427 Ops/s	$\color{#d91a1a}-0.57\%$
test_vmap_transformer_speed[True-False]	8.7915ms	8.5221ms	117.3422 Ops/s	116.9780 Ops/s	$\color{#35bf28}+0.31\%$
test_vmap_transformer_speed[False-True]	9.1360ms	8.5545ms	116.8972 Ops/s	117.5954 Ops/s	$\color{#d91a1a}-0.59\%$
test_vmap_transformer_speed[False-False]	8.6737ms	8.4344ms	118.5621 Ops/s	117.2465 Ops/s	$\color{#35bf28}+1.12\%$
test_vmap_transformer_speed_decorator[True-True]	21.4650ms	20.4838ms	48.8192 Ops/s	48.5833 Ops/s	$\color{#35bf28}+0.49\%$
test_vmap_transformer_speed_decorator[True-False]	20.9730ms	20.4156ms	48.9822 Ops/s	48.7020 Ops/s	$\color{#35bf28}+0.58\%$
test_vmap_transformer_speed_decorator[False-True]	20.8915ms	20.1900ms	49.5294 Ops/s	49.3271 Ops/s	$\color{#35bf28}+0.41\%$
test_vmap_transformer_speed_decorator[False-False]	21.0686ms	20.2677ms	49.3395 Ops/s	48.9703 Ops/s	$\color{#35bf28}+0.75\%$
test_to_module_speed[True]	1.6163ms	1.4898ms	671.2368 Ops/s	670.0949 Ops/s	$\color{#35bf28}+0.17\%$
test_to_module_speed[False]	1.5940ms	1.4652ms	682.4839 Ops/s	678.1156 Ops/s	$\color{#35bf28}+0.64\%$
test_tc_init	56.6120μs	36.9251μs	27.0818 KOps/s	25.2378 KOps/s	$\textbf{\color{#35bf28}+7.31\%}$
test_tc_init_nested	0.1845ms	76.5208μs	13.0683 KOps/s	12.1407 KOps/s	$\textbf{\color{#35bf28}+7.64\%}$
test_tc_first_layer_tensor	19.8310μs	3.9787μs	251.3371 KOps/s	251.4609 KOps/s	$\color{#d91a1a}-0.05\%$
test_tc_first_layer_nontensor	26.4600μs	3.9895μs	250.6607 KOps/s	248.2448 KOps/s	$\color{#35bf28}+0.97\%$
test_tc_second_layer_tensor	6.1252μs	1.3051μs	766.1978 KOps/s	776.4833 KOps/s	$\color{#d91a1a}-1.32\%$
test_tc_second_layer_nontensor	20.2700μs	4.6085μs	216.9886 KOps/s	216.0545 KOps/s	$\color{#35bf28}+0.43\%$
test_unbind	0.3207s	13.0766ms	76.4727 Ops/s	76.0125 Ops/s	$\color{#35bf28}+0.61\%$
test_full_like	0.7636ms	0.5769ms	1.7333 KOps/s	1.7290 KOps/s	$\color{#35bf28}+0.24\%$
test_zeros_like	0.3487ms	0.1979ms	5.0531 KOps/s	5.0469 KOps/s	$\color{#35bf28}+0.12\%$
test_ones_like	0.3595ms	0.1979ms	5.0520 KOps/s	5.0510 KOps/s	$\color{#35bf28}+0.02\%$
test_clone	0.5687ms	0.4143ms	2.4136 KOps/s	2.4034 KOps/s	$\color{#35bf28}+0.43\%$
test_squeeze	0.1366ms	11.6507μs	85.8314 KOps/s	84.8725 KOps/s	$\color{#35bf28}+1.13\%$
test_unsqueeze	0.2810ms	85.9941μs	11.6287 KOps/s	11.6640 KOps/s	$\color{#d91a1a}-0.30\%$
test_split	0.4912ms	0.1850ms	5.4044 KOps/s	5.4564 KOps/s	$\color{#d91a1a}-0.95\%$
test_permute	0.3748ms	0.2020ms	4.9515 KOps/s	5.0250 KOps/s	$\color{#d91a1a}-1.46\%$
test_stack	1.3801ms	0.8985ms	1.1130 KOps/s	1.1143 KOps/s	$\color{#d91a1a}-0.12\%$
test_cat	1.3710ms	1.2320ms	811.6871 Ops/s	811.6402 Ops/s	$+0.01\%$