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[BE] Better errors for TensorDictSequential #1227

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merged 1 commit into from
Feb 20, 2025
Merged

[BE] Better errors for TensorDictSequential #1227

merged 1 commit into from
Feb 20, 2025

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@vmoens vmoens commented Feb 20, 2025 •
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$\color{#D29922}\textsf{\Large⚠\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 217. Improved: $\large\color{#35bf28}8$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 44.9040μs 20.6183μs 48.5006 KOps/s 48.0451 KOps/s $\color{#35bf28}+0.95\%$
test_plain_set_stack_nested 50.0930μs 20.8251μs 48.0189 KOps/s 47.1825 KOps/s $\color{#35bf28}+1.77\%$
test_plain_set_nested_inplace 73.8580μs 22.3674μs 44.7080 KOps/s 43.9260 KOps/s $\color{#35bf28}+1.78\%$
test_plain_set_stack_nested_inplace 72.5360μs 22.2985μs 44.8460 KOps/s 43.5392 KOps/s $\color{#35bf28}+3.00\%$
test_items 29.6260μs 4.2503μs 235.2791 KOps/s 239.4424 KOps/s $\color{#d91a1a}-1.74\%$
test_items_nested 0.8445ms 0.4089ms 2.4454 KOps/s 2.4624 KOps/s $\color{#d91a1a}-0.69\%$
test_items_nested_locked 0.5880ms 0.4082ms 2.4500 KOps/s 2.4535 KOps/s $\color{#d91a1a}-0.14\%$
test_items_nested_leaf 0.1380ms 76.6331μs 13.0492 KOps/s 12.8726 KOps/s $\color{#35bf28}+1.37\%$
test_items_stack_nested 0.7321ms 0.4097ms 2.4411 KOps/s 2.4621 KOps/s $\color{#d91a1a}-0.85\%$
test_items_stack_nested_leaf 0.1486ms 79.2734μs 12.6146 KOps/s 12.8534 KOps/s $\color{#d91a1a}-1.86\%$
test_items_stack_nested_locked 0.5368ms 0.4069ms 2.4573 KOps/s 2.4481 KOps/s $\color{#35bf28}+0.37\%$
test_keys 28.5330μs 3.5047μs 285.3315 KOps/s 287.1990 KOps/s $\color{#d91a1a}-0.65\%$
test_keys_nested 0.2479ms 0.1655ms 6.0424 KOps/s 6.0451 KOps/s $\color{#d91a1a}-0.04\%$
test_keys_nested_locked 1.8070ms 0.1717ms 5.8232 KOps/s 5.7521 KOps/s $\color{#35bf28}+1.24\%$
test_keys_nested_leaf 0.2385ms 0.1440ms 6.9430 KOps/s 6.8331 KOps/s $\color{#35bf28}+1.61\%$
test_keys_stack_nested 0.2540ms 0.1650ms 6.0616 KOps/s 5.9659 KOps/s $\color{#35bf28}+1.60\%$
test_keys_stack_nested_leaf 0.2317ms 0.1427ms 7.0068 KOps/s 6.8188 KOps/s $\color{#35bf28}+2.76\%$
test_keys_stack_nested_locked 0.2760ms 0.1700ms 5.8810 KOps/s 5.8857 KOps/s $\color{#d91a1a}-0.08\%$
test_values 9.2720μs 1.0353μs 965.8705 KOps/s 950.4657 KOps/s $\color{#35bf28}+1.62\%$
test_values_nested 0.1079ms 62.3558μs 16.0370 KOps/s 15.9905 KOps/s $\color{#35bf28}+0.29\%$
test_values_nested_locked 0.1165ms 62.2284μs 16.0698 KOps/s 15.5498 KOps/s $\color{#35bf28}+3.34\%$
test_values_nested_leaf 0.1546ms 70.4406μs 14.1964 KOps/s 14.0145 KOps/s $\color{#35bf28}+1.30\%$
test_values_stack_nested 0.1072ms 62.7686μs 15.9315 KOps/s 15.9672 KOps/s $\color{#d91a1a}-0.22\%$
test_values_stack_nested_leaf 0.1236ms 70.8400μs 14.1163 KOps/s 14.0293 KOps/s $\color{#35bf28}+0.62\%$
test_values_stack_nested_locked 0.1139ms 63.0794μs 15.8530 KOps/s 15.9764 KOps/s $\color{#d91a1a}-0.77\%$
test_membership 2.2737μs 0.6908μs 1.4476 MOps/s 1.4294 MOps/s $\color{#35bf28}+1.28\%$
test_membership_nested 43.9620μs 2.8814μs 347.0520 KOps/s 336.1479 KOps/s $\color{#35bf28}+3.24\%$
test_membership_nested_leaf 27.9120μs 2.8955μs 345.3649 KOps/s 329.7320 KOps/s $\color{#35bf28}+4.74\%$
test_membership_stacked_nested 22.1010μs 2.9211μs 342.3340 KOps/s 328.9154 KOps/s $\color{#35bf28}+4.08\%$
test_membership_stacked_nested_leaf 33.8430μs 2.8874μs 346.3283 KOps/s 335.5847 KOps/s $\color{#35bf28}+3.20\%$
test_membership_nested_last 42.6100μs 4.2317μs 236.3131 KOps/s 226.5062 KOps/s $\color{#35bf28}+4.33\%$
test_membership_nested_leaf_last 30.8180μs 4.2613μs 234.6688 KOps/s 222.8099 KOps/s $\textbf{\color{#35bf28}+5.32\%}$
test_membership_stacked_nested_last 45.7360μs 4.2648μs 234.4760 KOps/s 226.7860 KOps/s $\color{#35bf28}+3.39\%$
test_membership_stacked_nested_leaf_last 26.5200μs 4.2408μs 235.8019 KOps/s 229.3549 KOps/s $\color{#35bf28}+2.81\%$
test_nested_getleaf 35.0750μs 10.3958μs 96.1927 KOps/s 94.1478 KOps/s $\color{#35bf28}+2.17\%$
test_nested_get 53.4200μs 9.8121μs 101.9151 KOps/s 98.6896 KOps/s $\color{#35bf28}+3.27\%$
test_stacked_getleaf 41.1570μs 10.0452μs 99.5497 KOps/s 94.1335 KOps/s $\textbf{\color{#35bf28}+5.75\%}$
test_stacked_get 52.0670μs 9.8530μs 101.4915 KOps/s 100.6518 KOps/s $\color{#35bf28}+0.83\%$
test_nested_getitemleaf 36.2880μs 11.0173μs 90.7664 KOps/s 89.8193 KOps/s $\color{#35bf28}+1.05\%$
test_nested_getitem 43.6510μs 10.4868μs 95.3580 KOps/s 94.8115 KOps/s $\color{#35bf28}+0.58\%$
test_stacked_getitemleaf 38.0120μs 10.9690μs 91.1656 KOps/s 90.2752 KOps/s $\color{#35bf28}+0.99\%$
test_stacked_getitem 36.6290μs 10.4055μs 96.1029 KOps/s 93.5242 KOps/s $\color{#35bf28}+2.76\%$
test_lock_nested 0.5668ms 0.4121ms 2.4268 KOps/s 2.4546 KOps/s $\color{#d91a1a}-1.13\%$
test_lock_stack_nested 0.7587ms 0.4182ms 2.3910 KOps/s 2.3952 KOps/s $\color{#d91a1a}-0.17\%$
test_unlock_nested 0.5279ms 0.3340ms 2.9943 KOps/s 3.0378 KOps/s $\color{#d91a1a}-1.43\%$
test_unlock_stack_nested 0.5065ms 0.3353ms 2.9823 KOps/s 2.9654 KOps/s $\color{#35bf28}+0.57\%$
test_flatten_speed 0.2002ms 0.1012ms 9.8774 KOps/s 9.9545 KOps/s $\color{#d91a1a}-0.77\%$
test_unflatten_speed 0.6909ms 0.5205ms 1.9212 KOps/s 1.9295 KOps/s $\color{#d91a1a}-0.43\%$
test_common_ops 0.9231ms 0.7961ms 1.2562 KOps/s 1.2354 KOps/s $\color{#35bf28}+1.68\%$
test_creation 26.6200μs 2.4901μs 401.5935 KOps/s 404.7869 KOps/s $\color{#d91a1a}-0.79\%$
test_creation_empty 27.7420μs 12.5051μs 79.9672 KOps/s 79.8019 KOps/s $\color{#35bf28}+0.21\%$
test_creation_nested_1 72.8460μs 15.3738μs 65.0459 KOps/s 65.1277 KOps/s $\color{#d91a1a}-0.13\%$
test_creation_nested_2 64.2800μs 19.9485μs 50.1290 KOps/s 50.4151 KOps/s $\color{#d91a1a}-0.57\%$
test_clone 59.3110μs 13.1681μs 75.9409 KOps/s 75.5198 KOps/s $\color{#35bf28}+0.56\%$
test_getitem[int] 0.8339ms 12.6925μs 78.7866 KOps/s 79.5982 KOps/s $\color{#d91a1a}-1.02\%$
test_getitem[slice_int] 0.1300ms 24.4167μs 40.9556 KOps/s 41.6432 KOps/s $\color{#d91a1a}-1.65\%$
test_getitem[range] 0.1602ms 49.4926μs 20.2050 KOps/s 19.6816 KOps/s $\color{#35bf28}+2.66\%$
test_getitem[tuple] 0.1226ms 20.0549μs 49.8632 KOps/s 50.8067 KOps/s $\color{#d91a1a}-1.86\%$
test_getitem[list] 0.1553ms 45.8901μs 21.7912 KOps/s 22.2317 KOps/s $\color{#d91a1a}-1.98\%$
test_setitem_dim[int] 52.8690μs 25.2152μs 39.6586 KOps/s 39.9659 KOps/s $\color{#d91a1a}-0.77\%$
test_setitem_dim[slice_int] 88.2050μs 49.9254μs 20.0299 KOps/s 19.9670 KOps/s $\color{#35bf28}+0.31\%$
test_setitem_dim[range] 0.1213ms 74.8983μs 13.3514 KOps/s 13.0774 KOps/s $\color{#35bf28}+2.10\%$
test_setitem_dim[tuple] 76.7840μs 40.1292μs 24.9195 KOps/s 25.2807 KOps/s $\color{#d91a1a}-1.43\%$
test_setitem 57.8280μs 20.6709μs 48.3771 KOps/s 48.1554 KOps/s $\color{#35bf28}+0.46\%$
test_set 68.1580μs 20.0325μs 49.9189 KOps/s 49.6001 KOps/s $\color{#35bf28}+0.64\%$
test_set_shared 4.1748ms 0.1786ms 5.5983 KOps/s 5.4910 KOps/s $\color{#35bf28}+1.95\%$
test_update 0.1132ms 23.1932μs 43.1160 KOps/s 42.5700 KOps/s $\color{#35bf28}+1.28\%$
test_update_nested 81.2220μs 33.7041μs 29.6700 KOps/s 29.0648 KOps/s $\color{#35bf28}+2.08\%$
test_update__nested 0.4487ms 32.9033μs 30.3920 KOps/s 29.9174 KOps/s $\color{#35bf28}+1.59\%$
test_set_nested 64.7810μs 22.0285μs 45.3956 KOps/s 44.7993 KOps/s $\color{#35bf28}+1.33\%$
test_set_nested_new 85.8900μs 26.2262μs 38.1298 KOps/s 37.7904 KOps/s $\color{#35bf28}+0.90\%$
test_select 99.4160μs 41.6933μs 23.9847 KOps/s 23.0451 KOps/s $\color{#35bf28}+4.08\%$
test_select_nested 0.1214ms 62.5416μs 15.9894 KOps/s 15.9079 KOps/s $\color{#35bf28}+0.51\%$
test_exclude_nested 0.1747ms 79.9517μs 12.5076 KOps/s 12.3976 KOps/s $\color{#35bf28}+0.89\%$
test_empty[True] 0.8131ms 0.4092ms 2.4438 KOps/s 2.4440 KOps/s $-0.01\%$
test_empty[False] 12.0375μs 1.4168μs 705.8228 KOps/s 726.1368 KOps/s $\color{#d91a1a}-2.80\%$
test_unbind_speed 0.4481ms 0.2731ms 3.6617 KOps/s 3.7506 KOps/s $\color{#d91a1a}-2.37\%$
test_unbind_speed_stack0 0.5589ms 0.2683ms 3.7277 KOps/s 3.7679 KOps/s $\color{#d91a1a}-1.07\%$
test_unbind_speed_stack1 96.3906ms 0.7174ms 1.3939 KOps/s 1.2518 KOps/s $\textbf{\color{#35bf28}+11.35\%}$
test_split 97.3003ms 1.7096ms 584.9163 Ops/s 576.8414 Ops/s $\color{#35bf28}+1.40\%$
test_chunk 0.1005s 1.7232ms 580.3251 Ops/s 631.3160 Ops/s $\textbf{\color{#d91a1a}-8.08\%}$
test_consolidate_njt[False-None] 10.1360ms 8.2719ms 120.8912 Ops/s 123.4783 Ops/s $\color{#d91a1a}-2.10\%$
test_creation[device0] 0.2271ms 89.3813μs 11.1880 KOps/s 11.0347 KOps/s $\color{#35bf28}+1.39\%$
test_creation_from_tensor 3.5363ms 93.8978μs 10.6499 KOps/s 10.4299 KOps/s $\color{#35bf28}+2.11\%$
test_add_one[memmap_tensor0] 0.1340ms 4.8815μs 204.8546 KOps/s 196.4578 KOps/s $\color{#35bf28}+4.27\%$
test_contiguous[memmap_tensor0] 9.6680μs 0.5246μs 1.9062 MOps/s 1.9626 MOps/s $\color{#d91a1a}-2.87\%$
test_stack[memmap_tensor0] 28.4940μs 3.4052μs 293.6718 KOps/s 289.1680 KOps/s $\color{#35bf28}+1.56\%$
test_memmaptd_index 0.3280ms 0.2239ms 4.4670 KOps/s 4.4639 KOps/s $\color{#35bf28}+0.07\%$
test_memmaptd_index_astensor 1.0755ms 0.3091ms 3.2354 KOps/s 3.2121 KOps/s $\color{#35bf28}+0.73\%$
test_memmaptd_index_op 1.3265ms 0.5813ms 1.7203 KOps/s 1.6866 KOps/s $\color{#35bf28}+1.99\%$
test_serialize_model 0.2147s 0.1289s 7.7585 Ops/s 8.7747 Ops/s $\textbf{\color{#d91a1a}-11.58\%}$
test_serialize_model_pickle 0.4617s 0.3944s 2.5353 Ops/s 2.5024 Ops/s $\color{#35bf28}+1.32\%$
test_serialize_weights 0.1204s 0.1141s 8.7634 Ops/s 8.6956 Ops/s $\color{#35bf28}+0.78\%$
test_serialize_weights_returnearly 0.1767s 0.1612s 6.2052 Ops/s 6.4392 Ops/s $\color{#d91a1a}-3.63\%$
test_serialize_weights_pickle 0.5552s 0.4371s 2.2876 Ops/s 1.1423 Ops/s $\textbf{\color{#35bf28}+100.26\%}$
test_serialize_weights_filesystem 0.1534s 0.1417s 7.0582 Ops/s 6.9788 Ops/s $\color{#35bf28}+1.14\%$
test_serialize_model_filesystem 0.1518s 0.1459s 6.8538 Ops/s 6.9537 Ops/s $\color{#d91a1a}-1.44\%$
test_reshape_pytree 73.4870μs 26.5993μs 37.5949 KOps/s 38.4827 KOps/s $\color{#d91a1a}-2.31\%$
test_reshape_td 69.8810μs 32.0955μs 31.1570 KOps/s 31.8247 KOps/s $\color{#d91a1a}-2.10\%$
test_view_pytree 0.1124ms 26.1852μs 38.1895 KOps/s 38.7790 KOps/s $\color{#d91a1a}-1.52\%$
test_view_td 80.6810μs 39.8026μs 25.1240 KOps/s 25.7007 KOps/s $\color{#d91a1a}-2.24\%$
test_unbind_pytree 63.4490μs 29.3641μs 34.0552 KOps/s 34.2419 KOps/s $\color{#d91a1a}-0.55\%$
test_unbind_td 0.3081ms 39.9243μs 25.0474 KOps/s 25.5689 KOps/s $\color{#d91a1a}-2.04\%$
test_split_pytree 82.4240μs 29.2410μs 34.1985 KOps/s 34.8775 KOps/s $\color{#d91a1a}-1.95\%$
test_split_td 0.2151ms 44.3822μs 22.5316 KOps/s 22.3785 KOps/s $\color{#35bf28}+0.68\%$
test_add_pytree 81.8840μs 34.8837μs 28.6667 KOps/s 28.1466 KOps/s $\color{#35bf28}+1.85\%$
test_add_td 0.1305ms 53.6162μs 18.6511 KOps/s 18.0671 KOps/s $\color{#35bf28}+3.23\%$
test_compile_add_one_nested[tensordict-compile] 0.1467ms 66.5933μs 15.0165 KOps/s 15.0646 KOps/s $\color{#d91a1a}-0.32\%$
test_compile_add_one_nested[tensordict-eager] 0.3165ms 0.1711ms 5.8444 KOps/s 5.8702 KOps/s $\color{#d91a1a}-0.44\%$
test_compile_add_one_nested[pytree-compile] 0.1271ms 45.6914μs 21.8860 KOps/s 21.7508 KOps/s $\color{#35bf28}+0.62\%$
test_compile_add_one_nested[pytree-eager] 0.2236ms 0.1176ms 8.5047 KOps/s 8.3819 KOps/s $\color{#35bf28}+1.46\%$
test_compile_copy_nested[tensordict-compile] 74.6190μs 27.6899μs 36.1142 KOps/s 36.0790 KOps/s $\color{#35bf28}+0.10\%$
test_compile_copy_nested[tensordict-eager] 0.1610ms 59.6756μs 16.7573 KOps/s 16.9811 KOps/s $\color{#d91a1a}-1.32\%$
test_compile_copy_nested[pytree-compile] 0.1556ms 79.4723μs 12.5830 KOps/s 12.2989 KOps/s $\color{#35bf28}+2.31\%$
test_compile_copy_nested[pytree-eager] 0.1146ms 66.7051μs 14.9914 KOps/s 14.9541 KOps/s $\color{#35bf28}+0.25\%$
test_compile_add_one_flat[tensordict-compile] 0.1907ms 0.1083ms 9.2316 KOps/s 9.5120 KOps/s $\color{#d91a1a}-2.95\%$
test_compile_add_one_flat[tensordict-eager] 0.4389ms 0.2147ms 4.6572 KOps/s 4.6170 KOps/s $\color{#35bf28}+0.87\%$
test_compile_add_one_flat[tensorclass-compile] 0.1008ms 46.8039μs 21.3658 KOps/s 22.1392 KOps/s $\color{#d91a1a}-3.49\%$
test_compile_add_one_flat[tensorclass-eager] 0.1901ms 65.2608μs 15.3231 KOps/s 14.9374 KOps/s $\color{#35bf28}+2.58\%$
test_compile_add_one_flat[pytree-compile] 0.1945ms 99.7689μs 10.0232 KOps/s 9.9902 KOps/s $\color{#35bf28}+0.33\%$
test_compile_add_one_flat[pytree-eager] 0.4255ms 0.2002ms 4.9951 KOps/s 4.9257 KOps/s $\color{#35bf28}+1.41\%$
test_compile_add_self_flat[tensordict-eager] 0.4129ms 0.2289ms 4.3682 KOps/s 4.3053 KOps/s $\color{#35bf28}+1.46\%$
test_compile_add_self_flat[tensordict-compile] 0.2248ms 0.1124ms 8.8933 KOps/s 9.2939 KOps/s $\color{#d91a1a}-4.31\%$
test_compile_add_self_flat[tensorclass-eager] 0.2422ms 61.7260μs 16.2006 KOps/s 16.3588 KOps/s $\color{#d91a1a}-0.97\%$
test_compile_add_self_flat[tensorclass-compile] 0.1043ms 48.8763μs 20.4598 KOps/s 21.1761 KOps/s $\color{#d91a1a}-3.38\%$
test_compile_add_self_flat[pytree-eager] 0.3458ms 0.1577ms 6.3402 KOps/s 6.2911 KOps/s $\color{#35bf28}+0.78\%$
test_compile_add_self_flat[pytree-compile] 0.2197ms 0.1011ms 9.8864 KOps/s 9.8217 KOps/s $\color{#35bf28}+0.66\%$
test_compile_copy_flat[tensordict-compile] 59.3310μs 20.9987μs 47.6219 KOps/s 47.0910 KOps/s $\color{#35bf28}+1.13\%$
test_compile_copy_flat[tensordict-eager] 0.1412ms 68.5182μs 14.5947 KOps/s 14.7516 KOps/s $\color{#d91a1a}-1.06\%$
test_compile_copy_flat[pytree-compile] 0.1933ms 81.2244μs 12.3116 KOps/s 12.2781 KOps/s $\color{#35bf28}+0.27\%$
test_compile_copy_flat[pytree-eager] 0.1365ms 66.8638μs 14.9558 KOps/s 14.8951 KOps/s $\color{#35bf28}+0.41\%$
test_compile_assign_and_add[tensordict-compile] 0.3102ms 0.2176ms 4.5960 KOps/s 4.6246 KOps/s $\color{#d91a1a}-0.62\%$
test_compile_assign_and_add[tensordict-eager] 2.4832ms 1.3582ms 736.2644 Ops/s 721.7519 Ops/s $\color{#35bf28}+2.01\%$
test_compile_assign_and_add[pytree-compile] 0.4204ms 0.2110ms 4.7394 KOps/s 4.7783 KOps/s $\color{#d91a1a}-0.81\%$
test_compile_assign_and_add[pytree-eager] 1.1127ms 0.8200ms 1.2195 KOps/s 1.2054 KOps/s $\color{#35bf28}+1.17\%$
test_compile_assign_and_add_stack[compile] 0.5741ms 0.4534ms 2.2054 KOps/s 2.1554 KOps/s $\color{#35bf28}+2.32\%$
test_compile_assign_and_add_stack[eager] 6.1328ms 2.7276ms 366.6200 Ops/s 360.8514 Ops/s $\color{#35bf28}+1.60\%$
test_compile_indexing[tensor-tensordict-compile] 87.0630μs 37.4009μs 26.7373 KOps/s 26.3286 KOps/s $\color{#35bf28}+1.55\%$
test_compile_indexing[tensor-tensordict-eager] 0.5873ms 33.0984μs 30.2129 KOps/s 30.5597 KOps/s $\color{#d91a1a}-1.13\%$
test_compile_indexing[tensor-tensorclass-compile] 79.4690μs 29.9007μs 33.4441 KOps/s 31.9850 KOps/s $\color{#35bf28}+4.56\%$
test_compile_indexing[tensor-tensorclass-eager] 84.8790μs 22.5117μs 44.4214 KOps/s 43.4748 KOps/s $\color{#35bf28}+2.18\%$
test_compile_indexing[tensor-pytree-compile] 99.3360μs 30.3309μs 32.9696 KOps/s 31.9191 KOps/s $\color{#35bf28}+3.29\%$
test_compile_indexing[tensor-pytree-eager] 0.1091ms 23.2977μs 42.9228 KOps/s 42.7183 KOps/s $\color{#35bf28}+0.48\%$
test_compile_indexing[slice-tensordict-compile] 0.1315ms 53.4909μs 18.6948 KOps/s 19.3294 KOps/s $\color{#d91a1a}-3.28\%$
test_compile_indexing[slice-tensordict-eager] 0.3560ms 19.9351μs 50.1627 KOps/s 49.5202 KOps/s $\color{#35bf28}+1.30\%$
test_compile_indexing[slice-tensorclass-compile] 97.5020μs 45.5591μs 21.9495 KOps/s 22.0157 KOps/s $\color{#d91a1a}-0.30\%$
test_compile_indexing[slice-tensorclass-eager] 51.7060μs 18.6174μs 53.7133 KOps/s 53.0627 KOps/s $\color{#35bf28}+1.23\%$
test_compile_indexing[slice-pytree-compile] 0.1011ms 46.4853μs 21.5122 KOps/s 21.8187 KOps/s $\color{#d91a1a}-1.40\%$
test_compile_indexing[slice-pytree-eager] 52.0370μs 18.4630μs 54.1625 KOps/s 53.9135 KOps/s $\color{#35bf28}+0.46\%$
test_compile_indexing[int-tensordict-compile] 0.1211ms 53.7281μs 18.6122 KOps/s 18.8043 KOps/s $\color{#d91a1a}-1.02\%$
test_compile_indexing[int-tensordict-eager] 0.8876ms 19.8212μs 50.4511 KOps/s 50.4631 KOps/s $\color{#d91a1a}-0.02\%$
test_compile_indexing[int-tensorclass-compile] 92.5340μs 45.9779μs 21.7496 KOps/s 21.9369 KOps/s $\color{#d91a1a}-0.85\%$
test_compile_indexing[int-tensorclass-eager] 53.8800μs 18.5485μs 53.9128 KOps/s 54.6381 KOps/s $\color{#d91a1a}-1.33\%$
test_compile_indexing[int-pytree-compile] 0.1389ms 45.9042μs 21.7845 KOps/s 21.7498 KOps/s $\color{#35bf28}+0.16\%$
test_compile_indexing[int-pytree-eager] 45.7660μs 18.2309μs 54.8520 KOps/s 54.3315 KOps/s $\color{#35bf28}+0.96\%$
test_mod_add[eager] 80.9020μs 35.8613μs 27.8852 KOps/s 27.5738 KOps/s $\color{#35bf28}+1.13\%$
test_mod_add[compile] 0.1400ms 63.9983μs 15.6254 KOps/s 15.0761 KOps/s $\color{#35bf28}+3.64\%$
test_mod_add[compile-overhead] 0.1519ms 62.4097μs 16.0231 KOps/s 15.3934 KOps/s $\color{#35bf28}+4.09\%$
test_mod_wrap[eager] 0.3205ms 0.2249ms 4.4469 KOps/s 4.4260 KOps/s $\color{#35bf28}+0.47\%$
test_mod_wrap[compile] 2.2197ms 0.2271ms 4.4036 KOps/s 4.3834 KOps/s $\color{#35bf28}+0.46\%$
test_mod_wrap[compile-overhead] 0.3583ms 0.2242ms 4.4612 KOps/s 4.4768 KOps/s $\color{#d91a1a}-0.35\%$
test_mod_wrap_and_backward[eager] 12.1314ms 11.0197ms 90.7467 Ops/s 92.5662 Ops/s $\color{#d91a1a}-1.97\%$
test_mod_wrap_and_backward[compile] 13.8644ms 11.2975ms 88.5154 Ops/s 93.6987 Ops/s $\textbf{\color{#d91a1a}-5.53\%}$
test_mod_wrap_and_backward[compile-overhead] 11.6876ms 10.7746ms 92.8104 Ops/s 93.6447 Ops/s $\color{#d91a1a}-0.89\%$
test_seq_add[eager] 0.2491ms 0.1161ms 8.6097 KOps/s 8.3684 KOps/s $\color{#35bf28}+2.88\%$
test_seq_add[compile] 0.1709ms 75.5009μs 13.2449 KOps/s 13.1908 KOps/s $\color{#35bf28}+0.41\%$
test_seq_add[compile-overhead] 0.1705ms 73.2983μs 13.6429 KOps/s 13.4448 KOps/s $\color{#35bf28}+1.47\%$
test_seq_wrap[eager] 0.6684ms 0.4414ms 2.2657 KOps/s 2.2204 KOps/s $\color{#35bf28}+2.04\%$
test_seq_wrap[compile] 0.3750ms 0.2424ms 4.1250 KOps/s 4.1236 KOps/s $\color{#35bf28}+0.03\%$
test_seq_wrap[compile-overhead] 0.3769ms 0.2424ms 4.1254 KOps/s 4.1409 KOps/s $\color{#d91a1a}-0.37\%$
test_func_call_runtime[False-eager] 0.9692ms 0.5492ms 1.8208 KOps/s 1.8716 KOps/s $\color{#d91a1a}-2.72\%$
test_func_call_runtime[False-compile] 0.5918ms 0.4404ms 2.2708 KOps/s 2.2593 KOps/s $\color{#35bf28}+0.51\%$
test_func_call_runtime[False-compile-overhead] 0.5342ms 0.4390ms 2.2779 KOps/s 2.2557 KOps/s $\color{#35bf28}+0.99\%$
test_func_call_runtime[True-eager] 1.2202ms 0.7524ms 1.3290 KOps/s 1.3706 KOps/s $\color{#d91a1a}-3.03\%$
test_func_call_runtime[True-compile] 0.6175ms 0.4614ms 2.1674 KOps/s 2.1623 KOps/s $\color{#35bf28}+0.24\%$
test_func_call_runtime[True-compile-overhead] 0.5764ms 0.4642ms 2.1541 KOps/s 2.1563 KOps/s $\color{#d91a1a}-0.10\%$
test_func_call_cm_runtime[False-eager] 1.0134ms 0.5409ms 1.8487 KOps/s 1.8842 KOps/s $\color{#d91a1a}-1.89\%$
test_func_call_cm_runtime[False-compile] 0.6118ms 0.4402ms 2.2716 KOps/s 2.2441 KOps/s $\color{#35bf28}+1.23\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5846ms 0.4429ms 2.2579 KOps/s 2.2476 KOps/s $\color{#35bf28}+0.46\%$
test_func_call_cm_runtime[True-eager] 1.4371ms 0.8995ms 1.1117 KOps/s 1.1260 KOps/s $\color{#d91a1a}-1.27\%$
test_func_call_cm_runtime[True-compile] 1.2900ms 0.8027ms 1.2458 KOps/s 1.2419 KOps/s $\color{#35bf28}+0.32\%$
test_func_call_cm_runtime[True-compile-overhead] 1.0903ms 0.8150ms 1.2269 KOps/s 1.2377 KOps/s $\color{#d91a1a}-0.87\%$
test_vmap_func_call_cm_runtime[eager] 2.6356ms 1.9191ms 521.0704 Ops/s 522.7162 Ops/s $\color{#d91a1a}-0.31\%$
test_vmap_func_call_cm_runtime[compile] 0.7252ms 0.5382ms 1.8579 KOps/s 1.7964 KOps/s $\color{#35bf28}+3.42\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.7153ms 0.5363ms 1.8647 KOps/s 1.7838 KOps/s $\color{#35bf28}+4.54\%$
test_distributed 0.2606ms 0.1260ms 7.9385 KOps/s 7.8941 KOps/s $\color{#35bf28}+0.56\%$
test_tdmodule 55.5240μs 27.4217μs 36.4675 KOps/s 36.8144 KOps/s $\color{#d91a1a}-0.94\%$
test_tdmodule_dispatch 0.1507ms 52.6343μs 18.9990 KOps/s 20.3490 KOps/s $\textbf{\color{#d91a1a}-6.63\%}$
test_tdseq 46.9870μs 29.3925μs 34.0223 KOps/s 33.9509 KOps/s $\color{#35bf28}+0.21\%$
test_tdseq_dispatch 75.2510μs 55.2241μs 18.1080 KOps/s 18.0779 KOps/s $\color{#35bf28}+0.17\%$
test_instantiation_functorch 1.6384ms 1.5277ms 654.5802 Ops/s 665.8667 Ops/s $\color{#d91a1a}-1.70\%$
test_exec_functorch 0.3166ms 0.1784ms 5.6063 KOps/s 5.6113 KOps/s $\color{#d91a1a}-0.09\%$
test_exec_functional_call 0.3681ms 0.1697ms 5.8930 KOps/s 5.6871 KOps/s $\color{#35bf28}+3.62\%$
test_exec_td_decorator 0.4664ms 0.2306ms 4.3365 KOps/s 4.3763 KOps/s $\color{#d91a1a}-0.91\%$
test_vmap_mlp_speed_decorator[True-True] 0.8183ms 0.6582ms 1.5192 KOps/s 1.5116 KOps/s $\color{#35bf28}+0.50\%$
test_vmap_mlp_speed_decorator[True-False] 0.8159ms 0.6553ms 1.5260 KOps/s 1.5176 KOps/s $\color{#35bf28}+0.55\%$
test_vmap_mlp_speed_decorator[False-True] 0.7795ms 0.5288ms 1.8909 KOps/s 1.8603 KOps/s $\color{#35bf28}+1.64\%$
test_vmap_mlp_speed_decorator[False-False] 0.7945ms 0.5305ms 1.8849 KOps/s 1.8618 KOps/s $\color{#35bf28}+1.24\%$
test_to_module_speed[True] 1.8837ms 1.3263ms 753.9915 Ops/s 754.0072 Ops/s $-0.00\%$
test_to_module_speed[False] 2.1201ms 1.3004ms 768.9720 Ops/s 771.6081 Ops/s $\color{#d91a1a}-0.34\%$
test_tc_init 99.6370μs 46.8400μs 21.3493 KOps/s 21.7316 KOps/s $\color{#d91a1a}-1.76\%$
test_tc_init_nested 0.1566ms 94.7170μs 10.5578 KOps/s 10.7001 KOps/s $\color{#d91a1a}-1.33\%$
test_tc_first_layer_tensor 18.9750μs 1.5258μs 655.3815 KOps/s 649.6538 KOps/s $\color{#35bf28}+0.88\%$
test_tc_first_layer_nontensor 29.7350μs 4.7204μs 211.8449 KOps/s 214.8195 KOps/s $\color{#d91a1a}-1.38\%$
test_tc_second_layer_tensor 32.4010μs 2.8766μs 347.6380 KOps/s 350.1737 KOps/s $\color{#d91a1a}-0.72\%$
test_tc_second_layer_nontensor 41.1670μs 6.0813μs 164.4375 KOps/s 165.8513 KOps/s $\color{#d91a1a}-0.85\%$
test_unbind 0.2266s 13.2016ms 75.7485 Ops/s 63.6129 Ops/s $\textbf{\color{#35bf28}+19.08\%}$
test_full_like 8.6136ms 7.3444ms 136.1578 Ops/s 125.8276 Ops/s $\textbf{\color{#35bf28}+8.21\%}$
test_zeros_like 4.4420ms 2.8220ms 354.3644 Ops/s 221.6055 Ops/s $\textbf{\color{#35bf28}+59.91\%}$
test_ones_like 4.0181ms 3.2018ms 312.3243 Ops/s 304.6481 Ops/s $\color{#35bf28}+2.52\%$
test_clone 8.0177ms 5.0150ms 199.4015 Ops/s 194.3764 Ops/s $\color{#35bf28}+2.59\%$
test_squeeze 61.5950μs 12.7380μs 78.5053 KOps/s 76.2639 KOps/s $\color{#35bf28}+2.94\%$
test_unsqueeze 0.2972ms 93.5178μs 10.6932 KOps/s 10.9263 KOps/s $\color{#d91a1a}-2.13\%$
test_split 0.3281ms 0.1923ms 5.1996 KOps/s 5.0876 KOps/s $\color{#35bf28}+2.20\%$
test_permute 0.3419ms 0.1999ms 5.0032 KOps/s 5.0546 KOps/s $\color{#d91a1a}-1.02\%$
test_stack 30.5661ms 23.8908ms 41.8571 Ops/s 39.9568 Ops/s $\color{#35bf28}+4.76\%$
test_cat 30.1946ms 23.6893ms 42.2131 Ops/s 40.1996 Ops/s $\textbf{\color{#35bf28}+5.01\%}$

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

Total Benchmarks: 229. Improved: $\large\color{#35bf28}21$. Worsened: $\large\color{#d91a1a}6$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_plain_set_nested 30.4710μs 12.9132μs 77.4401 KOps/s 77.7608 KOps/s $\color{#d91a1a}-0.41\%$
test_plain_set_stack_nested 39.1900μs 13.0410μs 76.6815 KOps/s 77.2322 KOps/s $\color{#d91a1a}-0.71\%$
test_plain_set_nested_inplace 56.3810μs 14.0129μs 71.3629 KOps/s 71.3895 KOps/s $\color{#d91a1a}-0.04\%$
test_plain_set_stack_nested_inplace 0.3930ms 14.0287μs 71.2823 KOps/s 72.0217 KOps/s $\color{#d91a1a}-1.03\%$
test_items 38.6400μs 2.9037μs 344.3938 KOps/s 341.5541 KOps/s $\color{#35bf28}+0.83\%$
test_items_nested 0.7470ms 0.3585ms 2.7892 KOps/s 2.7533 KOps/s $\color{#35bf28}+1.30\%$
test_items_nested_locked 0.7476ms 0.3609ms 2.7712 KOps/s 2.7443 KOps/s $\color{#35bf28}+0.98\%$
test_items_nested_leaf 0.4420ms 60.2762μs 16.5903 KOps/s 16.5938 KOps/s $\color{#d91a1a}-0.02\%$
test_items_stack_nested 0.4748ms 0.3571ms 2.8006 KOps/s 2.7647 KOps/s $\color{#35bf28}+1.30\%$
test_items_stack_nested_leaf 0.1413ms 60.0443μs 16.6544 KOps/s 16.2632 KOps/s $\color{#35bf28}+2.41\%$
test_items_stack_nested_locked 0.5415ms 0.3642ms 2.7461 KOps/s 2.7470 KOps/s $\color{#d91a1a}-0.03\%$
test_keys 0.4988ms 3.4129μs 293.0068 KOps/s 269.6456 KOps/s $\textbf{\color{#35bf28}+8.66\%}$
test_keys_nested 0.1653ms 87.9001μs 11.3765 KOps/s 11.4140 KOps/s $\color{#d91a1a}-0.33\%$
test_keys_nested_locked 0.8721ms 93.2028μs 10.7293 KOps/s 10.8135 KOps/s $\color{#d91a1a}-0.78\%$
test_keys_nested_leaf 0.1680ms 77.9796μs 12.8239 KOps/s 12.7262 KOps/s $\color{#35bf28}+0.77\%$
test_keys_stack_nested 0.4757ms 88.0130μs 11.3620 KOps/s 11.5220 KOps/s $\color{#d91a1a}-1.39\%$
test_keys_stack_nested_leaf 0.4854ms 78.9756μs 12.6621 KOps/s 12.6823 KOps/s $\color{#d91a1a}-0.16\%$
test_keys_stack_nested_locked 0.4869ms 93.4436μs 10.7016 KOps/s 10.8704 KOps/s $\color{#d91a1a}-1.55\%$
test_values 67.0590μs 0.8572μs 1.1666 MOps/s 1.1657 MOps/s $\color{#35bf28}+0.08\%$
test_values_nested 0.4275ms 37.1110μs 26.9462 KOps/s 27.0647 KOps/s $\color{#d91a1a}-0.44\%$
test_values_nested_locked 0.4224ms 39.3083μs 25.4399 KOps/s 25.7446 KOps/s $\color{#d91a1a}-1.18\%$
test_values_nested_leaf 0.1224ms 42.0440μs 23.7846 KOps/s 23.6724 KOps/s $\color{#35bf28}+0.47\%$
test_values_stack_nested 63.1100μs 37.3008μs 26.8091 KOps/s 26.5742 KOps/s $\color{#35bf28}+0.88\%$
test_values_stack_nested_leaf 85.5110μs 42.7594μs 23.3867 KOps/s 23.5275 KOps/s $\color{#d91a1a}-0.60\%$
test_values_stack_nested_locked 74.5500μs 39.4567μs 25.3442 KOps/s 25.2797 KOps/s $\color{#35bf28}+0.26\%$
test_membership 1.8935μs 0.5037μs 1.9852 MOps/s 1.9917 MOps/s $\color{#d91a1a}-0.33\%$
test_membership_nested 18.2150μs 1.9234μs 519.9093 KOps/s 510.5427 KOps/s $\color{#35bf28}+1.83\%$
test_membership_nested_leaf 0.1961ms 1.9187μs 521.1860 KOps/s 508.5987 KOps/s $\color{#35bf28}+2.47\%$
test_membership_stacked_nested 24.6300μs 2.0531μs 487.0637 KOps/s 486.8383 KOps/s $\color{#35bf28}+0.05\%$
test_membership_stacked_nested_leaf 25.1710μs 2.0365μs 491.0274 KOps/s 488.5397 KOps/s $\color{#35bf28}+0.51\%$
test_membership_nested_last 29.0500μs 3.0126μs 331.9425 KOps/s 330.6212 KOps/s $\color{#35bf28}+0.40\%$
test_membership_nested_leaf_last 0.3973ms 3.0102μs 332.2005 KOps/s 328.2290 KOps/s $\color{#35bf28}+1.21\%$
test_membership_stacked_nested_last 26.2910μs 2.9893μs 334.5260 KOps/s 123.8808 KOps/s $\textbf{\color{#35bf28}+170.04\%}$
test_membership_stacked_nested_leaf_last 25.8400μs 2.9751μs 336.1262 KOps/s 121.8234 KOps/s $\textbf{\color{#35bf28}+175.91\%}$
test_nested_getleaf 0.3904ms 6.1679μs 162.1300 KOps/s 160.5015 KOps/s $\color{#35bf28}+1.01\%$
test_nested_get 34.3700μs 5.8923μs 169.7137 KOps/s 169.7219 KOps/s $-0.00\%$
test_stacked_getleaf 31.2410μs 6.1736μs 161.9789 KOps/s 163.5340 KOps/s $\color{#d91a1a}-0.95\%$
test_stacked_get 0.3882ms 5.8232μs 171.7284 KOps/s 173.5251 KOps/s $\color{#d91a1a}-1.04\%$
test_nested_getitemleaf 85.5010μs 6.3891μs 156.5169 KOps/s 155.6491 KOps/s $\color{#35bf28}+0.56\%$
test_nested_getitem 0.3982ms 6.0795μs 164.4865 KOps/s 163.0187 KOps/s $\color{#35bf28}+0.90\%$
test_stacked_getitemleaf 33.4410μs 6.3574μs 157.2978 KOps/s 157.3996 KOps/s $\color{#d91a1a}-0.06\%$
test_stacked_getitem 0.4034ms 5.9966μs 166.7614 KOps/s 167.1001 KOps/s $\color{#d91a1a}-0.20\%$
test_lock_nested 9.6023ms 0.3420ms 2.9241 KOps/s 2.9283 KOps/s $\color{#d91a1a}-0.14\%$
test_lock_stack_nested 0.3896ms 0.3375ms 2.9627 KOps/s 2.9789 KOps/s $\color{#d91a1a}-0.54\%$
test_unlock_nested 0.3733ms 0.2774ms 3.6047 KOps/s 3.6104 KOps/s $\color{#d91a1a}-0.16\%$
test_unlock_stack_nested 0.3285ms 0.2749ms 3.6383 KOps/s 3.6754 KOps/s $\color{#d91a1a}-1.01\%$
test_flatten_speed 0.4514ms 77.0461μs 12.9792 KOps/s 12.8632 KOps/s $\color{#35bf28}+0.90\%$
test_unflatten_speed 0.7307ms 0.3109ms 3.2160 KOps/s 3.1522 KOps/s $\color{#35bf28}+2.02\%$
test_common_ops 1.0107ms 0.6197ms 1.6137 KOps/s 1.6372 KOps/s $\color{#d91a1a}-1.44\%$
test_creation 68.2000μs 1.6881μs 592.3701 KOps/s 588.0705 KOps/s $\color{#35bf28}+0.73\%$
test_creation_empty 0.1021ms 9.2300μs 108.3419 KOps/s 108.3151 KOps/s $\color{#35bf28}+0.02\%$
test_creation_nested_1 46.5900μs 11.2319μs 89.0322 KOps/s 91.5566 KOps/s $\color{#d91a1a}-2.76\%$
test_creation_nested_2 37.8300μs 13.7557μs 72.6970 KOps/s 73.9425 KOps/s $\color{#d91a1a}-1.68\%$
test_clone 44.9110μs 10.3541μs 96.5798 KOps/s 98.4696 KOps/s $\color{#d91a1a}-1.92\%$
test_getitem[int] 1.2898ms 10.7435μs 93.0798 KOps/s 92.8960 KOps/s $\color{#35bf28}+0.20\%$
test_getitem[slice_int] 0.1165ms 20.5756μs 48.6012 KOps/s 48.1119 KOps/s $\color{#35bf28}+1.02\%$
test_getitem[range] 0.1336ms 36.3290μs 27.5262 KOps/s 28.1796 KOps/s $\color{#d91a1a}-2.32\%$
test_getitem[tuple] 0.1124ms 17.6820μs 56.5546 KOps/s 55.0282 KOps/s $\color{#35bf28}+2.77\%$
test_getitem[list] 0.1237ms 31.9257μs 31.3228 KOps/s 31.4753 KOps/s $\color{#d91a1a}-0.48\%$
test_setitem_dim[int] 46.9400μs 17.9221μs 55.7969 KOps/s 52.6913 KOps/s $\textbf{\color{#35bf28}+5.89\%}$
test_setitem_dim[slice_int] 58.4510μs 36.4514μs 27.4338 KOps/s 27.2638 KOps/s $\color{#35bf28}+0.62\%$
test_setitem_dim[range] 72.4710μs 49.4067μs 20.2402 KOps/s 19.7015 KOps/s $\color{#35bf28}+2.73\%$
test_setitem_dim[tuple] 52.9310μs 29.8775μs 33.4701 KOps/s 32.0598 KOps/s $\color{#35bf28}+4.40\%$
test_setitem 54.5300μs 15.0479μs 66.4547 KOps/s 67.4498 KOps/s $\color{#d91a1a}-1.48\%$
test_set 46.7210μs 14.6014μs 68.4864 KOps/s 68.9504 KOps/s $\color{#d91a1a}-0.67\%$
test_set_shared 0.6956ms 0.1548ms 6.4605 KOps/s 6.4671 KOps/s $\color{#d91a1a}-0.10\%$
test_update 0.4179ms 17.9586μs 55.6838 KOps/s 55.1800 KOps/s $\color{#35bf28}+0.91\%$
test_update_nested 0.4149ms 23.3708μs 42.7884 KOps/s 42.6058 KOps/s $\color{#35bf28}+0.43\%$
test_update__nested 0.5314ms 23.9462μs 41.7604 KOps/s 41.3067 KOps/s $\color{#35bf28}+1.10\%$
test_set_nested 0.4138ms 16.1767μs 61.8173 KOps/s 63.9150 KOps/s $\color{#d91a1a}-3.28\%$
test_set_nested_new 60.3300μs 18.1098μs 55.2188 KOps/s 55.4795 KOps/s $\color{#d91a1a}-0.47\%$
test_select 55.6910μs 29.0305μs 34.4466 KOps/s 33.7594 KOps/s $\color{#35bf28}+2.04\%$
test_select_nested 68.6910μs 43.8039μs 22.8290 KOps/s 23.1506 KOps/s $\color{#d91a1a}-1.39\%$
test_exclude_nested 97.7310μs 62.3198μs 16.0463 KOps/s 16.5921 KOps/s $\color{#d91a1a}-3.29\%$
test_empty[True] 0.6797ms 0.2916ms 3.4289 KOps/s 3.4727 KOps/s $\color{#d91a1a}-1.26\%$
test_empty[False] 41.1284μs 0.8163μs 1.2251 MOps/s 1.2374 MOps/s $\color{#d91a1a}-1.00\%$
test_to 91.7310μs 55.9663μs 17.8679 KOps/s 18.6500 KOps/s $\color{#d91a1a}-4.19\%$
test_to_nonblocking 0.1042ms 46.0474μs 21.7167 KOps/s 22.1836 KOps/s $\color{#d91a1a}-2.10\%$
test_unbind_speed 0.2866ms 0.2344ms 4.2660 KOps/s 4.2333 KOps/s $\color{#35bf28}+0.77\%$
test_unbind_speed_stack0 0.3310ms 0.2356ms 4.2451 KOps/s 4.2750 KOps/s $\color{#d91a1a}-0.70\%$
test_unbind_speed_stack1 94.4231ms 0.7289ms 1.3720 KOps/s 1.3961 KOps/s $\color{#d91a1a}-1.72\%$
test_split 96.1342ms 1.6610ms 602.0387 Ops/s 627.4095 Ops/s $\color{#d91a1a}-4.04\%$
test_chunk 97.0732ms 1.6566ms 603.6348 Ops/s 629.5887 Ops/s $\color{#d91a1a}-4.12\%$
test_consolidate[False-None] 2.8645ms 2.7205ms 367.5844 Ops/s 376.7285 Ops/s $\color{#d91a1a}-2.43\%$
test_consolidate[default-None] 2.1027ms 1.7109ms 584.4853 Ops/s 587.6700 Ops/s $\color{#d91a1a}-0.54\%$
test_consolidate[reduce-overhead-None] 1.8414ms 1.7103ms 584.6989 Ops/s 566.3525 Ops/s $\color{#35bf28}+3.24\%$
test_consolidate_njt[False-None] 6.6313ms 6.4195ms 155.7749 Ops/s 152.6605 Ops/s $\color{#35bf28}+2.04\%$
test_to[False-False-None] 2.0419ms 1.6700ms 598.8060 Ops/s 595.1390 Ops/s $\color{#35bf28}+0.62\%$
test_to[True-False-None] 1.7397ms 1.3737ms 727.9666 Ops/s 752.7428 Ops/s $\color{#d91a1a}-3.29\%$
test_to[within-False-None] 4.5986ms 4.1690ms 239.8641 Ops/s 239.1201 Ops/s $\color{#35bf28}+0.31\%$
test_to[True-default-None] 5.5278ms 5.1362ms 194.6956 Ops/s 128.3486 Ops/s $\textbf{\color{#35bf28}+51.69\%}$
test_to_njt[False-False-None] 7.0577ms 6.7385ms 148.4007 Ops/s 139.6318 Ops/s $\textbf{\color{#35bf28}+6.28\%}$
test_to_njt[True-False-None] 5.5669ms 5.3506ms 186.8937 Ops/s 171.8492 Ops/s $\textbf{\color{#35bf28}+8.75\%}$
test_to_njt[within-False-None] 12.3745ms 11.9387ms 83.7611 Ops/s 82.3961 Ops/s $\color{#35bf28}+1.66\%$
test_creation[device0] 0.5043ms 81.7563μs 12.2315 KOps/s 12.2281 KOps/s $\color{#35bf28}+0.03\%$
test_creation_from_tensor 0.5158ms 82.4739μs 12.1251 KOps/s 11.6812 KOps/s $\color{#35bf28}+3.80\%$
test_add_one[memmap_tensor0] 0.4310ms 6.3834μs 156.6561 KOps/s 157.1389 KOps/s $\color{#d91a1a}-0.31\%$
test_contiguous[memmap_tensor0] 1.8425μs 0.3936μs 2.5406 MOps/s 2.4577 MOps/s $\color{#35bf28}+3.37\%$
test_stack[memmap_tensor0] 23.1810μs 4.6049μs 217.1599 KOps/s 212.1378 KOps/s $\color{#35bf28}+2.37\%$
test_memmaptd_index 1.7465ms 0.2462ms 4.0618 KOps/s 3.7467 KOps/s $\textbf{\color{#35bf28}+8.41\%}$
test_memmaptd_index_astensor 0.4320ms 0.3083ms 3.2437 KOps/s 3.1683 KOps/s $\color{#35bf28}+2.38\%$
test_memmaptd_index_op 0.7418ms 0.5791ms 1.7268 KOps/s 1.6760 KOps/s $\color{#35bf28}+3.03\%$
test_serialize_model 0.1312s 0.1300s 7.6924 Ops/s 7.6714 Ops/s $\color{#35bf28}+0.27\%$
test_serialize_model_pickle 1.3464s 1.2112s 0.8256 Ops/s 0.8252 Ops/s $\color{#35bf28}+0.06\%$
test_serialize_weights 0.1309s 0.1295s 7.7245 Ops/s 7.7155 Ops/s $\color{#35bf28}+0.12\%$
test_serialize_weights_returnearly 0.3327s 53.6093ms 18.6535 Ops/s 15.4710 Ops/s $\textbf{\color{#35bf28}+20.57\%}$
test_serialize_weights_pickle 1.3794s 1.2186s 0.8206 Ops/s 0.8143 Ops/s $\color{#35bf28}+0.77\%$
test_reshape_pytree 52.4710μs 22.3554μs 44.7318 KOps/s 45.4708 KOps/s $\color{#d91a1a}-1.63\%$
test_reshape_td 54.6500μs 26.7203μs 37.4247 KOps/s 37.5657 KOps/s $\color{#d91a1a}-0.38\%$
test_view_pytree 47.2910μs 21.9165μs 45.6277 KOps/s 46.6216 KOps/s $\color{#d91a1a}-2.13\%$
test_view_td 65.6710μs 31.4750μs 31.7712 KOps/s 30.6609 KOps/s $\color{#35bf28}+3.62\%$
test_unbind_pytree 61.6200μs 27.9115μs 35.8275 KOps/s 36.2507 KOps/s $\color{#d91a1a}-1.17\%$
test_unbind_td 0.6795ms 36.6699μs 27.2703 KOps/s 26.7048 KOps/s $\color{#35bf28}+2.12\%$
test_split_pytree 68.2410μs 30.3725μs 32.9245 KOps/s 33.2774 KOps/s $\color{#d91a1a}-1.06\%$
test_split_td 0.8355ms 40.5299μs 24.6731 KOps/s 25.5808 KOps/s $\color{#d91a1a}-3.55\%$
test_add_pytree 82.0110μs 33.1637μs 30.1535 KOps/s 30.4119 KOps/s $\color{#d91a1a}-0.85\%$
test_add_td 89.3010μs 48.8630μs 20.4654 KOps/s 21.5066 KOps/s $\color{#d91a1a}-4.84\%$
test_compile_add_one_nested[tensordict-compile] 0.1703ms 0.1244ms 8.0405 KOps/s 8.0002 KOps/s $\color{#35bf28}+0.50\%$
test_compile_add_one_nested[tensordict-eager] 0.2213ms 0.1296ms 7.7165 KOps/s 7.5279 KOps/s $\color{#35bf28}+2.51\%$
test_compile_add_one_nested[pytree-compile] 0.2101ms 92.3928μs 10.8234 KOps/s 10.4766 KOps/s $\color{#35bf28}+3.31\%$
test_compile_add_one_nested[pytree-eager] 0.2455ms 0.1465ms 6.8268 KOps/s 6.8567 KOps/s $\color{#d91a1a}-0.44\%$
test_compile_copy_nested[tensordict-compile] 0.1788ms 24.4056μs 40.9742 KOps/s 41.7232 KOps/s $\color{#d91a1a}-1.80\%$
test_compile_copy_nested[tensordict-eager] 0.1071ms 27.9924μs 35.7240 KOps/s 34.1774 KOps/s $\color{#35bf28}+4.53\%$
test_compile_copy_nested[pytree-compile] 0.3276ms 62.7211μs 15.9436 KOps/s 15.7210 KOps/s $\color{#35bf28}+1.42\%$
test_compile_copy_nested[pytree-eager] 0.1193ms 48.8767μs 20.4596 KOps/s 20.5628 KOps/s $\color{#d91a1a}-0.50\%$
test_compile_add_one_flat[tensordict-compile] 0.2081ms 0.1433ms 6.9783 KOps/s 7.1710 KOps/s $\color{#d91a1a}-2.69\%$
test_compile_add_one_flat[tensordict-eager] 0.3280ms 0.2148ms 4.6566 KOps/s 4.6599 KOps/s $\color{#d91a1a}-0.07\%$
test_compile_add_one_flat[tensorclass-compile] 0.1408ms 94.0810μs 10.6291 KOps/s 10.4748 KOps/s $\color{#35bf28}+1.47\%$
test_compile_add_one_flat[tensorclass-eager] 0.1206ms 54.1855μs 18.4551 KOps/s 18.1752 KOps/s $\color{#35bf28}+1.54\%$
test_compile_add_one_flat[pytree-compile] 0.2154ms 0.1304ms 7.6692 KOps/s 7.3036 KOps/s $\textbf{\color{#35bf28}+5.01\%}$
test_compile_add_one_flat[pytree-eager] 0.5386ms 0.4742ms 2.1089 KOps/s 2.1021 KOps/s $\color{#35bf28}+0.33\%$
test_compile_add_self_flat[tensordict-eager] 0.3690ms 0.2541ms 3.9347 KOps/s 3.7807 KOps/s $\color{#35bf28}+4.07\%$
test_compile_add_self_flat[tensordict-compile] 0.1942ms 0.1384ms 7.2232 KOps/s 6.7439 KOps/s $\textbf{\color{#35bf28}+7.11\%}$
test_compile_add_self_flat[tensorclass-eager] 0.1689ms 68.8423μs 14.5259 KOps/s 14.3824 KOps/s $\color{#35bf28}+1.00\%$
test_compile_add_self_flat[tensorclass-compile] 0.1497ms 0.1005ms 9.9532 KOps/s 9.7085 KOps/s $\color{#35bf28}+2.52\%$
test_compile_add_self_flat[pytree-eager] 0.4839ms 0.3990ms 2.5064 KOps/s 2.5161 KOps/s $\color{#d91a1a}-0.39\%$
test_compile_add_self_flat[pytree-compile] 0.2594ms 0.1312ms 7.6237 KOps/s 7.1397 KOps/s $\textbf{\color{#35bf28}+6.78\%}$
test_compile_copy_flat[tensordict-compile] 69.6010μs 18.9707μs 52.7128 KOps/s 51.5856 KOps/s $\color{#35bf28}+2.19\%$
test_compile_copy_flat[tensordict-eager] 70.4810μs 31.1132μs 32.1407 KOps/s 31.3662 KOps/s $\color{#35bf28}+2.47\%$
test_compile_copy_flat[pytree-compile] 0.1710ms 68.8740μs 14.5193 KOps/s 14.2650 KOps/s $\color{#35bf28}+1.78\%$
test_compile_copy_flat[pytree-eager] 91.3700μs 51.8286μs 19.2944 KOps/s 18.9091 KOps/s $\color{#35bf28}+2.04\%$
test_compile_assign_and_add[tensordict-compile] 1.6142ms 0.3878ms 2.5786 KOps/s 2.2028 KOps/s $\textbf{\color{#35bf28}+17.06\%}$
test_compile_assign_and_add[tensordict-eager] 2.7235ms 2.5787ms 387.7898 Ops/s 389.7268 Ops/s $\color{#d91a1a}-0.50\%$
test_compile_assign_and_add[pytree-compile] 1.6383ms 0.4459ms 2.2426 KOps/s 2.2918 KOps/s $\color{#d91a1a}-2.15\%$
test_compile_assign_and_add[pytree-eager] 2.8078ms 2.6116ms 382.9085 Ops/s 393.3774 Ops/s $\color{#d91a1a}-2.66\%$
test_compile_indexing[tensor-tensordict-compile] 0.3364ms 0.1148ms 8.7114 KOps/s 8.9890 KOps/s $\color{#d91a1a}-3.09\%$
test_compile_indexing[tensor-tensordict-eager] 0.5430ms 77.0361μs 12.9809 KOps/s 13.0227 KOps/s $\color{#d91a1a}-0.32\%$
test_compile_indexing[tensor-tensorclass-compile] 0.5200ms 0.1074ms 9.3070 KOps/s 9.8739 KOps/s $\textbf{\color{#d91a1a}-5.74\%}$
test_compile_indexing[tensor-tensorclass-eager] 0.1297ms 68.4096μs 14.6178 KOps/s 14.3616 KOps/s $\color{#35bf28}+1.78\%$
test_compile_indexing[tensor-pytree-compile] 0.1830ms 0.1102ms 9.0730 KOps/s 9.2488 KOps/s $\color{#d91a1a}-1.90\%$
test_compile_indexing[tensor-pytree-eager] 0.1523ms 68.6691μs 14.5626 KOps/s 14.4606 KOps/s $\color{#35bf28}+0.71\%$
test_compile_indexing[slice-tensordict-compile] 0.1422ms 98.6118μs 10.1408 KOps/s 9.9392 KOps/s $\color{#35bf28}+2.03\%$
test_compile_indexing[slice-tensordict-eager] 0.1505ms 17.2954μs 57.8189 KOps/s 57.1420 KOps/s $\color{#35bf28}+1.18\%$
test_compile_indexing[slice-tensorclass-compile] 0.1739ms 95.0637μs 10.5193 KOps/s 10.5260 KOps/s $\color{#d91a1a}-0.06\%$
test_compile_indexing[slice-tensorclass-eager] 45.8400μs 16.0035μs 62.4864 KOps/s 62.7075 KOps/s $\color{#d91a1a}-0.35\%$
test_compile_indexing[slice-pytree-compile] 0.1739ms 99.5598μs 10.0442 KOps/s 10.5061 KOps/s $\color{#d91a1a}-4.40\%$
test_compile_indexing[slice-pytree-eager] 77.8710μs 16.0169μs 62.4341 KOps/s 63.3749 KOps/s $\color{#d91a1a}-1.48\%$
test_compile_indexing[int-tensordict-compile] 0.1649ms 0.1041ms 9.6079 KOps/s 10.0777 KOps/s $\color{#d91a1a}-4.66\%$
test_compile_indexing[int-tensordict-eager] 0.6034ms 17.2362μs 58.0173 KOps/s 58.4293 KOps/s $\color{#d91a1a}-0.71\%$
test_compile_indexing[int-tensorclass-compile] 0.1545ms 99.9098μs 10.0090 KOps/s 10.2149 KOps/s $\color{#d91a1a}-2.02\%$
test_compile_indexing[int-tensorclass-eager] 62.7510μs 15.9717μs 62.6107 KOps/s 63.1664 KOps/s $\color{#d91a1a}-0.88\%$
test_compile_indexing[int-pytree-compile] 0.1448ms 94.9692μs 10.5297 KOps/s 10.5468 KOps/s $\color{#d91a1a}-0.16\%$
test_compile_indexing[int-pytree-eager] 0.1480ms 19.3852μs 51.5858 KOps/s 64.0057 KOps/s $\textbf{\color{#d91a1a}-19.40\%}$
test_mod_add[eager] 97.4510μs 37.9733μs 26.3343 KOps/s 26.6094 KOps/s $\color{#d91a1a}-1.03\%$
test_mod_add[compile] 0.3502ms 78.9903μs 12.6598 KOps/s 12.5336 KOps/s $\color{#35bf28}+1.01\%$
test_mod_add[compile-overhead] 0.3235ms 0.1642ms 6.0906 KOps/s 5.4777 KOps/s $\textbf{\color{#35bf28}+11.19\%}$
test_mod_wrap[eager] 0.3324ms 0.2385ms 4.1921 KOps/s 4.0854 KOps/s $\color{#35bf28}+2.61\%$
test_mod_wrap[compile] 0.3902ms 0.2759ms 3.6249 KOps/s 3.5225 KOps/s $\color{#35bf28}+2.91\%$
test_mod_wrap[compile-overhead] 7.2295ms 3.8185ms 261.8858 Ops/s 270.4672 Ops/s $\color{#d91a1a}-3.17\%$
test_mod_wrap_and_backward[eager] 1.5138ms 1.3195ms 757.8639 Ops/s 701.2853 Ops/s $\textbf{\color{#35bf28}+8.07\%}$
test_mod_wrap_and_backward[compile] 1.3820ms 1.2384ms 807.5182 Ops/s 738.0317 Ops/s $\textbf{\color{#35bf28}+9.42\%}$
test_mod_wrap_and_backward[compile-overhead] 1.3371ms 0.9014ms 1.1094 KOps/s 986.5262 Ops/s $\textbf{\color{#35bf28}+12.45\%}$
test_seq_add[eager] 0.1736ms 0.1157ms 8.6394 KOps/s 8.6018 KOps/s $\color{#35bf28}+0.44\%$
test_seq_add[compile] 0.2201ms 87.6307μs 11.4115 KOps/s 11.2190 KOps/s $\color{#35bf28}+1.72\%$
test_seq_add[compile-overhead] 0.1742ms 0.1331ms 7.5106 KOps/s 7.8631 KOps/s $\color{#d91a1a}-4.48\%$
test_seq_wrap[eager] 0.5429ms 0.4357ms 2.2950 KOps/s 2.4049 KOps/s $\color{#d91a1a}-4.57\%$
test_seq_wrap[compile] 0.3724ms 0.2966ms 3.3720 KOps/s 3.3349 KOps/s $\color{#35bf28}+1.11\%$
test_seq_wrap[compile-overhead] 0.2941ms 0.2253ms 4.4384 KOps/s 4.4512 KOps/s $\color{#d91a1a}-0.29\%$
test_func_call_runtime[False-eager] 0.7945ms 0.7124ms 1.4037 KOps/s 1.4100 KOps/s $\color{#d91a1a}-0.45\%$
test_func_call_runtime[False-compile] 0.9193ms 0.7349ms 1.3606 KOps/s 1.3513 KOps/s $\color{#35bf28}+0.69\%$
test_func_call_runtime[False-compile-overhead] 0.4107ms 0.3561ms 2.8084 KOps/s 2.7893 KOps/s $\color{#35bf28}+0.68\%$
test_func_call_runtime[True-eager] 0.9360ms 0.8695ms 1.1500 KOps/s 1.1343 KOps/s $\color{#35bf28}+1.39\%$
test_func_call_runtime[True-compile] 0.8900ms 0.7706ms 1.2977 KOps/s 1.2629 KOps/s $\color{#35bf28}+2.75\%$
test_func_call_runtime[True-compile-overhead] 0.5191ms 0.3759ms 2.6605 KOps/s 2.6245 KOps/s $\color{#35bf28}+1.37\%$
test_func_call_cm_runtime[False-eager] 1.0145ms 0.7050ms 1.4185 KOps/s 1.3155 KOps/s $\textbf{\color{#35bf28}+7.82\%}$
test_func_call_cm_runtime[False-compile] 0.9496ms 0.7308ms 1.3684 KOps/s 1.3163 KOps/s $\color{#35bf28}+3.96\%$
test_func_call_cm_runtime[False-compile-overhead] 0.4122ms 0.3565ms 2.8047 KOps/s 2.7751 KOps/s $\color{#35bf28}+1.07\%$
test_func_call_cm_runtime[True-eager] 1.3249ms 0.9786ms 1.0218 KOps/s 1.0115 KOps/s $\color{#35bf28}+1.02\%$
test_func_call_cm_runtime[True-compile] 1.5195ms 0.9624ms 1.0391 KOps/s 1.0327 KOps/s $\color{#35bf28}+0.62\%$
test_func_call_cm_runtime[True-compile-overhead] 1.0878ms 0.9622ms 1.0392 KOps/s 1.0259 KOps/s $\color{#35bf28}+1.30\%$
test_vmap_func_call_cm_runtime[eager] 2.4107ms 1.9942ms 501.4663 Ops/s 491.7777 Ops/s $\color{#35bf28}+1.97\%$
test_vmap_func_call_cm_runtime[compile] 1.0017ms 0.8081ms 1.2375 KOps/s 1.2360 KOps/s $\color{#35bf28}+0.13\%$
test_vmap_func_call_cm_runtime[compile-overhead] 0.4880ms 0.4076ms 2.4536 KOps/s 2.4266 KOps/s $\color{#35bf28}+1.11\%$
test_distributed 3.0777ms 0.1242ms 8.0544 KOps/s 8.7423 KOps/s $\textbf{\color{#d91a1a}-7.87\%}$
test_tdmodule 0.5917ms 21.3975μs 46.7343 KOps/s 48.5314 KOps/s $\color{#d91a1a}-3.70\%$
test_tdmodule_dispatch 59.0710μs 37.1758μs 26.8992 KOps/s 27.5870 KOps/s $\color{#d91a1a}-2.49\%$
test_tdseq 50.6310μs 21.4831μs 46.5482 KOps/s 47.5277 KOps/s $\color{#d91a1a}-2.06\%$
test_tdseq_dispatch 60.3010μs 40.0313μs 24.9805 KOps/s 25.1863 KOps/s $\color{#d91a1a}-0.82\%$
test_instantiation_functorch 1.9322ms 1.5103ms 662.1090 Ops/s 655.6165 Ops/s $\color{#35bf28}+0.99\%$
test_exec_functorch 0.5295ms 0.1388ms 7.2057 KOps/s 7.2241 KOps/s $\color{#d91a1a}-0.26\%$
test_exec_functional_call 0.5564ms 0.1311ms 7.6276 KOps/s 7.6957 KOps/s $\color{#d91a1a}-0.89\%$
test_exec_td_decorator 0.3913ms 0.1852ms 5.3998 KOps/s 5.5756 KOps/s $\color{#d91a1a}-3.15\%$
test_vmap_mlp_speed_decorator[True-True] 1.0867ms 0.6760ms 1.4793 KOps/s 1.5054 KOps/s $\color{#d91a1a}-1.73\%$
test_vmap_mlp_speed_decorator[True-False] 0.7933ms 0.6616ms 1.5116 KOps/s 1.5008 KOps/s $\color{#35bf28}+0.72\%$
test_vmap_mlp_speed_decorator[False-True] 0.7158ms 0.5701ms 1.7540 KOps/s 1.7413 KOps/s $\color{#35bf28}+0.73\%$
test_vmap_mlp_speed_decorator[False-False] 0.6919ms 0.5678ms 1.7613 KOps/s 1.7391 KOps/s $\color{#35bf28}+1.28\%$
test_vmap_transformer_speed_decorator[True-True] 18.7843ms 18.3524ms 54.4888 Ops/s 53.8731 Ops/s $\color{#35bf28}+1.14\%$
test_vmap_transformer_speed_decorator[True-False] 19.1300ms 18.5221ms 53.9895 Ops/s 53.9078 Ops/s $\color{#35bf28}+0.15\%$
test_vmap_transformer_speed_decorator[False-True] 18.9682ms 18.2282ms 54.8601 Ops/s 54.1649 Ops/s $\color{#35bf28}+1.28\%$
test_vmap_transformer_speed_decorator[False-False] 19.0803ms 18.3768ms 54.4166 Ops/s 54.3288 Ops/s $\color{#35bf28}+0.16\%$
test_to_module_speed[True] 1.4014ms 0.9529ms 1.0494 KOps/s 1.0325 KOps/s $\color{#35bf28}+1.64\%$
test_to_module_speed[False] 1.1454ms 0.9356ms 1.0688 KOps/s 1.0536 KOps/s $\color{#35bf28}+1.45\%$
test_tc_init 64.8810μs 37.3403μs 26.7807 KOps/s 26.2177 KOps/s $\color{#35bf28}+2.15\%$
test_tc_init_nested 0.4512ms 73.5735μs 13.5918 KOps/s 13.1815 KOps/s $\color{#35bf28}+3.11\%$
test_tc_first_layer_tensor 23.9600μs 0.7861μs 1.2720 MOps/s 1.4407 MOps/s $\textbf{\color{#d91a1a}-11.71\%}$
test_tc_first_layer_nontensor 18.6100μs 2.2060μs 453.3135 KOps/s 453.9305 KOps/s $\color{#d91a1a}-0.14\%$
test_tc_second_layer_tensor 98.6982μs 1.4010μs 713.7562 KOps/s 709.2506 KOps/s $\color{#35bf28}+0.64\%$
test_tc_second_layer_nontensor 0.3938ms 2.9142μs 343.1471 KOps/s 337.5734 KOps/s $\color{#35bf28}+1.65\%$
test_unbind 0.2168s 11.8083ms 84.6862 Ops/s 145.4373 Ops/s $\textbf{\color{#d91a1a}-41.77\%}$
test_full_like 9.8052ms 9.3137ms 107.3687 Ops/s 103.7984 Ops/s $\color{#35bf28}+3.44\%$
test_zeros_like 4.8944ms 4.3339ms 230.7371 Ops/s 114.3572 Ops/s $\textbf{\color{#35bf28}+101.77\%}$
test_ones_like 9.4157ms 7.2155ms 138.5903 Ops/s 230.2769 Ops/s $\textbf{\color{#d91a1a}-39.82\%}$
test_clone 7.1233ms 6.6164ms 151.1395 Ops/s 151.2322 Ops/s $\color{#d91a1a}-0.06\%$
test_squeeze 58.2700μs 9.6312μs 103.8295 KOps/s 99.6206 KOps/s $\color{#35bf28}+4.22\%$
test_unsqueeze 0.1353ms 72.4014μs 13.8119 KOps/s 13.0040 KOps/s $\textbf{\color{#35bf28}+6.21\%}$
test_split 0.6190ms 0.1567ms 6.3826 KOps/s 6.2174 KOps/s $\color{#35bf28}+2.66\%$
test_permute 0.3153ms 0.1773ms 5.6405 KOps/s 5.3093 KOps/s $\textbf{\color{#35bf28}+6.24\%}$
test_stack 51.0300ms 50.1688ms 19.9327 Ops/s 19.6818 Ops/s $\color{#35bf28}+1.27\%$
test_cat 51.1098ms 50.5102ms 19.7980 Ops/s 19.7563 Ops/s $\color{#35bf28}+0.21\%$

@vmoens vmoens merged commit f4d8eff into gh/vmoens/49/base Feb 20, 2025
50 of 51 checks passed
vmoens added a commit that referenced this pull request Feb 20, 2025
@vmoens
[BE] Better errors for TensorDictSequential
28fbea1 
ghstack-source-id: 2f2098db6ccf16a61f37c6e911fb921e305a96ec
Pull Request resolved: #1227
@vmoens vmoens deleted the gh/vmoens/49/head branch February 20, 2025 12:39
vmoens added a commit that referenced this pull request Feb 26, 2025
@vmoens
[BE] Better errors for TensorDictSequential
d2d30f6 
ghstack-source-id: 2f2098db6ccf16a61f37c6e911fb921e305a96ec
Pull Request resolved: #1227

(cherry picked from commit 28fbea1)
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