[Release] v0.2.1

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

Total Benchmarks: 105. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}3$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_plain_set_nested	40.2000μs	23.0203μs	43.4399 KOps/s	44.2633 KOps/s	$\color{#d91a1a}-1.86\%$
test_plain_set_stack_nested	0.2710ms	0.2138ms	4.6773 KOps/s	4.6946 KOps/s	$\color{#d91a1a}-0.37\%$
test_plain_set_nested_inplace	49.0000μs	26.9815μs	37.0624 KOps/s	37.0675 KOps/s	$\color{#d91a1a}-0.01\%$
test_plain_set_stack_nested_inplace	0.2955ms	0.2520ms	3.9684 KOps/s	3.9680 KOps/s	$+0.01\%$
test_items	32.1010μs	4.1113μs	243.2329 KOps/s	220.2629 KOps/s	$\textbf{\color{#35bf28}+10.43\%}$
test_items_nested	0.4803ms	0.4317ms	2.3164 KOps/s	2.3956 KOps/s	$\color{#d91a1a}-3.31\%$
test_items_nested_locked	3.2906ms	0.4423ms	2.2611 KOps/s	2.3799 KOps/s	$\color{#d91a1a}-4.99\%$
test_items_nested_leaf	0.3549ms	0.2603ms	3.8413 KOps/s	3.9431 KOps/s	$\color{#d91a1a}-2.58\%$
test_items_stack_nested	4.5555ms	2.4248ms	412.3984 Ops/s	434.7827 Ops/s	$\textbf{\color{#d91a1a}-5.15\%}$
test_items_stack_nested_leaf	2.3095ms	2.0858ms	479.4385 Ops/s	480.8236 Ops/s	$\color{#d91a1a}-0.29\%$
test_items_stack_nested_locked	2.8837ms	1.1378ms	878.8913 Ops/s	881.6696 Ops/s	$\color{#d91a1a}-0.32\%$
test_keys	38.3000μs	6.0503μs	165.2823 KOps/s	164.4347 KOps/s	$\color{#35bf28}+0.52\%$
test_keys_nested	0.8609ms	0.2144ms	4.6649 KOps/s	4.3183 KOps/s	$\textbf{\color{#35bf28}+8.03\%}$
test_keys_nested_locked	0.2988ms	0.2107ms	4.7458 KOps/s	4.7173 KOps/s	$\color{#35bf28}+0.60\%$
test_keys_nested_leaf	0.3446ms	0.2050ms	4.8790 KOps/s	4.9140 KOps/s	$\color{#d91a1a}-0.71\%$
test_keys_stack_nested	2.1798ms	2.1088ms	474.1955 Ops/s	469.2373 Ops/s	$\color{#35bf28}+1.06\%$
test_keys_stack_nested_leaf	2.3253ms	2.1284ms	469.8304 Ops/s	469.8283 Ops/s	$+0.00\%$
test_keys_stack_nested_locked	1.0797ms	0.9293ms	1.0760 KOps/s	1.0586 KOps/s	$\color{#35bf28}+1.65\%$
test_values	36.0000μs	1.9508μs	512.6132 KOps/s	518.8797 KOps/s	$\color{#d91a1a}-1.21\%$
test_values_nested	0.1537ms	73.7098μs	13.5667 KOps/s	13.3300 KOps/s	$\color{#35bf28}+1.78\%$
test_values_nested_locked	0.1053ms	73.7483μs	13.5596 KOps/s	13.5675 KOps/s	$\color{#d91a1a}-0.06\%$
test_values_nested_leaf	94.7010μs	66.5086μs	15.0357 KOps/s	15.1584 KOps/s	$\color{#d91a1a}-0.81\%$
test_values_stack_nested	2.0853ms	1.8413ms	543.1051 Ops/s	540.0210 Ops/s	$\color{#35bf28}+0.57\%$
test_values_stack_nested_leaf	1.9258ms	1.8299ms	546.4670 Ops/s	542.2628 Ops/s	$\color{#35bf28}+0.78\%$
test_values_stack_nested_locked	0.8004ms	0.7410ms	1.3495 KOps/s	1.3373 KOps/s	$\color{#35bf28}+0.91\%$
test_membership	61.9000μs	2.1367μs	468.0139 KOps/s	461.2628 KOps/s	$\color{#35bf28}+1.46\%$
test_membership_nested	38.5010μs	4.1262μs	242.3565 KOps/s	242.4620 KOps/s	$\color{#d91a1a}-0.04\%$
test_membership_nested_leaf	63.6000μs	4.1279μs	242.2551 KOps/s	243.1117 KOps/s	$\color{#d91a1a}-0.35\%$
test_membership_stacked_nested	39.2010μs	17.0406μs	58.6833 KOps/s	59.0637 KOps/s	$\color{#d91a1a}-0.64\%$
test_membership_stacked_nested_leaf	44.5000μs	16.9715μs	58.9223 KOps/s	59.7624 KOps/s	$\color{#d91a1a}-1.41\%$
test_membership_nested_last	38.0000μs	8.8798μs	112.6147 KOps/s	115.0570 KOps/s	$\color{#d91a1a}-2.12\%$
test_membership_nested_leaf_last	32.6000μs	8.7189μs	114.6939 KOps/s	114.7679 KOps/s	$\color{#d91a1a}-0.06\%$
test_membership_stacked_nested_last	0.2945ms	0.2636ms	3.7932 KOps/s	3.8760 KOps/s	$\color{#d91a1a}-2.14\%$
test_membership_stacked_nested_leaf_last	50.7000μs	19.8055μs	50.4909 KOps/s	50.8974 KOps/s	$\color{#d91a1a}-0.80\%$
test_nested_getleaf	43.3000μs	18.0518μs	55.3962 KOps/s	56.4180 KOps/s	$\color{#d91a1a}-1.81\%$
test_nested_get	74.3000μs	17.1964μs	58.1516 KOps/s	59.4429 KOps/s	$\color{#d91a1a}-2.17\%$
test_stacked_getleaf	1.1368ms	1.0098ms	990.2988 Ops/s	990.5458 Ops/s	$\color{#d91a1a}-0.02\%$
test_stacked_get	1.0564ms	0.9656ms	1.0356 KOps/s	1.0413 KOps/s	$\color{#d91a1a}-0.55\%$
test_nested_getitemleaf	46.5000μs	18.0782μs	55.3152 KOps/s	56.6015 KOps/s	$\color{#d91a1a}-2.27\%$
test_nested_getitem	42.7000μs	17.1202μs	58.4106 KOps/s	59.6495 KOps/s	$\color{#d91a1a}-2.08\%$
test_stacked_getitemleaf	1.1369ms	1.0135ms	986.7265 Ops/s	991.8312 Ops/s	$\color{#d91a1a}-0.51\%$
test_stacked_getitem	1.6047ms	0.9726ms	1.0282 KOps/s	1.0429 KOps/s	$\color{#d91a1a}-1.40\%$
test_lock_nested	78.4047ms	1.8004ms	555.4187 Ops/s	584.1835 Ops/s	$\color{#d91a1a}-4.92\%$
test_lock_stack_nested	0.1059s	21.8392ms	45.7892 Ops/s	41.8976 Ops/s	$\textbf{\color{#35bf28}+9.29\%}$
test_unlock_nested	76.8562ms	1.8067ms	553.4890 Ops/s	552.2399 Ops/s	$\color{#35bf28}+0.23\%$
test_unlock_stack_nested	0.1056s	22.3591ms	44.7246 Ops/s	40.9212 Ops/s	$\textbf{\color{#35bf28}+9.29\%}$
test_flatten_speed	1.1910ms	1.1522ms	867.8763 Ops/s	856.9269 Ops/s	$\color{#35bf28}+1.28\%$
test_unflatten_speed	2.1933ms	2.0499ms	487.8314 Ops/s	482.4780 Ops/s	$\color{#35bf28}+1.11\%$
test_common_ops	1.5732ms	1.2713ms	786.6056 Ops/s	773.3183 Ops/s	$\color{#35bf28}+1.72\%$
test_creation	48.9000μs	7.2678μs	137.5924 KOps/s	136.7991 KOps/s	$\color{#35bf28}+0.58\%$
test_creation_empty	34.8010μs	15.4416μs	64.7603 KOps/s	64.5234 KOps/s	$\color{#35bf28}+0.37\%$
test_creation_nested_1	62.2010μs	28.5058μs	35.0805 KOps/s	35.8214 KOps/s	$\color{#d91a1a}-2.07\%$
test_creation_nested_2	61.7000μs	30.5654μs	32.7167 KOps/s	32.9820 KOps/s	$\color{#d91a1a}-0.80\%$
test_clone	0.1611ms	28.6055μs	34.9583 KOps/s	34.9033 KOps/s	$\color{#35bf28}+0.16\%$
test_getitem[int]	60.4000μs	32.1817μs	31.0736 KOps/s	30.9756 KOps/s	$\color{#35bf28}+0.32\%$
test_getitem[slice_int]	0.1013ms	63.2666μs	15.8061 KOps/s	16.0118 KOps/s	$\color{#d91a1a}-1.28\%$
test_getitem[range]	0.1688ms	93.4215μs	10.7042 KOps/s	10.4062 KOps/s	$\color{#35bf28}+2.86\%$
test_getitem[tuple]	81.8010μs	52.5997μs	19.0115 KOps/s	18.9510 KOps/s	$\color{#35bf28}+0.32\%$
test_getitem[list]	0.1679ms	88.1293μs	11.3470 KOps/s	11.0078 KOps/s	$\color{#35bf28}+3.08\%$
test_setitem_dim[int]	61.8000μs	40.2633μs	24.8365 KOps/s	25.3228 KOps/s	$\color{#d91a1a}-1.92\%$
test_setitem_dim[slice_int]	0.1003ms	70.3028μs	14.2242 KOps/s	14.1553 KOps/s	$\color{#35bf28}+0.49\%$
test_setitem_dim[range]	0.2175ms	93.7884μs	10.6623 KOps/s	10.4727 KOps/s	$\color{#35bf28}+1.81\%$
test_setitem_dim[tuple]	90.3010μs	59.3308μs	16.8546 KOps/s	16.9232 KOps/s	$\color{#d91a1a}-0.40\%$
test_setitem	0.2255ms	36.9298μs	27.0784 KOps/s	27.0111 KOps/s	$\color{#35bf28}+0.25\%$
test_set	0.1754ms	35.6127μs	28.0799 KOps/s	28.2267 KOps/s	$\color{#d91a1a}-0.52\%$
test_set_shared	0.4465ms	0.2320ms	4.3110 KOps/s	4.2715 KOps/s	$\color{#35bf28}+0.92\%$
test_update	0.1897ms	40.2169μs	24.8651 KOps/s	24.7470 KOps/s	$\color{#35bf28}+0.48\%$
test_update_nested	0.2672ms	59.1657μs	16.9017 KOps/s	16.7394 KOps/s	$\color{#35bf28}+0.97\%$
test_set_nested	0.1904ms	39.6278μs	25.2348 KOps/s	25.4578 KOps/s	$\color{#d91a1a}-0.88\%$
test_set_nested_new	0.2200ms	62.2218μs	16.0715 KOps/s	16.2159 KOps/s	$\color{#d91a1a}-0.89\%$
test_select	0.3082ms	0.1155ms	8.6565 KOps/s	8.8057 KOps/s	$\color{#d91a1a}-1.69\%$
test_unbind_speed	0.9075ms	0.7583ms	1.3187 KOps/s	1.3081 KOps/s	$\color{#35bf28}+0.82\%$
test_unbind_speed_stack0	87.9049ms	9.6406ms	103.7280 Ops/s	96.2097 Ops/s	$\textbf{\color{#35bf28}+7.81\%}$
test_unbind_speed_stack1	23.3010μs	1.3176μs	758.9277 KOps/s	781.0773 KOps/s	$\color{#d91a1a}-2.84\%$
test_creation[device0]	0.6102ms	0.5220ms	1.9156 KOps/s	1.8501 KOps/s	$\color{#35bf28}+3.54\%$
test_creation_from_tensor	4.6012ms	0.5871ms	1.7032 KOps/s	1.6851 KOps/s	$\color{#35bf28}+1.07\%$
test_add_one[memmap_tensor0]	2.0249ms	37.4351μs	26.7129 KOps/s	26.0772 KOps/s	$\color{#35bf28}+2.44\%$
test_contiguous[memmap_tensor0]	37.7010μs	10.0104μs	99.8960 KOps/s	95.0482 KOps/s	$\textbf{\color{#35bf28}+5.10\%}$
test_stack[memmap_tensor0]	92.1010μs	30.7005μs	32.5727 KOps/s	32.5588 KOps/s	$\color{#35bf28}+0.04\%$
test_memmaptd_index	0.3918ms	0.3548ms	2.8184 KOps/s	2.8068 KOps/s	$\color{#35bf28}+0.41\%$
test_memmaptd_index_astensor	1.4849ms	1.4017ms	713.4397 Ops/s	706.0255 Ops/s	$\color{#35bf28}+1.05\%$
test_memmaptd_index_op	3.1126ms	3.0376ms	329.2120 Ops/s	326.7405 Ops/s	$\color{#35bf28}+0.76\%$
test_reshape_pytree	0.1059ms	37.6767μs	26.5416 KOps/s	26.1144 KOps/s	$\color{#35bf28}+1.64\%$
test_reshape_td	76.7010μs	46.9243μs	21.3109 KOps/s	21.1157 KOps/s	$\color{#35bf28}+0.92\%$
test_view_pytree	0.1111ms	37.2894μs	26.8173 KOps/s	26.4216 KOps/s	$\color{#35bf28}+1.50\%$
test_view_td	28.6010μs	10.0674μs	99.3307 KOps/s	99.2168 KOps/s	$\color{#35bf28}+0.11\%$
test_unbind_pytree	92.0010μs	43.1792μs	23.1593 KOps/s	22.7582 KOps/s	$\color{#35bf28}+1.76\%$
test_unbind_td	0.2236ms	0.1117ms	8.9543 KOps/s	8.7743 KOps/s	$\color{#35bf28}+2.05\%$
test_split_pytree	64.4010μs	42.7520μs	23.3907 KOps/s	23.3248 KOps/s	$\color{#35bf28}+0.28\%$
test_split_td	0.9026ms	0.1235ms	8.0962 KOps/s	7.9114 KOps/s	$\color{#35bf28}+2.34\%$
test_add_pytree	0.1615ms	53.4716μs	18.7015 KOps/s	18.1590 KOps/s	$\color{#35bf28}+2.99\%$
test_add_td	0.1300ms	87.1465μs	11.4749 KOps/s	11.1497 KOps/s	$\color{#35bf28}+2.92\%$
test_distributed	47.5000μs	10.4242μs	95.9307 KOps/s	89.1762 KOps/s	$\textbf{\color{#35bf28}+7.57\%}$
test_tdmodule	1.6398ms	32.9766μs	30.3245 KOps/s	30.0002 KOps/s	$\color{#35bf28}+1.08\%$
test_tdmodule_dispatch	0.3013ms	60.7187μs	16.4694 KOps/s	15.9474 KOps/s	$\color{#35bf28}+3.27\%$
test_tdseq	66.9000μs	37.0373μs	26.9998 KOps/s	26.3267 KOps/s	$\color{#35bf28}+2.56\%$
test_tdseq_dispatch	0.2229ms	74.8168μs	13.3660 KOps/s	13.1118 KOps/s	$\color{#35bf28}+1.94\%$
test_instantiation_functorch	86.7907ms	2.1736ms	460.0634 Ops/s	510.1854 Ops/s	$\textbf{\color{#d91a1a}-9.82\%}$
test_instantiation_td	9.7119ms	1.6078ms	621.9866 Ops/s	616.9465 Ops/s	$\color{#35bf28}+0.82\%$
test_exec_functorch	0.2748ms	0.2264ms	4.4161 KOps/s	4.2544 KOps/s	$\color{#35bf28}+3.80\%$
test_exec_td	0.2677ms	0.2149ms	4.6527 KOps/s	4.4770 KOps/s	$\color{#35bf28}+3.92\%$
test_vmap_mlp_speed[True-True]	7.7528ms	1.5284ms	654.2878 Ops/s	700.0495 Ops/s	$\textbf{\color{#d91a1a}-6.54\%}$
test_vmap_mlp_speed[True-False]	7.2059ms	0.7648ms	1.3074 KOps/s	1.2830 KOps/s	$\color{#35bf28}+1.90\%$
test_vmap_mlp_speed[False-True]	1.5805ms	1.1874ms	842.1525 Ops/s	819.2306 Ops/s	$\color{#35bf28}+2.80\%$
test_vmap_mlp_speed[False-False]	6.7835ms	0.5671ms	1.7634 KOps/s	1.7321 KOps/s	$\color{#35bf28}+1.81\%$