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[BugFix] Fix CI breakage from torch.squeeze and dynamo changes - #1738

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fix/torch-compat-squeeze-compile
Jul 9, 2026
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[BugFix] Fix CI breakage from torch.squeeze and dynamo changes#1738
vmoens merged 1 commit into
mainfrom
fix/torch-compat-squeeze-compile

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@vmoens vmoens commented Jul 9, 2026

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Description

Main's CI went red on 2026-07-09 (e.g. this run) after recent torch releases; both stable and nightly jobs fail with the same 49 tests. Two independent root causes, both fixed here:

1. torch.squeeze no longer accepts dim=None (40 failures)

test_squeeze_with_none and test_squeeze_with_none_legacy called torch.squeeze(td, dim=None), which current torch rejects at the argument-parser level even for plain tensors. The tests now call torch.squeeze(td), which has identical semantics on every torch version.

Dropping the explicit dim=None exposed a real library inconsistency: _UnsqueezedTensorDict._legacy_squeeze was missing the dim=None default that TensorDictBase._legacy_squeeze and LazyStackedTensorDict._legacy_squeeze already have, so td.squeeze() with no argument raised a TypeError on that class in legacy mode. Fixed by adding the default.

2. dynamo recursion in tensorclass __setattr__ (9 failures)

The tensorclass machinery stores cls.__setattr_parent__ = object.__setattr__ and calls self.__setattr_parent__(key, value) to perform raw attribute writes. Current dynamo re-dispatches a slot wrapper stored as a class attribute through the type's custom __setattr__, so _setattr recursed into itself infinitely under torch.compile (InternalTorchDynamoError: RecursionError: maximum recursion depth exceeded). The call sites now invoke object.__setattr__(self, key, value) directly, which dynamo special-cases correctly and which is equivalent in eager mode. The __setattr_parent__ class attribute is kept for backward compatibility.

Testing

All 49 previously failing tests pass locally on torch 2.14.0.dev20260708: the full squeeze family (95 tests), the 9 compile tests, plus full runs of test/tensordict/test_methods.py (6441 passed), test/compile/test_compile.py, test/tensorclass, test/nn, and test/tensordict/test_generic.py. The single remaining local test_compile.py failure (TestTTDDynamoCompatibility::test_td_subclass_arithmetic_without_registration) pre-exists on main unchanged and does not appear in the Linux CI failure set.

Generated with Claude Code

@vmoens @claude
[BugFix] Fix CI breakage from torch.squeeze and dynamo changes
d87972d 
Recent torch releases (stable and nightly) broke main's CI in two
independent ways:

- torch.squeeze no longer accepts dim=None; call torch.squeeze(td)
  in the tests instead (equivalent semantics on all torch versions).
  This exposed a missing dim default in
  _UnsqueezedTensorDict._legacy_squeeze, which the base class and
  LazyStackedTensorDict already have.
- dynamo now re-dispatches a slot wrapper stored as a class attribute
  (cls.__setattr_parent__ = object.__setattr__) through the custom
  __setattr__, so tensorclass _setattr recursed infinitely under
  torch.compile (InternalTorchDynamoError: RecursionError). Call
  object.__setattr__(self, ...) directly instead; dynamo handles that
  form. The __setattr_parent__ class attribute is kept for backward
  compatibility.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
@meta-cla meta-cla Bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Jul 9, 2026
@github-actions github-actions Bot added bug Something isn't working Test tensorclass labels Jul 9, 2026
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$\color{#D29922}\textsf{\Large&amp;#x26A0;\kern{0.2cm}\normalsize Warning}$ Result of CPU Benchmark Tests

Total Benchmarks: 344. Improved: $\large\color{#35bf28}7$. Worsened: $\large\color{#d91a1a}42$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_collector_preallocated_write[stack_out-cpu-32-2] 0.2258ms 0.1716ms 5.8268 KOps/s 5.9796 KOps/s $\color{#d91a1a}-2.56\%$
test_collector_preallocated_write[stack_out-cpu-32-8] 0.3628ms 0.3017ms 3.3146 KOps/s 3.3917 KOps/s $\color{#d91a1a}-2.27\%$
test_collector_preallocated_write[stack_out-cpu-32-32] 0.8823ms 0.7766ms 1.2876 KOps/s 1.2994 KOps/s $\color{#d91a1a}-0.91\%$
test_collector_preallocated_write[stack_out-cpu-4096-2] 0.3855ms 0.3397ms 2.9437 KOps/s 3.0216 KOps/s $\color{#d91a1a}-2.58\%$
test_collector_preallocated_write[stack_out-cpu-4096-8] 1.2878ms 1.1460ms 872.6181 Ops/s 924.2077 Ops/s $\textbf{\color{#d91a1a}-5.58\%}$
test_collector_preallocated_write[stack_out-cpu-4096-32] 7.7208ms 7.3852ms 135.4065 Ops/s 137.1701 Ops/s $\color{#d91a1a}-1.29\%$
test_collector_preallocated_write[stack_out-cuda-32-2] 0.2838ms 0.2520ms 3.9678 KOps/s 4.0374 KOps/s $\color{#d91a1a}-1.72\%$
test_collector_preallocated_write[stack_out-cuda-32-8] 0.5421ms 0.3935ms 2.5410 KOps/s 2.7161 KOps/s $\textbf{\color{#d91a1a}-6.45\%}$
test_collector_preallocated_write[stack_out-cuda-32-32] 0.9082ms 0.8267ms 1.2096 KOps/s 1.2237 KOps/s $\color{#d91a1a}-1.15\%$
test_collector_preallocated_write[stack_out-cuda-4096-2] 0.3410ms 0.2663ms 3.7552 KOps/s 4.0643 KOps/s $\textbf{\color{#d91a1a}-7.61\%}$
test_collector_preallocated_write[stack_out-cuda-4096-8] 0.4669ms 0.3928ms 2.5458 KOps/s 2.7097 KOps/s $\textbf{\color{#d91a1a}-6.05\%}$
test_collector_preallocated_write[stack_out-cuda-4096-32] 0.9939ms 0.8847ms 1.1303 KOps/s 1.1430 KOps/s $\color{#d91a1a}-1.11\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2] 0.2741ms 0.2188ms 4.5707 KOps/s 4.7465 KOps/s $\color{#d91a1a}-3.70\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8] 1.0428ms 0.8358ms 1.1964 KOps/s 1.2356 KOps/s $\color{#d91a1a}-3.17\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32] 3.5914ms 3.3251ms 300.7425 Ops/s 315.0856 Ops/s $\color{#d91a1a}-4.55\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2] 0.4380ms 0.3827ms 2.6127 KOps/s 2.7686 KOps/s $\textbf{\color{#d91a1a}-5.63\%}$
test_collector_preallocated_write[set_at_loop-cpu-4096-8] 1.8708ms 1.7350ms 576.3679 Ops/s 629.4853 Ops/s $\textbf{\color{#d91a1a}-8.44\%}$
test_collector_preallocated_write[set_at_loop-cpu-4096-32] 11.4965ms 10.2148ms 97.8973 Ops/s 99.8423 Ops/s $\color{#d91a1a}-1.95\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2] 0.4665ms 0.4102ms 2.4380 KOps/s 2.4842 KOps/s $\color{#d91a1a}-1.86\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8] 1.6454ms 1.5637ms 639.5145 Ops/s 668.3652 Ops/s $\color{#d91a1a}-4.32\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32] 6.2906ms 6.1217ms 163.3539 Ops/s 167.5197 Ops/s $\color{#d91a1a}-2.49\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2] 0.5066ms 0.4079ms 2.4516 KOps/s 2.4520 KOps/s $\color{#d91a1a}-0.02\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8] 1.6808ms 1.5823ms 631.9922 Ops/s 684.4466 Ops/s $\textbf{\color{#d91a1a}-7.66\%}$
test_collector_preallocated_write[set_at_loop-cuda-4096-32] 6.7169ms 6.1863ms 161.6462 Ops/s 166.3232 Ops/s $\color{#d91a1a}-2.81\%$
test_collector_preallocated_write[copy_at-cpu-32-2] 0.6002ms 0.1705ms 5.8637 KOps/s 5.8831 KOps/s $\color{#d91a1a}-0.33\%$
test_collector_preallocated_write[copy_at-cpu-32-8] 0.7165ms 0.6661ms 1.5013 KOps/s 1.5162 KOps/s $\color{#d91a1a}-0.98\%$
test_collector_preallocated_write[copy_at-cpu-32-32] 2.7172ms 2.6461ms 377.9157 Ops/s 382.6439 Ops/s $\color{#d91a1a}-1.24\%$
test_collector_preallocated_write[copy_at-cpu-4096-2] 0.4238ms 0.3190ms 3.1344 KOps/s 3.1246 KOps/s $\color{#35bf28}+0.31\%$
test_collector_preallocated_write[copy_at-cpu-4096-8] 1.6870ms 1.4551ms 687.2388 Ops/s 692.4047 Ops/s $\color{#d91a1a}-0.75\%$
test_collector_preallocated_write[copy_at-cpu-4096-32] 11.3459ms 9.6425ms 103.7074 Ops/s 105.7533 Ops/s $\color{#d91a1a}-1.93\%$
test_collector_preallocated_write[copy_at-cuda-32-2] 0.3934ms 0.3211ms 3.1145 KOps/s 3.1763 KOps/s $\color{#d91a1a}-1.95\%$
test_collector_preallocated_write[copy_at-cuda-32-8] 1.2835ms 1.1952ms 836.6850 Ops/s 855.5349 Ops/s $\color{#d91a1a}-2.20\%$
test_collector_preallocated_write[copy_at-cuda-32-32] 4.8701ms 4.6863ms 213.3864 Ops/s 218.3614 Ops/s $\color{#d91a1a}-2.28\%$
test_collector_preallocated_write[copy_at-cuda-4096-2] 0.4085ms 0.3240ms 3.0869 KOps/s 3.1663 KOps/s $\color{#d91a1a}-2.51\%$
test_collector_preallocated_write[copy_at-cuda-4096-8] 1.2661ms 1.2048ms 830.0149 Ops/s 849.0579 Ops/s $\color{#d91a1a}-2.24\%$
test_collector_preallocated_write[copy_at-cuda-4096-32] 4.9198ms 4.7402ms 210.9610 Ops/s 216.6304 Ops/s $\color{#d91a1a}-2.62\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2] 0.1773ms 0.1217ms 8.2198 KOps/s 8.6773 KOps/s $\textbf{\color{#d91a1a}-5.27\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8] 0.5655ms 0.4757ms 2.1022 KOps/s 2.2113 KOps/s $\color{#d91a1a}-4.93\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32] 1.9761ms 1.9030ms 525.4766 Ops/s 557.0945 Ops/s $\textbf{\color{#d91a1a}-5.68\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2] 0.3504ms 0.2718ms 3.6787 KOps/s 3.8157 KOps/s $\color{#d91a1a}-3.59\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8] 1.4636ms 1.2806ms 780.8745 Ops/s 818.4294 Ops/s $\color{#d91a1a}-4.59\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32] 8.8188ms 8.5325ms 117.1992 Ops/s 117.8057 Ops/s $\color{#d91a1a}-0.51\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2] 0.3828ms 0.2973ms 3.3636 KOps/s 3.5468 KOps/s $\textbf{\color{#d91a1a}-5.17\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8] 1.1587ms 1.1030ms 906.6581 Ops/s 953.0303 Ops/s $\color{#d91a1a}-4.87\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32] 4.4564ms 4.3241ms 231.2615 Ops/s 248.9245 Ops/s $\textbf{\color{#d91a1a}-7.10\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2] 0.3702ms 0.2973ms 3.3634 KOps/s 3.6824 KOps/s $\textbf{\color{#d91a1a}-8.66\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8] 1.1961ms 1.1042ms 905.6414 Ops/s 1.0127 KOps/s $\textbf{\color{#d91a1a}-10.57\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32] 4.4939ms 4.3295ms 230.9724 Ops/s 246.5537 Ops/s $\textbf{\color{#d91a1a}-6.32\%}$
test_wide_nested_preallocated_write[stack_out-cpu-128-128] 16.4117ms 16.0463ms 62.3196 Ops/s 62.3935 Ops/s $\color{#d91a1a}-0.12\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256] 32.8539ms 32.6657ms 30.6131 Ops/s 30.8453 Ops/s $\color{#d91a1a}-0.75\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128] 89.3057ms 85.6144ms 11.6803 Ops/s 11.5258 Ops/s $\color{#35bf28}+1.34\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256] 0.1979s 0.1972s 5.0699 Ops/s 4.9089 Ops/s $\color{#35bf28}+3.28\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128] 13.7478ms 13.5752ms 73.6636 Ops/s 73.9005 Ops/s $\color{#d91a1a}-0.32\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256] 26.7273ms 26.4721ms 37.7756 Ops/s 38.1031 Ops/s $\color{#d91a1a}-0.86\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128] 14.0639ms 13.7688ms 72.6281 Ops/s 73.2099 Ops/s $\color{#d91a1a}-0.79\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256] 27.3217ms 26.7658ms 37.3612 Ops/s 37.2480 Ops/s $\color{#35bf28}+0.30\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128] 52.3172ms 52.0010ms 19.2304 Ops/s 19.8952 Ops/s $\color{#d91a1a}-3.34\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256] 0.1042s 0.1039s 9.6273 Ops/s 9.9135 Ops/s $\color{#d91a1a}-2.89\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128] 0.1458s 0.1453s 6.8807 Ops/s 6.6922 Ops/s $\color{#35bf28}+2.82\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256] 0.3272s 0.3251s 3.0758 Ops/s 3.0266 Ops/s $\color{#35bf28}+1.63\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128] 79.8734ms 79.0076ms 12.6570 Ops/s 13.7383 Ops/s $\textbf{\color{#d91a1a}-7.87\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256] 0.1597s 0.1589s 6.2943 Ops/s 6.6194 Ops/s $\color{#d91a1a}-4.91\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128] 80.5627ms 80.1209ms 12.4811 Ops/s 13.0140 Ops/s $\color{#d91a1a}-4.09\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256] 0.1615s 0.1607s 6.2235 Ops/s 6.4429 Ops/s $\color{#d91a1a}-3.40\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128] 30.1222ms 29.9977ms 33.3359 Ops/s 33.8150 Ops/s $\color{#d91a1a}-1.42\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256] 60.5761ms 60.4027ms 16.5556 Ops/s 16.7416 Ops/s $\color{#d91a1a}-1.11\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128] 0.1200s 0.1181s 8.4648 Ops/s 8.5621 Ops/s $\color{#d91a1a}-1.14\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256] 0.2678s 0.2665s 3.7521 Ops/s 3.8309 Ops/s $\color{#d91a1a}-2.06\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128] 43.3093ms 43.0016ms 23.2549 Ops/s 23.8505 Ops/s $\color{#d91a1a}-2.50\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256] 86.4153ms 85.9614ms 11.6331 Ops/s 11.8116 Ops/s $\color{#d91a1a}-1.51\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128] 43.6268ms 43.2242ms 23.1352 Ops/s 23.5863 Ops/s $\color{#d91a1a}-1.91\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256] 87.5054ms 86.7751ms 11.5240 Ops/s 11.7497 Ops/s $\color{#d91a1a}-1.92\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128] 20.9300ms 20.7938ms 48.0913 Ops/s 51.1267 Ops/s $\textbf{\color{#d91a1a}-5.94\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256] 42.6177ms 42.4644ms 23.5492 Ops/s 25.0300 Ops/s $\textbf{\color{#d91a1a}-5.92\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128] 0.1086s 0.1070s 9.3466 Ops/s 9.5119 Ops/s $\color{#d91a1a}-1.74\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256] 0.2484s 0.2434s 4.1082 Ops/s 4.2389 Ops/s $\color{#d91a1a}-3.08\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128] 39.7101ms 37.6879ms 26.5337 Ops/s 28.4753 Ops/s $\textbf{\color{#d91a1a}-6.82\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256] 79.4609ms 78.5566ms 12.7297 Ops/s 13.7913 Ops/s $\textbf{\color{#d91a1a}-7.70\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128] 39.9985ms 39.4433ms 25.3528 Ops/s 28.2294 Ops/s $\textbf{\color{#d91a1a}-10.19\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256] 79.3981ms 78.6612ms 12.7127 Ops/s 13.5534 Ops/s $\textbf{\color{#d91a1a}-6.20\%}$
test_plain_set_nested 43.0010μs 15.0417μs 66.4818 KOps/s 66.7704 KOps/s $\color{#d91a1a}-0.43\%$
test_plain_set_stack_nested 55.1620μs 14.7843μs 67.6392 KOps/s 68.4356 KOps/s $\color{#d91a1a}-1.16\%$
test_plain_set_nested_inplace 74.6220μs 16.2394μs 61.5788 KOps/s 61.2799 KOps/s $\color{#35bf28}+0.49\%$
test_plain_set_stack_nested_inplace 0.1151ms 15.6605μs 63.8549 KOps/s 62.4683 KOps/s $\color{#35bf28}+2.22\%$
test_items 24.6210μs 5.5284μs 180.8841 KOps/s 180.2662 KOps/s $\color{#35bf28}+0.34\%$
test_items_nested 0.5242ms 0.4506ms 2.2195 KOps/s 2.2190 KOps/s $\color{#35bf28}+0.02\%$
test_items_nested_locked 0.5191ms 0.4557ms 2.1946 KOps/s 2.1828 KOps/s $\color{#35bf28}+0.54\%$
test_items_nested_leaf 0.1476ms 95.1144μs 10.5137 KOps/s 10.5546 KOps/s $\color{#d91a1a}-0.39\%$
test_items_stack_nested 0.5381ms 0.4518ms 2.2136 KOps/s 2.1981 KOps/s $\color{#35bf28}+0.71\%$
test_items_stack_nested_leaf 0.1451ms 94.6463μs 10.5656 KOps/s 10.4720 KOps/s $\color{#35bf28}+0.89\%$
test_items_stack_nested_locked 0.5254ms 0.4557ms 2.1946 KOps/s 2.2433 KOps/s $\color{#d91a1a}-2.17\%$
test_keys 43.0510μs 4.1488μs 241.0323 KOps/s 241.2258 KOps/s $\color{#d91a1a}-0.08\%$
test_keys_nested 0.1619ms 0.1273ms 7.8536 KOps/s 7.7484 KOps/s $\color{#35bf28}+1.36\%$
test_keys_nested_locked 0.7780ms 0.1354ms 7.3862 KOps/s 7.2851 KOps/s $\color{#35bf28}+1.39\%$
test_keys_nested_leaf 0.1664ms 0.1182ms 8.4595 KOps/s 8.3374 KOps/s $\color{#35bf28}+1.46\%$
test_keys_stack_nested 0.1960ms 0.1270ms 7.8722 KOps/s 7.7501 KOps/s $\color{#35bf28}+1.57\%$
test_keys_stack_nested_leaf 0.1704ms 0.1175ms 8.5122 KOps/s 8.4770 KOps/s $\color{#35bf28}+0.41\%$
test_keys_stack_nested_locked 0.1895ms 0.1347ms 7.4222 KOps/s 7.3665 KOps/s $\color{#35bf28}+0.76\%$
test_values 6.9780μs 0.9996μs 1.0004 MOps/s 998.2585 KOps/s $\color{#35bf28}+0.21\%$
test_values_nested 0.1048ms 51.4884μs 19.4219 KOps/s 19.1841 KOps/s $\color{#35bf28}+1.24\%$
test_values_nested_locked 94.8820μs 54.5878μs 18.3191 KOps/s 18.1662 KOps/s $\color{#35bf28}+0.84\%$
test_values_nested_leaf 0.1023ms 59.3110μs 16.8603 KOps/s 16.4980 KOps/s $\color{#35bf28}+2.20\%$
test_values_stack_nested 0.1032ms 51.3825μs 19.4619 KOps/s 19.0554 KOps/s $\color{#35bf28}+2.13\%$
test_values_stack_nested_leaf 99.0620μs 59.0733μs 16.9281 KOps/s 16.5950 KOps/s $\color{#35bf28}+2.01\%$
test_values_stack_nested_locked 0.1183ms 54.6712μs 18.2912 KOps/s 17.9964 KOps/s $\color{#35bf28}+1.64\%$
test_membership 13.4920μs 0.8065μs 1.2399 MOps/s 1.2298 MOps/s $\color{#35bf28}+0.82\%$
test_membership_nested 52.9020μs 2.8712μs 348.2815 KOps/s 348.4179 KOps/s $\color{#d91a1a}-0.04\%$
test_membership_nested_leaf 70.9020μs 2.8961μs 345.2876 KOps/s 361.9308 KOps/s $\color{#d91a1a}-4.60\%$
test_membership_stacked_nested 50.7510μs 2.7994μs 357.2184 KOps/s 362.9079 KOps/s $\color{#d91a1a}-1.57\%$
test_membership_stacked_nested_leaf 89.5220μs 2.6701μs 374.5140 KOps/s 361.9187 KOps/s $\color{#35bf28}+3.48\%$
test_membership_nested_last 34.6200μs 4.3645μs 229.1205 KOps/s 229.5882 KOps/s $\color{#d91a1a}-0.20\%$
test_membership_nested_leaf_last 31.9100μs 4.3847μs 228.0642 KOps/s 230.1617 KOps/s $\color{#d91a1a}-0.91\%$
test_membership_stacked_nested_last 47.9610μs 4.1919μs 238.5553 KOps/s 240.0597 KOps/s $\color{#d91a1a}-0.63\%$
test_membership_stacked_nested_leaf_last 0.1038ms 4.0348μs 247.8412 KOps/s 241.8268 KOps/s $\color{#35bf28}+2.49\%$
test_nested_getleaf 94.1820μs 20.2070μs 49.4877 KOps/s 50.2183 KOps/s $\color{#d91a1a}-1.45\%$
test_nested_get 59.4220μs 18.9374μs 52.8055 KOps/s 50.6050 KOps/s $\color{#35bf28}+4.35\%$
test_stacked_getleaf 76.1020μs 19.9805μs 50.0488 KOps/s 48.6164 KOps/s $\color{#35bf28}+2.95\%$
test_stacked_get 58.2410μs 18.9277μs 52.8326 KOps/s 50.3444 KOps/s $\color{#35bf28}+4.94\%$
test_nested_getitemleaf 81.7820μs 21.1315μs 47.3228 KOps/s 46.4075 KOps/s $\color{#35bf28}+1.97\%$
test_nested_getitem 94.8320μs 20.3405μs 49.1630 KOps/s 49.1703 KOps/s $\color{#d91a1a}-0.01\%$
test_stacked_getitemleaf 80.2520μs 20.8097μs 48.0546 KOps/s 47.4142 KOps/s $\color{#35bf28}+1.35\%$
test_stacked_getitem 71.3720μs 19.6850μs 50.8000 KOps/s 49.8378 KOps/s $\color{#35bf28}+1.93\%$
test_lock_nested 7.9286ms 0.5030ms 1.9880 KOps/s 2.0282 KOps/s $\color{#d91a1a}-1.98\%$
test_lock_stack_nested 0.7048ms 0.5024ms 1.9906 KOps/s 2.0305 KOps/s $\color{#d91a1a}-1.96\%$
test_unlock_nested 0.4741ms 0.3932ms 2.5434 KOps/s 2.5793 KOps/s $\color{#d91a1a}-1.39\%$
test_unlock_stack_nested 0.5803ms 0.3991ms 2.5056 KOps/s 2.5593 KOps/s $\color{#d91a1a}-2.10\%$
test_flatten_speed 0.2080ms 0.1181ms 8.4654 KOps/s 8.2925 KOps/s $\color{#35bf28}+2.09\%$
test_unflatten_speed 0.6578ms 0.5455ms 1.8331 KOps/s 1.7985 KOps/s $\color{#35bf28}+1.92\%$
test_common_ops 0.8925ms 0.6988ms 1.4310 KOps/s 1.4539 KOps/s $\color{#d91a1a}-1.58\%$
test_creation 0.1204ms 3.0930μs 323.3110 KOps/s 322.0560 KOps/s $\color{#35bf28}+0.39\%$
test_creation_empty 46.1210μs 6.8491μs 146.0041 KOps/s 146.8671 KOps/s $\color{#d91a1a}-0.59\%$
test_creation_nested_1 53.1910μs 11.3004μs 88.4925 KOps/s 88.6718 KOps/s $\color{#d91a1a}-0.20\%$
test_creation_nested_2 71.5610μs 12.7899μs 78.1868 KOps/s 75.6392 KOps/s $\color{#35bf28}+3.37\%$
test_creation_many_keys[10] 91.6820μs 20.4337μs 48.9388 KOps/s 50.3539 KOps/s $\color{#d91a1a}-2.81\%$
test_creation_many_keys[50] 0.1326ms 88.3561μs 11.3178 KOps/s 11.4337 KOps/s $\color{#d91a1a}-1.01\%$
test_creation_many_keys[100] 0.2559ms 0.1748ms 5.7192 KOps/s 5.8273 KOps/s $\color{#d91a1a}-1.85\%$
test_creation_nested_many_keys[10] 80.1920μs 44.4036μs 22.5207 KOps/s 22.5230 KOps/s $\color{#d91a1a}-0.01\%$
test_creation_nested_many_keys[50] 0.2253ms 0.1814ms 5.5130 KOps/s 5.5528 KOps/s $\color{#d91a1a}-0.72\%$
test_clone 41.8810μs 13.0625μs 76.5552 KOps/s 78.6055 KOps/s $\color{#d91a1a}-2.61\%$
test_getitem[int] 1.5257ms 15.3507μs 65.1438 KOps/s 66.9493 KOps/s $\color{#d91a1a}-2.70\%$
test_getitem[slice_int] 0.1412ms 25.1074μs 39.8289 KOps/s 41.0657 KOps/s $\color{#d91a1a}-3.01\%$
test_getitem[range] 0.1709ms 62.0810μs 16.1080 KOps/s 16.3179 KOps/s $\color{#d91a1a}-1.29\%$
test_getitem[tuple] 0.1459ms 24.1675μs 41.3780 KOps/s 42.7686 KOps/s $\color{#d91a1a}-3.25\%$
test_getitem[list] 0.1869ms 58.4215μs 17.1170 KOps/s 17.8020 KOps/s $\color{#d91a1a}-3.85\%$
test_setitem_dim[int] 56.1120μs 25.3686μs 39.4189 KOps/s 40.7370 KOps/s $\color{#d91a1a}-3.24\%$
test_setitem_dim[slice_int] 81.4520μs 42.1697μs 23.7137 KOps/s 24.5634 KOps/s $\color{#d91a1a}-3.46\%$
test_setitem_dim[range] 0.1506ms 96.6282μs 10.3489 KOps/s 10.8133 KOps/s $\color{#d91a1a}-4.29\%$
test_setitem_dim[tuple] 63.6010μs 40.0923μs 24.9424 KOps/s 25.7850 KOps/s $\color{#d91a1a}-3.27\%$
test_setitem 73.8420μs 17.3762μs 57.5499 KOps/s 59.3279 KOps/s $\color{#d91a1a}-3.00\%$
test_set 59.8310μs 16.6005μs 60.2390 KOps/s 61.4711 KOps/s $\color{#d91a1a}-2.00\%$
test_set_shared 0.5311ms 0.2116ms 4.7262 KOps/s 4.9224 KOps/s $\color{#d91a1a}-3.99\%$
test_update 0.3878ms 21.6406μs 46.2095 KOps/s 48.3696 KOps/s $\color{#d91a1a}-4.47\%$
test_update_nested 78.8420μs 32.6593μs 30.6191 KOps/s 30.2602 KOps/s $\color{#35bf28}+1.19\%$
test_update__nested 0.4678ms 32.8317μs 30.4584 KOps/s 31.0455 KOps/s $\color{#d91a1a}-1.89\%$
test_set_nested 51.3310μs 18.2070μs 54.9239 KOps/s 57.8045 KOps/s $\color{#d91a1a}-4.98\%$
test_set_nested_new 56.6720μs 22.9287μs 43.6134 KOps/s 44.3979 KOps/s $\color{#d91a1a}-1.77\%$
test_select 88.7920μs 39.3510μs 25.4123 KOps/s 25.8747 KOps/s $\color{#d91a1a}-1.79\%$
test_select_nested 0.1406ms 72.1534μs 13.8594 KOps/s 13.8248 KOps/s $\color{#35bf28}+0.25\%$
test_exclude_nested 0.1410ms 88.1964μs 11.3383 KOps/s 11.6543 KOps/s $\color{#d91a1a}-2.71\%$
test_empty[True] 0.4239ms 0.3844ms 2.6014 KOps/s 2.5981 KOps/s $\color{#35bf28}+0.13\%$
test_empty[False] 20.5555μs 1.3723μs 728.7213 KOps/s 737.5943 KOps/s $\color{#d91a1a}-1.20\%$
test_to 0.1674ms 72.9308μs 13.7116 KOps/s 14.6507 KOps/s $\textbf{\color{#d91a1a}-6.41\%}$
test_to_nonblocking 0.1308ms 69.7228μs 14.3425 KOps/s 14.7455 KOps/s $\color{#d91a1a}-2.73\%$
test_unbind_speed 0.3934ms 0.3315ms 3.0163 KOps/s 3.0346 KOps/s $\color{#d91a1a}-0.60\%$
test_unbind_speed_stack0 0.4947ms 0.3307ms 3.0243 KOps/s 3.0624 KOps/s $\color{#d91a1a}-1.24\%$
test_unbind_speed_stack1 0.1157s 0.8382ms 1.1930 KOps/s 915.4151 Ops/s $\textbf{\color{#35bf28}+30.32\%}$
test_split 0.1160s 1.4198ms 704.3299 Ops/s 789.0804 Ops/s $\textbf{\color{#d91a1a}-10.74\%}$
test_chunk 1.3326ms 1.1989ms 834.0662 Ops/s 822.4250 Ops/s $\color{#35bf28}+1.42\%$
test_to_cpu_blocking 20.7702ms 19.8220ms 50.4491 Ops/s 52.8636 Ops/s $\color{#d91a1a}-4.57\%$
test_to_cpu_global_sync 0.1282s 13.2556ms 75.4398 Ops/s 88.0967 Ops/s $\textbf{\color{#d91a1a}-14.37\%}$
test_to_cpu_event_sync 13.4640ms 12.8024ms 78.1105 Ops/s 81.8809 Ops/s $\color{#d91a1a}-4.60\%$
test_to_cpu_default 13.2996ms 12.7860ms 78.2103 Ops/s 82.0535 Ops/s $\color{#d91a1a}-4.68\%$
test_consolidate[False-None] 4.3398ms 4.1315ms 242.0403 Ops/s 246.9013 Ops/s $\color{#d91a1a}-1.97\%$
test_consolidate[default-None] 3.3117ms 2.3270ms 429.7419 Ops/s 447.6800 Ops/s $\color{#d91a1a}-4.01\%$
test_consolidate[reduce-overhead-None] 3.3071ms 2.2386ms 446.7072 Ops/s 464.5347 Ops/s $\color{#d91a1a}-3.84\%$
test_consolidate_njt[False-None] 5.6512ms 5.1009ms 196.0439 Ops/s 196.6273 Ops/s $\color{#d91a1a}-0.30\%$
test_to[False-False-None] 2.3827ms 2.1830ms 458.0756 Ops/s 464.3660 Ops/s $\color{#d91a1a}-1.35\%$
test_to[True-False-None] 2.1402ms 1.9799ms 505.0662 Ops/s 529.5242 Ops/s $\color{#d91a1a}-4.62\%$
test_to[within-False-None] 6.5624ms 6.2583ms 159.7887 Ops/s 165.2191 Ops/s $\color{#d91a1a}-3.29\%$
test_to[True-default-None] 10.6021ms 10.4065ms 96.0940 Ops/s 97.0803 Ops/s $\color{#d91a1a}-1.02\%$
test_to_njt[False-False-None] 7.0723ms 6.9607ms 143.6643 Ops/s 143.8565 Ops/s $\color{#d91a1a}-0.13\%$
test_to_njt[True-False-None] 4.0616ms 3.8585ms 259.1648 Ops/s 258.8952 Ops/s $\color{#35bf28}+0.10\%$
test_to_njt[within-False-None] 9.2276ms 9.0582ms 110.3974 Ops/s 110.5148 Ops/s $\color{#d91a1a}-0.11\%$
test_creation[device0] 0.4127ms 0.1152ms 8.6835 KOps/s 8.7903 KOps/s $\color{#d91a1a}-1.22\%$
test_creation_from_tensor 0.4333ms 0.1133ms 8.8238 KOps/s 8.9207 KOps/s $\color{#d91a1a}-1.09\%$
test_add_one[memmap_tensor0] 0.3554ms 6.4541μs 154.9391 KOps/s 165.3632 KOps/s $\textbf{\color{#d91a1a}-6.30\%}$
test_contiguous[memmap_tensor0] 24.3110μs 0.6641μs 1.5057 MOps/s 2.1350 MOps/s $\textbf{\color{#d91a1a}-29.47\%}$
test_stack[memmap_tensor0] 81.9920μs 4.2378μs 235.9732 KOps/s 250.4462 KOps/s $\textbf{\color{#d91a1a}-5.78\%}$
test_memmaptd_index 1.2574ms 0.2773ms 3.6065 KOps/s 3.7257 KOps/s $\color{#d91a1a}-3.20\%$
test_memmaptd_index_astensor 0.5311ms 0.3778ms 2.6469 KOps/s 2.7131 KOps/s $\color{#d91a1a}-2.44\%$
test_memmaptd_index_op 0.9975ms 0.6351ms 1.5745 KOps/s 1.6381 KOps/s $\color{#d91a1a}-3.88\%$
test_serialize_model 0.1394s 0.1356s 7.3769 Ops/s 7.4017 Ops/s $\color{#d91a1a}-0.33\%$
test_serialize_model_pickle 1.3473s 1.2099s 0.8265 Ops/s 0.8254 Ops/s $\color{#35bf28}+0.13\%$
test_serialize_weights 0.3240s 0.1626s 6.1494 Ops/s 7.4762 Ops/s $\textbf{\color{#d91a1a}-17.75\%}$
test_serialize_weights_returnearly 71.0103ms 62.6889ms 15.9518 Ops/s 15.0964 Ops/s $\textbf{\color{#35bf28}+5.67\%}$
test_serialize_weights_pickle 1.3495s 1.2132s 0.8243 Ops/s 0.8228 Ops/s $\color{#35bf28}+0.18\%$
test_reshape_pytree 0.2150ms 32.1303μs 31.1233 KOps/s 31.6521 KOps/s $\color{#d91a1a}-1.67\%$
test_reshape_td 84.7920μs 45.0354μs 22.2048 KOps/s 22.3129 KOps/s $\color{#d91a1a}-0.48\%$
test_view_pytree 0.2190ms 31.7097μs 31.5361 KOps/s 32.1295 KOps/s $\color{#d91a1a}-1.85\%$
test_view_td 0.1006ms 54.1151μs 18.4791 KOps/s 18.3671 KOps/s $\color{#35bf28}+0.61\%$
test_unbind_pytree 0.2380ms 35.5483μs 28.1308 KOps/s 28.3260 KOps/s $\color{#d91a1a}-0.69\%$
test_unbind_td 0.1016ms 50.3400μs 19.8649 KOps/s 20.3935 KOps/s $\color{#d91a1a}-2.59\%$
test_split_pytree 0.2604ms 41.2716μs 24.2297 KOps/s 24.5160 KOps/s $\color{#d91a1a}-1.17\%$
test_split_td 0.1284ms 71.5755μs 13.9713 KOps/s 14.0060 KOps/s $\color{#d91a1a}-0.25\%$
test_add_pytree 0.2236ms 40.2217μs 24.8622 KOps/s 25.5486 KOps/s $\color{#d91a1a}-2.69\%$
test_add_td 91.0720μs 53.7932μs 18.5897 KOps/s 18.6748 KOps/s $\color{#d91a1a}-0.46\%$
test_compile_add_one_nested[tensordict-compile] 0.3744ms 0.2726ms 3.6682 KOps/s 3.8289 KOps/s $\color{#d91a1a}-4.20\%$
test_compile_add_one_nested[tensordict-eager] 0.4366ms 0.2011ms 4.9737 KOps/s 4.9136 KOps/s $\color{#35bf28}+1.22\%$
test_compile_add_one_nested[pytree-compile] 0.4298ms 0.1572ms 6.3593 KOps/s 6.3773 KOps/s $\color{#d91a1a}-0.28\%$
test_compile_add_one_nested[pytree-eager] 0.4880ms 0.1771ms 5.6460 KOps/s 5.6483 KOps/s $\color{#d91a1a}-0.04\%$
test_compile_copy_nested[tensordict-compile] 0.1195ms 23.2760μs 42.9626 KOps/s 48.1883 KOps/s $\textbf{\color{#d91a1a}-10.84\%}$
test_compile_copy_nested[tensordict-eager] 0.1254ms 52.0422μs 19.2152 KOps/s 18.6033 KOps/s $\color{#35bf28}+3.29\%$
test_compile_copy_nested[pytree-compile] 0.1837ms 20.1863μs 49.5385 KOps/s 52.9490 KOps/s $\textbf{\color{#d91a1a}-6.44\%}$
test_compile_copy_nested[pytree-eager] 0.3528ms 65.3686μs 15.2979 KOps/s 15.1374 KOps/s $\color{#35bf28}+1.06\%$
test_compile_add_one_flat[tensordict-compile] 0.3725ms 0.3033ms 3.2971 KOps/s 3.1675 KOps/s $\color{#35bf28}+4.09\%$
test_compile_add_one_flat[tensordict-eager] 0.3393ms 0.2867ms 3.4876 KOps/s 3.3424 KOps/s $\color{#35bf28}+4.35\%$
test_compile_add_one_flat[tensorclass-compile] 0.3030ms 0.2082ms 4.8028 KOps/s 4.5452 KOps/s $\textbf{\color{#35bf28}+5.67\%}$
test_compile_add_one_flat[tensorclass-eager] 0.1696ms 75.3950μs 13.2635 KOps/s 13.0332 KOps/s $\color{#35bf28}+1.77\%$
test_compile_add_one_flat[pytree-compile] 0.5495ms 0.2398ms 4.1693 KOps/s 4.0580 KOps/s $\color{#35bf28}+2.74\%$
test_compile_add_one_flat[pytree-eager] 0.7987ms 0.5299ms 1.8871 KOps/s 1.9148 KOps/s $\color{#d91a1a}-1.45\%$
test_compile_add_self_flat[tensordict-eager] 0.4147ms 0.3393ms 2.9470 KOps/s 2.8986 KOps/s $\color{#35bf28}+1.67\%$
test_compile_add_self_flat[tensordict-compile] 0.5717ms 0.3059ms 3.2687 KOps/s 3.1103 KOps/s $\textbf{\color{#35bf28}+5.09\%}$
test_compile_add_self_flat[tensorclass-eager] 0.1609ms 92.3284μs 10.8309 KOps/s 10.9868 KOps/s $\color{#d91a1a}-1.42\%$
test_compile_add_self_flat[tensorclass-compile] 0.3651ms 0.2132ms 4.6910 KOps/s 4.5653 KOps/s $\color{#35bf28}+2.75\%$
test_compile_add_self_flat[pytree-eager] 0.7212ms 0.4418ms 2.2633 KOps/s 2.3390 KOps/s $\color{#d91a1a}-3.24\%$
test_compile_add_self_flat[pytree-compile] 0.6506ms 0.2414ms 4.1433 KOps/s 4.0793 KOps/s $\color{#35bf28}+1.57\%$
test_compile_copy_flat[tensordict-compile] 90.4420μs 27.5619μs 36.2820 KOps/s 37.2264 KOps/s $\color{#d91a1a}-2.54\%$
test_compile_copy_flat[tensordict-eager] 91.5720μs 39.7265μs 25.1721 KOps/s 24.6628 KOps/s $\color{#35bf28}+2.07\%$
test_compile_copy_flat[pytree-compile] 0.2362ms 26.3230μs 37.9897 KOps/s 38.9448 KOps/s $\color{#d91a1a}-2.45\%$
test_compile_copy_flat[pytree-eager] 0.3335ms 50.7081μs 19.7207 KOps/s 19.6989 KOps/s $\color{#35bf28}+0.11\%$
test_compile_assign_and_add[tensordict-compile] 2.1296ms 0.2511ms 3.9831 KOps/s 3.6057 KOps/s $\textbf{\color{#35bf28}+10.47\%}$
test_compile_assign_and_add[tensordict-eager] 3.7087ms 3.3664ms 297.0569 Ops/s 299.9770 Ops/s $\color{#d91a1a}-0.97\%$
test_compile_assign_and_add[pytree-compile] 1.9753ms 0.1929ms 5.1827 KOps/s 5.0881 KOps/s $\color{#35bf28}+1.86\%$
test_compile_assign_and_add[pytree-eager] 3.0256ms 2.7978ms 357.4276 Ops/s 368.7954 Ops/s $\color{#d91a1a}-3.08\%$
test_compile_indexing[tensor-tensordict-compile] 0.3130ms 0.1571ms 6.3672 KOps/s 6.2064 KOps/s $\color{#35bf28}+2.59\%$
test_compile_indexing[tensor-tensordict-eager] 0.2269s 97.2627μs 10.2814 KOps/s 13.0735 KOps/s $\textbf{\color{#d91a1a}-21.36\%}$
test_compile_indexing[tensor-tensorclass-compile] 0.2962ms 0.1360ms 7.3512 KOps/s 7.4540 KOps/s $\color{#d91a1a}-1.38\%$
test_compile_indexing[tensor-tensorclass-eager] 0.2993ms 44.6857μs 22.3785 KOps/s 22.8628 KOps/s $\color{#d91a1a}-2.12\%$
test_compile_indexing[tensor-pytree-compile] 0.2346ms 0.1386ms 7.2150 KOps/s 7.1308 KOps/s $\color{#35bf28}+1.18\%$
test_compile_indexing[tensor-pytree-eager] 0.2773ms 44.7273μs 22.3577 KOps/s 21.9268 KOps/s $\color{#35bf28}+1.97\%$
test_compile_indexing[slice-tensordict-compile] 0.1879ms 96.4485μs 10.3682 KOps/s 11.4893 KOps/s $\textbf{\color{#d91a1a}-9.76\%}$
test_compile_indexing[slice-tensordict-eager] 0.2238ms 27.7248μs 36.0688 KOps/s 36.4824 KOps/s $\color{#d91a1a}-1.13\%$
test_compile_indexing[slice-tensorclass-compile] 0.1844ms 73.5929μs 13.5883 KOps/s 14.3271 KOps/s $\textbf{\color{#d91a1a}-5.16\%}$
test_compile_indexing[slice-tensorclass-eager] 0.2610ms 22.2830μs 44.8773 KOps/s 46.0702 KOps/s $\color{#d91a1a}-2.59\%$
test_compile_indexing[slice-pytree-compile] 0.1348ms 73.8886μs 13.5339 KOps/s 14.1673 KOps/s $\color{#d91a1a}-4.47\%$
test_compile_indexing[slice-pytree-eager] 0.2571ms 22.3831μs 44.6765 KOps/s 46.4440 KOps/s $\color{#d91a1a}-3.81\%$
test_compile_indexing[int-tensordict-compile] 0.2149ms 90.4303μs 11.0582 KOps/s 11.1287 KOps/s $\color{#d91a1a}-0.63\%$
test_compile_indexing[int-tensordict-eager] 0.2115ms 27.8480μs 35.9093 KOps/s 35.0750 KOps/s $\color{#35bf28}+2.38\%$
test_compile_indexing[int-tensorclass-compile] 0.1175ms 73.1917μs 13.6628 KOps/s 14.1990 KOps/s $\color{#d91a1a}-3.78\%$
test_compile_indexing[int-tensorclass-eager] 0.2757ms 22.3541μs 44.7345 KOps/s 46.6525 KOps/s $\color{#d91a1a}-4.11\%$
test_compile_indexing[int-pytree-compile] 0.1150ms 73.2765μs 13.6469 KOps/s 14.2749 KOps/s $\color{#d91a1a}-4.40\%$
test_compile_indexing[int-pytree-eager] 0.2746ms 22.3781μs 44.6865 KOps/s 46.4519 KOps/s $\color{#d91a1a}-3.80\%$
test_compile_replace[single-eager] 0.1104ms 48.2702μs 20.7167 KOps/s 21.3433 KOps/s $\color{#d91a1a}-2.94\%$
test_compile_replace[single-compile] 0.2540ms 0.1449ms 6.8993 KOps/s 6.8986 KOps/s $\color{#35bf28}+0.01\%$
test_compile_replace[multi-eager] 0.6735ms 0.5656ms 1.7682 KOps/s 1.8015 KOps/s $\color{#d91a1a}-1.85\%$
test_compile_replace[multi-compile] 0.2871ms 0.1559ms 6.4123 KOps/s 6.4544 KOps/s $\color{#d91a1a}-0.65\%$
test_compile_tc_getattr_20[eager] 0.2322ms 0.1752ms 5.7066 KOps/s 5.8294 KOps/s $\color{#d91a1a}-2.11\%$
test_compile_tc_getattr_20[compile] 0.3741ms 0.1749ms 5.7185 KOps/s 5.7204 KOps/s $\color{#d91a1a}-0.03\%$
test_compile_clone_shallow[20-eager] 48.2310μs 18.8706μs 52.9925 KOps/s 52.6748 KOps/s $\color{#35bf28}+0.60\%$
test_compile_clone_shallow[20-compile] 90.6420μs 24.4249μs 40.9418 KOps/s 43.8041 KOps/s $\textbf{\color{#d91a1a}-6.53\%}$
test_compile_clone_shallow[40-eager] 71.1620μs 32.3842μs 30.8792 KOps/s 30.2467 KOps/s $\color{#35bf28}+2.09\%$
test_compile_clone_shallow[40-compile] 89.0420μs 26.1088μs 38.3013 KOps/s 40.7200 KOps/s $\textbf{\color{#d91a1a}-5.94\%}$
test_compile_clone_shallow[80-eager] 98.1320μs 60.1197μs 16.6335 KOps/s 16.3018 KOps/s $\color{#35bf28}+2.03\%$
test_compile_clone_shallow[80-compile] 0.1397ms 30.1314μs 33.1880 KOps/s 35.6658 KOps/s $\textbf{\color{#d91a1a}-6.95\%}$
test_compile_update_inplace[eager] 0.2360ms 61.7103μs 16.2048 KOps/s 16.2893 KOps/s $\color{#d91a1a}-0.52\%$
test_compile_update_inplace[compile] 0.4228ms 0.1194ms 8.3785 KOps/s 7.8479 KOps/s $\textbf{\color{#35bf28}+6.76\%}$
test_mod_add[eager] 0.2943ms 0.2250ms 4.4445 KOps/s 4.4503 KOps/s $\color{#d91a1a}-0.13\%$
test_mod_add[compile] 0.3034ms 0.1206ms 8.2890 KOps/s 8.2827 KOps/s $\color{#35bf28}+0.08\%$
test_mod_add[compile-overhead] 0.3390ms 0.1965ms 5.0891 KOps/s 4.9530 KOps/s $\color{#35bf28}+2.75\%$
test_mod_wrap[eager] 0.5542ms 0.4678ms 2.1378 KOps/s 2.1131 KOps/s $\color{#35bf28}+1.17\%$
test_mod_wrap[compile] 0.4537ms 0.3521ms 2.8399 KOps/s 2.9174 KOps/s $\color{#d91a1a}-2.66\%$
test_mod_wrap[compile-overhead] 7.1107ms 3.9991ms 250.0535 Ops/s 250.3029 Ops/s $\color{#d91a1a}-0.10\%$
test_mod_wrap_and_backward[eager] 1.8452ms 1.6871ms 592.7454 Ops/s 606.9798 Ops/s $\color{#d91a1a}-2.35\%$
test_mod_wrap_and_backward[compile] 2.4221ms 1.3639ms 733.2043 Ops/s 755.8591 Ops/s $\color{#d91a1a}-3.00\%$
test_mod_wrap_and_backward[compile-overhead] 1.5632ms 0.9509ms 1.0516 KOps/s 1.0503 KOps/s $\color{#35bf28}+0.13\%$
test_seq_add[eager] 0.6018ms 0.5313ms 1.8821 KOps/s 1.9923 KOps/s $\textbf{\color{#d91a1a}-5.53\%}$
test_seq_add[compile] 0.2794ms 0.1390ms 7.1957 KOps/s 7.4942 KOps/s $\color{#d91a1a}-3.98\%$
test_seq_add[compile-overhead] 0.3674ms 0.2101ms 4.7586 KOps/s 4.8320 KOps/s $\color{#d91a1a}-1.52\%$
test_seq_wrap[eager] 5.4607ms 1.4614ms 684.2791 Ops/s 715.2053 Ops/s $\color{#d91a1a}-4.32\%$
test_seq_wrap[compile] 0.4772ms 0.3785ms 2.6422 KOps/s 2.6839 KOps/s $\color{#d91a1a}-1.55\%$
test_seq_wrap[compile-overhead] 0.4513ms 0.3206ms 3.1189 KOps/s 3.0523 KOps/s $\color{#35bf28}+2.18\%$
test_func_call_runtime[False-eager] 0.9236ms 0.8241ms 1.2134 KOps/s 1.2546 KOps/s $\color{#d91a1a}-3.28\%$
test_func_call_runtime[False-compile] 0.8861ms 0.7612ms 1.3136 KOps/s 1.3145 KOps/s $\color{#d91a1a}-0.07\%$
test_func_call_runtime[False-compile-overhead] 0.6677ms 0.5044ms 1.9824 KOps/s 1.9652 KOps/s $\color{#35bf28}+0.88\%$
test_func_call_runtime[True-eager] 1.1919ms 1.0582ms 944.9943 Ops/s 953.6883 Ops/s $\color{#d91a1a}-0.91\%$
test_func_call_runtime[True-compile] 0.9189ms 0.7903ms 1.2653 KOps/s 1.3033 KOps/s $\color{#d91a1a}-2.92\%$
test_func_call_runtime[True-compile-overhead] 0.6892ms 0.5205ms 1.9212 KOps/s 1.9126 KOps/s $\color{#35bf28}+0.45\%$
test_func_call_cm_runtime[False-eager] 0.9114ms 0.7992ms 1.2512 KOps/s 1.1893 KOps/s $\textbf{\color{#35bf28}+5.20\%}$
test_func_call_cm_runtime[False-compile] 0.9017ms 0.7439ms 1.3443 KOps/s 1.3447 KOps/s $\color{#d91a1a}-0.03\%$
test_func_call_cm_runtime[False-compile-overhead] 0.6323ms 0.4831ms 2.0701 KOps/s 2.0413 KOps/s $\color{#35bf28}+1.41\%$
test_func_call_cm_runtime[True-eager] 1.3129ms 1.2042ms 830.3980 Ops/s 816.3635 Ops/s $\color{#35bf28}+1.72\%$
test_func_call_cm_runtime[True-compile] 0.9056ms 0.8470ms 1.1806 KOps/s 1.1761 KOps/s $\color{#35bf28}+0.38\%$
test_func_call_cm_runtime[True-compile-overhead] 1.1312ms 0.8670ms 1.1534 KOps/s 1.1460 KOps/s $\color{#35bf28}+0.64\%$
test_vmap_func_call_cm_runtime[eager] 3.1176ms 2.6445ms 378.1499 Ops/s 377.8182 Ops/s $\color{#35bf28}+0.09\%$
test_vmap_func_call_cm_runtime[compile] 4.2015ms 3.6400ms 274.7241 Ops/s 275.0944 Ops/s $\color{#d91a1a}-0.13\%$
test_vmap_func_call_cm_runtime[compile-overhead] 4.1818ms 3.6373ms 274.9259 Ops/s 276.1017 Ops/s $\color{#d91a1a}-0.43\%$
test_distributed 1.7920ms 0.1532ms 6.5290 KOps/s 6.9867 KOps/s $\textbf{\color{#d91a1a}-6.55\%}$
test_tdmodule 0.8701ms 0.1901ms 5.2607 KOps/s 5.1803 KOps/s $\color{#35bf28}+1.55\%$
test_tdmodule_dispatch 0.4082ms 0.3700ms 2.7030 KOps/s 2.6953 KOps/s $\color{#35bf28}+0.29\%$
test_tdseq 45.5810μs 26.1338μs 38.2646 KOps/s 37.3816 KOps/s $\color{#35bf28}+2.36\%$
test_tdseq_dispatch 0.2852ms 0.2189ms 4.5693 KOps/s 4.6324 KOps/s $\color{#d91a1a}-1.36\%$
test_instantiation_functorch 2.1297ms 2.0368ms 490.9736 Ops/s 496.0275 Ops/s $\color{#d91a1a}-1.02\%$
test_exec_functorch 0.2389ms 0.1750ms 5.7140 KOps/s 5.7925 KOps/s $\color{#d91a1a}-1.35\%$
test_exec_functional_call 0.4520ms 0.1542ms 6.4837 KOps/s 6.5261 KOps/s $\color{#d91a1a}-0.65\%$
test_exec_td_decorator 0.5083ms 0.2433ms 4.1101 KOps/s 4.1878 KOps/s $\color{#d91a1a}-1.85\%$
test_vmap_mlp_speed_decorator[True-True] 1.3131ms 1.1216ms 891.6158 Ops/s 901.5051 Ops/s $\color{#d91a1a}-1.10\%$
test_vmap_mlp_speed_decorator[True-False] 1.3279ms 1.1146ms 897.1509 Ops/s 906.4150 Ops/s $\color{#d91a1a}-1.02\%$
test_vmap_mlp_speed_decorator[False-True] 1.0487ms 0.8174ms 1.2234 KOps/s 1.2304 KOps/s $\color{#d91a1a}-0.57\%$
test_vmap_mlp_speed_decorator[False-False] 1.0475ms 0.8157ms 1.2259 KOps/s 1.2298 KOps/s $\color{#d91a1a}-0.31\%$
test_vmap_transformer_speed_decorator[True-True] 26.1534ms 24.8122ms 40.3028 Ops/s 40.6002 Ops/s $\color{#d91a1a}-0.73\%$
test_vmap_transformer_speed_decorator[True-False] 24.9987ms 24.6694ms 40.5361 Ops/s 40.7605 Ops/s $\color{#d91a1a}-0.55\%$
test_vmap_transformer_speed_decorator[False-True] 24.5098ms 24.3435ms 41.0787 Ops/s 41.2391 Ops/s $\color{#d91a1a}-0.39\%$
test_vmap_transformer_speed_decorator[False-False] 24.6431ms 24.2788ms 41.1881 Ops/s 41.3889 Ops/s $\color{#d91a1a}-0.49\%$
test_to_module_speed[True] 1.7723ms 1.6056ms 622.8285 Ops/s 618.1857 Ops/s $\color{#35bf28}+0.75\%$
test_to_module_speed[False] 1.6564ms 1.5683ms 637.6256 Ops/s 627.5912 Ops/s $\color{#35bf28}+1.60\%$
test_to_module_plain_tensor_speed[None] 1.8104ms 1.6805ms 595.0657 Ops/s 579.4612 Ops/s $\color{#35bf28}+2.69\%$
test_to_module_plain_tensor_speed[False] 1.6576ms 1.5468ms 646.4815 Ops/s 637.9864 Ops/s $\color{#35bf28}+1.33\%$
test_to_module_plain_tensor_speed[True] 3.3904ms 3.2994ms 303.0830 Ops/s 297.8372 Ops/s $\color{#35bf28}+1.76\%$
test_tc_init 78.7510μs 43.6831μs 22.8922 KOps/s 22.8067 KOps/s $\color{#35bf28}+0.37\%$
test_tc_init_tensor_only 36.6410μs 9.2338μs 108.2975 KOps/s 107.6091 KOps/s $\color{#35bf28}+0.64\%$
test_tc_init_nested 0.1404ms 87.2005μs 11.4678 KOps/s 11.3823 KOps/s $\color{#35bf28}+0.75\%$
test_tc_init_many_fields 52.0210μs 16.9276μs 59.0750 KOps/s 59.0272 KOps/s $\color{#35bf28}+0.08\%$
test_tc_first_layer_tensor 22.4810μs 1.7709μs 564.6743 KOps/s 574.4616 KOps/s $\color{#d91a1a}-1.70\%$
test_tc_first_layer_tensor_only 3.7316μs 0.3920μs 2.5509 MOps/s 2.5474 MOps/s $\color{#35bf28}+0.14\%$
test_tc_first_layer_tensor_set 55.7520μs 4.1612μs 240.3157 KOps/s 243.7797 KOps/s $\color{#d91a1a}-1.42\%$
test_tc_first_layer_tensor_only_set 25.4410μs 3.4249μs 291.9791 KOps/s 294.5996 KOps/s $\color{#d91a1a}-0.89\%$
test_tc_first_layer_nontensor 37.4300μs 5.9645μs 167.6576 KOps/s 168.0723 KOps/s $\color{#d91a1a}-0.25\%$
test_tc_second_layer_tensor 34.3410μs 4.3005μs 232.5326 KOps/s 237.1293 KOps/s $\color{#d91a1a}-1.94\%$
test_tc_second_layer_nontensor 74.9120μs 8.4503μs 118.3390 KOps/s 119.5837 KOps/s $\color{#d91a1a}-1.04\%$
test_unbind 0.2879s 16.4270ms 60.8752 Ops/s 65.1749 Ops/s $\textbf{\color{#d91a1a}-6.60\%}$
test_full_like 4.5076ms 4.3755ms 228.5455 Ops/s 229.0102 Ops/s $\color{#d91a1a}-0.20\%$
test_zeros_like 4.5205ms 4.3642ms 229.1364 Ops/s 229.0254 Ops/s $\color{#35bf28}+0.05\%$
test_ones_like 5.0132ms 4.2853ms 233.3541 Ops/s 229.2059 Ops/s $\color{#35bf28}+1.81\%$
test_clone 6.9126ms 6.4872ms 154.1486 Ops/s 154.7675 Ops/s $\color{#d91a1a}-0.40\%$
test_squeeze 73.1620μs 13.9448μs 71.7112 KOps/s 71.3813 KOps/s $\color{#35bf28}+0.46\%$
test_unsqueeze 0.1771ms 0.1080ms 9.2590 KOps/s 8.9359 KOps/s $\color{#35bf28}+3.62\%$
test_split 0.3955ms 0.1899ms 5.2657 KOps/s 5.3461 KOps/s $\color{#d91a1a}-1.50\%$
test_permute 0.2540ms 0.1923ms 5.2006 KOps/s 5.2173 KOps/s $\color{#d91a1a}-0.32\%$
test_stack 51.2222ms 50.8740ms 19.6564 Ops/s 37.6447 Ops/s $\textbf{\color{#d91a1a}-47.78\%}$
test_cat 51.4524ms 50.9227ms 19.6376 Ops/s 37.6902 Ops/s $\textbf{\color{#d91a1a}-47.90\%}$
test_sequential_tensordict 0.6323ms 0.5626ms 1.7775 KOps/s 1.7700 KOps/s $\color{#35bf28}+0.42\%$
test_sequential_graph_module 0.1788ms 0.1182ms 8.4634 KOps/s 8.8009 KOps/s $\color{#d91a1a}-3.83\%$
test_nested_tensordict 0.9187ms 0.8159ms 1.2256 KOps/s 1.2426 KOps/s $\color{#d91a1a}-1.37\%$
test_nested_graph_module 0.2096ms 0.1275ms 7.8457 KOps/s 8.3339 KOps/s $\textbf{\color{#d91a1a}-5.86\%}$

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$\color{#D29922}\textsf{\Large&amp;#x26A0;\kern{0.2cm}\normalsize Warning}$ Result of GPU Benchmark Tests

Total Benchmarks: 344. Improved: $\large\color{#35bf28}14$. Worsened: $\large\color{#d91a1a}9$.

Expand to view detailed results
Name Max Mean Ops Ops on Repo HEAD Change
test_collector_preallocated_write[stack_out-cpu-32-2] 0.2026ms 0.1638ms 6.1063 KOps/s 6.1118 KOps/s $\color{#d91a1a}-0.09\%$
test_collector_preallocated_write[stack_out-cpu-32-8] 0.3501ms 0.2918ms 3.4265 KOps/s 3.3826 KOps/s $\color{#35bf28}+1.30\%$
test_collector_preallocated_write[stack_out-cpu-32-32] 0.9522ms 0.7756ms 1.2893 KOps/s 1.2607 KOps/s $\color{#35bf28}+2.27\%$
test_collector_preallocated_write[stack_out-cpu-4096-2] 0.3937ms 0.3393ms 2.9471 KOps/s 2.8880 KOps/s $\color{#35bf28}+2.05\%$
test_collector_preallocated_write[stack_out-cpu-4096-8] 1.2720ms 1.1725ms 852.8733 Ops/s 897.8922 Ops/s $\textbf{\color{#d91a1a}-5.01\%}$
test_collector_preallocated_write[stack_out-cpu-4096-32] 7.5411ms 7.3024ms 136.9422 Ops/s 135.5724 Ops/s $\color{#35bf28}+1.01\%$
test_collector_preallocated_write[stack_out-cuda-32-2] 0.3054ms 0.2437ms 4.1038 KOps/s 4.0297 KOps/s $\color{#35bf28}+1.84\%$
test_collector_preallocated_write[stack_out-cuda-32-8] 0.5273ms 0.3644ms 2.7441 KOps/s 2.6711 KOps/s $\color{#35bf28}+2.73\%$
test_collector_preallocated_write[stack_out-cuda-32-32] 0.9570ms 0.8196ms 1.2202 KOps/s 1.2003 KOps/s $\color{#35bf28}+1.66\%$
test_collector_preallocated_write[stack_out-cuda-4096-2] 0.3701ms 0.2429ms 4.1163 KOps/s 3.8403 KOps/s $\textbf{\color{#35bf28}+7.19\%}$
test_collector_preallocated_write[stack_out-cuda-4096-8] 0.4216ms 0.3648ms 2.7411 KOps/s 2.6870 KOps/s $\color{#35bf28}+2.02\%$
test_collector_preallocated_write[stack_out-cuda-4096-32] 0.9676ms 0.8812ms 1.1348 KOps/s 1.1188 KOps/s $\color{#35bf28}+1.43\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2] 0.2573ms 0.2034ms 4.9169 KOps/s 4.7695 KOps/s $\color{#35bf28}+3.09\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8] 0.8875ms 0.7875ms 1.2699 KOps/s 1.2370 KOps/s $\color{#35bf28}+2.66\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32] 3.2653ms 3.1201ms 320.5010 Ops/s 310.5712 Ops/s $\color{#35bf28}+3.20\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2] 0.5102ms 0.3563ms 2.8065 KOps/s 2.7687 KOps/s $\color{#35bf28}+1.37\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8] 1.9098ms 1.6641ms 600.9212 Ops/s 606.3159 Ops/s $\color{#d91a1a}-0.89\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32] 10.1947ms 9.9962ms 100.0381 Ops/s 99.7095 Ops/s $\color{#35bf28}+0.33\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2] 0.4396ms 0.3934ms 2.5421 KOps/s 2.6217 KOps/s $\color{#d91a1a}-3.04\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8] 1.5263ms 1.4267ms 700.8980 Ops/s 697.3675 Ops/s $\color{#35bf28}+0.51\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32] 5.8513ms 5.5229ms 181.0640 Ops/s 175.7247 Ops/s $\color{#35bf28}+3.04\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2] 0.4385ms 0.3759ms 2.6603 KOps/s 2.6119 KOps/s $\color{#35bf28}+1.85\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8] 1.5573ms 1.4072ms 710.6226 Ops/s 697.3773 Ops/s $\color{#35bf28}+1.90\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32] 6.0467ms 5.6137ms 178.1361 Ops/s 178.2748 Ops/s $\color{#d91a1a}-0.08\%$
test_collector_preallocated_write[copy_at-cpu-32-2] 0.6147ms 0.1676ms 5.9658 KOps/s 5.8865 KOps/s $\color{#35bf28}+1.35\%$
test_collector_preallocated_write[copy_at-cpu-32-8] 0.7429ms 0.6448ms 1.5509 KOps/s 1.5339 KOps/s $\color{#35bf28}+1.11\%$
test_collector_preallocated_write[copy_at-cpu-32-32] 2.6601ms 2.5544ms 391.4885 Ops/s 386.1273 Ops/s $\color{#35bf28}+1.39\%$
test_collector_preallocated_write[copy_at-cpu-4096-2] 0.3898ms 0.3075ms 3.2526 KOps/s 3.2185 KOps/s $\color{#35bf28}+1.06\%$
test_collector_preallocated_write[copy_at-cpu-4096-8] 1.6799ms 1.4566ms 686.5438 Ops/s 687.0702 Ops/s $\color{#d91a1a}-0.08\%$
test_collector_preallocated_write[copy_at-cpu-4096-32] 9.5101ms 9.4042ms 106.3355 Ops/s 106.7669 Ops/s $\color{#d91a1a}-0.40\%$
test_collector_preallocated_write[copy_at-cuda-32-2] 0.3987ms 0.3115ms 3.2099 KOps/s 3.1503 KOps/s $\color{#35bf28}+1.89\%$
test_collector_preallocated_write[copy_at-cuda-32-8] 1.2224ms 1.1624ms 860.3247 Ops/s 849.7260 Ops/s $\color{#35bf28}+1.25\%$
test_collector_preallocated_write[copy_at-cuda-32-32] 4.7415ms 4.5371ms 220.4071 Ops/s 217.8125 Ops/s $\color{#35bf28}+1.19\%$
test_collector_preallocated_write[copy_at-cuda-4096-2] 0.3888ms 0.3146ms 3.1782 KOps/s 3.1601 KOps/s $\color{#35bf28}+0.57\%$
test_collector_preallocated_write[copy_at-cuda-4096-8] 1.2584ms 1.1734ms 852.2173 Ops/s 848.2685 Ops/s $\color{#35bf28}+0.47\%$
test_collector_preallocated_write[copy_at-cuda-4096-32] 4.7653ms 4.6016ms 217.3143 Ops/s 215.8388 Ops/s $\color{#35bf28}+0.68\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2] 0.1531ms 0.1173ms 8.5277 KOps/s 8.5482 KOps/s $\color{#d91a1a}-0.24\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8] 0.5654ms 0.4564ms 2.1910 KOps/s 2.1771 KOps/s $\color{#35bf28}+0.64\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32] 1.8777ms 1.8206ms 549.2690 Ops/s 547.1257 Ops/s $\color{#35bf28}+0.39\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2] 0.3423ms 0.2536ms 3.9437 KOps/s 4.0663 KOps/s $\color{#d91a1a}-3.01\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8] 1.4120ms 1.2164ms 822.1047 Ops/s 837.6081 Ops/s $\color{#d91a1a}-1.85\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32] 8.6382ms 8.4393ms 118.4935 Ops/s 119.5684 Ops/s $\color{#d91a1a}-0.90\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2] 0.3205ms 0.2633ms 3.7976 KOps/s 3.7960 KOps/s $\color{#35bf28}+0.04\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8] 1.0236ms 0.9738ms 1.0269 KOps/s 1.0238 KOps/s $\color{#35bf28}+0.30\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32] 3.9614ms 3.8221ms 261.6385 Ops/s 261.8401 Ops/s $\color{#d91a1a}-0.08\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2] 0.3066ms 0.2633ms 3.7984 KOps/s 3.8114 KOps/s $\color{#d91a1a}-0.34\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8] 1.1128ms 0.9795ms 1.0209 KOps/s 1.0205 KOps/s $\color{#35bf28}+0.03\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32] 3.9427ms 3.7980ms 263.2982 Ops/s 261.0746 Ops/s $\color{#35bf28}+0.85\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128] 16.6390ms 16.4546ms 60.7732 Ops/s 60.7384 Ops/s $\color{#35bf28}+0.06\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256] 33.3115ms 33.1202ms 30.1930 Ops/s 30.1766 Ops/s $\color{#35bf28}+0.05\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128] 84.0279ms 83.2545ms 12.0114 Ops/s 11.9156 Ops/s $\color{#35bf28}+0.80\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256] 0.1963s 0.1959s 5.1047 Ops/s 5.1238 Ops/s $\color{#d91a1a}-0.37\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128] 13.9510ms 13.8056ms 72.4345 Ops/s 72.1969 Ops/s $\color{#35bf28}+0.33\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256] 27.3242ms 27.0333ms 36.9914 Ops/s 36.8686 Ops/s $\color{#35bf28}+0.33\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128] 14.0882ms 13.9891ms 71.4845 Ops/s 71.0874 Ops/s $\color{#35bf28}+0.56\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256] 27.4797ms 27.3428ms 36.5727 Ops/s 36.4427 Ops/s $\color{#35bf28}+0.36\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128] 50.6343ms 50.1633ms 19.9349 Ops/s 19.8307 Ops/s $\color{#35bf28}+0.53\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256] 0.1013s 0.1011s 9.8941 Ops/s 9.8937 Ops/s $+0.00\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128] 0.1439s 0.1437s 6.9587 Ops/s 6.9236 Ops/s $\color{#35bf28}+0.51\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256] 0.3158s 0.3148s 3.1764 Ops/s 3.2098 Ops/s $\color{#d91a1a}-1.04\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128] 74.8074ms 72.3741ms 13.8171 Ops/s 14.0570 Ops/s $\color{#d91a1a}-1.71\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256] 0.1443s 0.1430s 6.9916 Ops/s 6.7600 Ops/s $\color{#35bf28}+3.43\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128] 72.2666ms 71.9263ms 13.9031 Ops/s 13.7553 Ops/s $\color{#35bf28}+1.07\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256] 0.1446s 0.1440s 6.9423 Ops/s 6.7557 Ops/s $\color{#35bf28}+2.76\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128] 30.0569ms 29.8915ms 33.4543 Ops/s 33.4835 Ops/s $\color{#d91a1a}-0.09\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256] 60.5619ms 60.4515ms 16.5422 Ops/s 16.5979 Ops/s $\color{#d91a1a}-0.34\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128] 0.1173s 0.1169s 8.5560 Ops/s 8.4324 Ops/s $\color{#35bf28}+1.47\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256] 0.2630s 0.2627s 3.8064 Ops/s 3.8354 Ops/s $\color{#d91a1a}-0.76\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128] 42.7939ms 42.2225ms 23.6840 Ops/s 23.5404 Ops/s $\color{#35bf28}+0.61\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256] 84.6149ms 84.2400ms 11.8708 Ops/s 11.8095 Ops/s $\color{#35bf28}+0.52\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128] 44.1592ms 42.6258ms 23.4600 Ops/s 23.3498 Ops/s $\color{#35bf28}+0.47\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256] 85.3583ms 84.7683ms 11.7969 Ops/s 11.7009 Ops/s $\color{#35bf28}+0.82\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128] 20.0846ms 19.9528ms 50.1182 Ops/s 49.6973 Ops/s $\color{#35bf28}+0.85\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256] 41.0197ms 40.8685ms 24.4687 Ops/s 24.5073 Ops/s $\color{#d91a1a}-0.16\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128] 0.1068s 0.1064s 9.3993 Ops/s 9.5007 Ops/s $\color{#d91a1a}-1.07\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256] 0.2393s 0.2387s 4.1901 Ops/s 4.2406 Ops/s $\color{#d91a1a}-1.19\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128] 35.4111ms 34.8868ms 28.6641 Ops/s 28.3757 Ops/s $\color{#35bf28}+1.02\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256] 70.0743ms 69.7352ms 14.3400 Ops/s 14.1587 Ops/s $\color{#35bf28}+1.28\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128] 35.6324ms 35.0438ms 28.5357 Ops/s 28.2489 Ops/s $\color{#35bf28}+1.02\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256] 71.0791ms 70.6911ms 14.1460 Ops/s 14.1379 Ops/s $\color{#35bf28}+0.06\%$
test_plain_set_nested 39.3610μs 15.1016μs 66.2180 KOps/s 66.6550 KOps/s $\color{#d91a1a}-0.66\%$
test_plain_set_stack_nested 53.8810μs 14.8257μs 67.4504 KOps/s 67.7436 KOps/s $\color{#d91a1a}-0.43\%$
test_plain_set_nested_inplace 49.8120μs 16.5846μs 60.2969 KOps/s 60.7528 KOps/s $\color{#d91a1a}-0.75\%$
test_plain_set_stack_nested_inplace 95.4220μs 16.0815μs 62.1833 KOps/s 63.1301 KOps/s $\color{#d91a1a}-1.50\%$
test_items 43.0810μs 6.0399μs 165.5644 KOps/s 167.3585 KOps/s $\color{#d91a1a}-1.07\%$
test_items_nested 0.4836ms 0.4573ms 2.1866 KOps/s 2.1771 KOps/s $\color{#35bf28}+0.44\%$
test_items_nested_locked 0.4886ms 0.4638ms 2.1562 KOps/s 2.1682 KOps/s $\color{#d91a1a}-0.56\%$
test_items_nested_leaf 0.1634ms 99.4909μs 10.0512 KOps/s 10.1695 KOps/s $\color{#d91a1a}-1.16\%$
test_items_stack_nested 0.5490ms 0.4617ms 2.1659 KOps/s 2.1745 KOps/s $\color{#d91a1a}-0.39\%$
test_items_stack_nested_leaf 0.1386ms 98.6019μs 10.1418 KOps/s 10.1043 KOps/s $\color{#35bf28}+0.37\%$
test_items_stack_nested_locked 0.4881ms 0.4603ms 2.1723 KOps/s 2.1711 KOps/s $\color{#35bf28}+0.06\%$
test_keys 34.2310μs 4.2116μs 237.4401 KOps/s 239.0159 KOps/s $\color{#d91a1a}-0.66\%$
test_keys_nested 0.2373ms 0.1281ms 7.8077 KOps/s 7.8092 KOps/s $\color{#d91a1a}-0.02\%$
test_keys_nested_locked 0.7072ms 0.1367ms 7.3156 KOps/s 7.2772 KOps/s $\color{#35bf28}+0.53\%$
test_keys_nested_leaf 0.1578ms 0.1196ms 8.3626 KOps/s 8.3493 KOps/s $\color{#35bf28}+0.16\%$
test_keys_stack_nested 0.1588ms 0.1269ms 7.8828 KOps/s 7.8351 KOps/s $\color{#35bf28}+0.61\%$
test_keys_stack_nested_leaf 0.1738ms 0.1175ms 8.5102 KOps/s 8.4176 KOps/s $\color{#35bf28}+1.10\%$
test_keys_stack_nested_locked 0.1851ms 0.1353ms 7.3918 KOps/s 7.3492 KOps/s $\color{#35bf28}+0.58\%$
test_values 6.0762μs 1.0574μs 945.7147 KOps/s 982.8822 KOps/s $\color{#d91a1a}-3.78\%$
test_values_nested 83.4420μs 52.1610μs 19.1714 KOps/s 19.0025 KOps/s $\color{#35bf28}+0.89\%$
test_values_nested_locked 86.1720μs 55.8807μs 17.8953 KOps/s 17.7499 KOps/s $\color{#35bf28}+0.82\%$
test_values_nested_leaf 0.1388ms 59.8198μs 16.7169 KOps/s 16.4772 KOps/s $\color{#35bf28}+1.45\%$
test_values_stack_nested 85.6320μs 52.0213μs 19.2229 KOps/s 18.9660 KOps/s $\color{#35bf28}+1.35\%$
test_values_stack_nested_leaf 93.3630μs 59.7428μs 16.7384 KOps/s 16.5600 KOps/s $\color{#35bf28}+1.08\%$
test_values_stack_nested_locked 89.5320μs 55.9290μs 17.8798 KOps/s 17.9821 KOps/s $\color{#d91a1a}-0.57\%$
test_membership 16.6000μs 0.9859μs 1.0143 MOps/s 1.1963 MOps/s $\textbf{\color{#d91a1a}-15.21\%}$
test_membership_nested 77.8820μs 2.9926μs 334.1612 KOps/s 335.8096 KOps/s $\color{#d91a1a}-0.49\%$
test_membership_nested_leaf 36.8710μs 2.9350μs 340.7136 KOps/s 334.8795 KOps/s $\color{#35bf28}+1.74\%$
test_membership_stacked_nested 32.0810μs 2.8497μs 350.9122 KOps/s 347.8977 KOps/s $\color{#35bf28}+0.87\%$
test_membership_stacked_nested_leaf 34.9110μs 2.7506μs 363.5521 KOps/s 346.9217 KOps/s $\color{#35bf28}+4.79\%$
test_membership_nested_last 29.2310μs 4.4447μs 224.9886 KOps/s 223.8521 KOps/s $\color{#35bf28}+0.51\%$
test_membership_nested_leaf_last 34.9710μs 4.4410μs 225.1739 KOps/s 223.0761 KOps/s $\color{#35bf28}+0.94\%$
test_membership_stacked_nested_last 54.1820μs 4.2669μs 234.3641 KOps/s 233.5273 KOps/s $\color{#35bf28}+0.36\%$
test_membership_stacked_nested_leaf_last 45.4010μs 4.2871μs 233.2597 KOps/s 231.7243 KOps/s $\color{#35bf28}+0.66\%$
test_nested_getleaf 99.0330μs 21.4186μs 46.6884 KOps/s 46.5363 KOps/s $\color{#35bf28}+0.33\%$
test_nested_get 66.5420μs 20.1901μs 49.5293 KOps/s 49.0927 KOps/s $\color{#35bf28}+0.89\%$
test_stacked_getleaf 66.8320μs 20.9179μs 47.8059 KOps/s 47.6324 KOps/s $\color{#35bf28}+0.36\%$
test_stacked_get 45.8410μs 19.8582μs 50.3571 KOps/s 49.2961 KOps/s $\color{#35bf28}+2.15\%$
test_nested_getitemleaf 52.3710μs 22.2547μs 44.9343 KOps/s 45.3155 KOps/s $\color{#d91a1a}-0.84\%$
test_nested_getitem 50.9210μs 21.0484μs 47.5095 KOps/s 48.6207 KOps/s $\color{#d91a1a}-2.29\%$
test_stacked_getitemleaf 90.8420μs 21.4304μs 46.6627 KOps/s 46.3423 KOps/s $\color{#35bf28}+0.69\%$
test_stacked_getitem 56.1820μs 20.9038μs 47.8383 KOps/s 48.3412 KOps/s $\color{#d91a1a}-1.04\%$
test_lock_nested 7.9012ms 0.5075ms 1.9706 KOps/s 1.9883 KOps/s $\color{#d91a1a}-0.89\%$
test_lock_stack_nested 0.5340ms 0.5029ms 1.9886 KOps/s 1.9875 KOps/s $\color{#35bf28}+0.05\%$
test_unlock_nested 0.4716ms 0.3943ms 2.5361 KOps/s 2.5357 KOps/s $\color{#35bf28}+0.02\%$
test_unlock_stack_nested 0.4340ms 0.3961ms 2.5246 KOps/s 2.5118 KOps/s $\color{#35bf28}+0.51\%$
test_flatten_speed 0.1926ms 0.1224ms 8.1719 KOps/s 8.0161 KOps/s $\color{#35bf28}+1.94\%$
test_unflatten_speed 0.6382ms 0.5634ms 1.7751 KOps/s 1.7743 KOps/s $\color{#35bf28}+0.05\%$
test_common_ops 0.8306ms 0.6894ms 1.4505 KOps/s 1.4251 KOps/s $\color{#35bf28}+1.78\%$
test_creation 0.1432ms 3.1781μs 314.6496 KOps/s 313.4424 KOps/s $\color{#35bf28}+0.39\%$
test_creation_empty 29.0510μs 7.0054μs 142.7475 KOps/s 141.9341 KOps/s $\color{#35bf28}+0.57\%$
test_creation_nested_1 43.6110μs 11.4718μs 87.1706 KOps/s 87.0222 KOps/s $\color{#35bf28}+0.17\%$
test_creation_nested_2 69.3020μs 12.7793μs 78.2515 KOps/s 74.1485 KOps/s $\textbf{\color{#35bf28}+5.53\%}$
test_creation_many_keys[10] 90.6720μs 21.1344μs 47.3162 KOps/s 47.2723 KOps/s $\color{#35bf28}+0.09\%$
test_creation_many_keys[50] 0.1300ms 90.8465μs 11.0076 KOps/s 11.0518 KOps/s $\color{#d91a1a}-0.40\%$
test_creation_many_keys[100] 0.2401ms 0.1770ms 5.6496 KOps/s 5.5799 KOps/s $\color{#35bf28}+1.25\%$
test_creation_nested_many_keys[10] 73.5220μs 45.0409μs 22.2020 KOps/s 22.1023 KOps/s $\color{#35bf28}+0.45\%$
test_creation_nested_many_keys[50] 0.2758ms 0.1825ms 5.4780 KOps/s 5.3816 KOps/s $\color{#35bf28}+1.79\%$
test_clone 43.5410μs 12.5726μs 79.5383 KOps/s 78.1346 KOps/s $\color{#35bf28}+1.80\%$
test_getitem[int] 1.4913ms 15.1995μs 65.7918 KOps/s 65.5876 KOps/s $\color{#35bf28}+0.31\%$
test_getitem[slice_int] 0.1380ms 24.2953μs 41.1603 KOps/s 40.8061 KOps/s $\color{#35bf28}+0.87\%$
test_getitem[range] 0.1718ms 61.3422μs 16.3020 KOps/s 16.3790 KOps/s $\color{#d91a1a}-0.47\%$
test_getitem[tuple] 0.1433ms 23.7662μs 42.0765 KOps/s 41.7271 KOps/s $\color{#35bf28}+0.84\%$
test_getitem[list] 0.1833ms 56.5608μs 17.6801 KOps/s 17.7713 KOps/s $\color{#d91a1a}-0.51\%$
test_setitem_dim[int] 46.6720μs 24.4507μs 40.8987 KOps/s 39.8805 KOps/s $\color{#35bf28}+2.55\%$
test_setitem_dim[slice_int] 60.8810μs 40.4498μs 24.7220 KOps/s 24.3067 KOps/s $\color{#35bf28}+1.71\%$
test_setitem_dim[range] 0.1320ms 91.7241μs 10.9023 KOps/s 10.9031 KOps/s $-0.01\%$
test_setitem_dim[tuple] 60.7020μs 38.3148μs 26.0996 KOps/s 25.7576 KOps/s $\color{#35bf28}+1.33\%$
test_setitem 50.1210μs 16.9003μs 59.1706 KOps/s 58.8399 KOps/s $\color{#35bf28}+0.56\%$
test_set 49.6210μs 16.1038μs 62.0973 KOps/s 62.1266 KOps/s $\color{#d91a1a}-0.05\%$
test_set_shared 0.5041ms 0.2074ms 4.8212 KOps/s 4.8981 KOps/s $\color{#d91a1a}-1.57\%$
test_update 0.2233ms 20.9588μs 47.7126 KOps/s 47.7180 KOps/s $\color{#d91a1a}-0.01\%$
test_update_nested 65.2710μs 32.6907μs 30.5898 KOps/s 30.5604 KOps/s $\color{#35bf28}+0.10\%$
test_update__nested 0.4948ms 32.2515μs 31.0063 KOps/s 30.9386 KOps/s $\color{#35bf28}+0.22\%$
test_set_nested 52.5220μs 17.8728μs 55.9508 KOps/s 55.8807 KOps/s $\color{#35bf28}+0.13\%$
test_set_nested_new 54.4410μs 22.4102μs 44.6226 KOps/s 44.5546 KOps/s $\color{#35bf28}+0.15\%$
test_select 74.0820μs 38.9869μs 25.6496 KOps/s 25.5292 KOps/s $\color{#35bf28}+0.47\%$
test_select_nested 0.1499ms 74.0191μs 13.5100 KOps/s 13.2793 KOps/s $\color{#35bf28}+1.74\%$
test_exclude_nested 0.1188ms 91.1906μs 10.9660 KOps/s 10.9142 KOps/s $\color{#35bf28}+0.48\%$
test_empty[True] 0.5641ms 0.3956ms 2.5276 KOps/s 2.5267 KOps/s $\color{#35bf28}+0.03\%$
test_empty[False] 10.8702μs 1.3810μs 724.0879 KOps/s 719.5970 KOps/s $\color{#35bf28}+0.62\%$
test_to 95.4020μs 69.9284μs 14.3004 KOps/s 14.4045 KOps/s $\color{#d91a1a}-0.72\%$
test_to_nonblocking 0.1797ms 68.8434μs 14.5257 KOps/s 14.4744 KOps/s $\color{#35bf28}+0.35\%$
test_unbind_speed 0.3816ms 0.3357ms 2.9788 KOps/s 2.9710 KOps/s $\color{#35bf28}+0.26\%$
test_unbind_speed_stack0 0.4158ms 0.3280ms 3.0490 KOps/s 3.0236 KOps/s $\color{#35bf28}+0.84\%$
test_unbind_speed_stack1 0.1160s 0.8561ms 1.1681 KOps/s 1.1581 KOps/s $\color{#35bf28}+0.87\%$
test_split 0.1162s 1.4510ms 689.1861 Ops/s 628.5945 Ops/s $\textbf{\color{#35bf28}+9.64\%}$
test_chunk 1.2761ms 1.2362ms 808.9089 Ops/s 808.5336 Ops/s $\color{#35bf28}+0.05\%$
test_to_cpu_blocking 19.7183ms 19.0347ms 52.5356 Ops/s 52.3018 Ops/s $\color{#35bf28}+0.45\%$
test_to_cpu_global_sync 0.1274s 12.7549ms 78.4012 Ops/s 87.6981 Ops/s $\textbf{\color{#d91a1a}-10.60\%}$
test_to_cpu_event_sync 12.4563ms 12.2100ms 81.8999 Ops/s 81.4788 Ops/s $\color{#35bf28}+0.52\%$
test_to_cpu_default 12.4927ms 12.2322ms 81.7515 Ops/s 72.4867 Ops/s $\textbf{\color{#35bf28}+12.78\%}$
test_consolidate[False-None] 4.2695ms 4.1606ms 240.3500 Ops/s 240.2222 Ops/s $\color{#35bf28}+0.05\%$
test_consolidate[default-None] 3.2320ms 2.2194ms 450.5668 Ops/s 439.4906 Ops/s $\color{#35bf28}+2.52\%$
test_consolidate[reduce-overhead-None] 3.1663ms 2.1372ms 467.8992 Ops/s 453.8302 Ops/s $\color{#35bf28}+3.10\%$
test_consolidate_njt[False-None] 5.3287ms 5.1154ms 195.4871 Ops/s 193.8404 Ops/s $\color{#35bf28}+0.85\%$
test_to[False-False-None] 2.2946ms 2.1703ms 460.7604 Ops/s 461.1275 Ops/s $\color{#d91a1a}-0.08\%$
test_to[True-False-None] 2.2816ms 1.9449ms 514.1559 Ops/s 520.3926 Ops/s $\color{#d91a1a}-1.20\%$
test_to[within-False-None] 6.3337ms 6.1871ms 161.6278 Ops/s 161.8054 Ops/s $\color{#d91a1a}-0.11\%$
test_to[True-default-None] 10.4471ms 10.1609ms 98.4162 Ops/s 97.3473 Ops/s $\color{#35bf28}+1.10\%$
test_to_njt[False-False-None] 7.0221ms 6.9099ms 144.7200 Ops/s 142.8496 Ops/s $\color{#35bf28}+1.31\%$
test_to_njt[True-False-None] 4.0524ms 3.8264ms 261.3420 Ops/s 259.7634 Ops/s $\color{#35bf28}+0.61\%$
test_to_njt[within-False-None] 9.1428ms 9.0421ms 110.5937 Ops/s 109.9783 Ops/s $\color{#35bf28}+0.56\%$
test_creation[device0] 0.3966ms 0.1145ms 8.7364 KOps/s 8.7832 KOps/s $\color{#d91a1a}-0.53\%$
test_creation_from_tensor 0.4428ms 0.1154ms 8.6692 KOps/s 8.8991 KOps/s $\color{#d91a1a}-2.58\%$
test_add_one[memmap_tensor0] 0.2783ms 5.9797μs 167.2323 KOps/s 165.8843 KOps/s $\color{#35bf28}+0.81\%$
test_contiguous[memmap_tensor0] 46.1710μs 0.6777μs 1.4756 MOps/s 2.0475 MOps/s $\textbf{\color{#d91a1a}-27.93\%}$
test_stack[memmap_tensor0] 87.2820μs 4.0662μs 245.9285 KOps/s 246.8994 KOps/s $\color{#d91a1a}-0.39\%$
test_memmaptd_index 1.2995ms 0.2716ms 3.6815 KOps/s 3.6956 KOps/s $\color{#d91a1a}-0.38\%$
test_memmaptd_index_astensor 0.5845ms 0.3762ms 2.6582 KOps/s 2.6666 KOps/s $\color{#d91a1a}-0.31\%$
test_memmaptd_index_op 1.0510ms 0.6126ms 1.6323 KOps/s 1.6179 KOps/s $\color{#35bf28}+0.90\%$
test_serialize_model 0.1366s 0.1351s 7.4045 Ops/s 7.4016 Ops/s $\color{#35bf28}+0.04\%$
test_serialize_model_pickle 1.3719s 1.2148s 0.8232 Ops/s 0.8257 Ops/s $\color{#d91a1a}-0.31\%$
test_serialize_weights 0.1351s 0.1339s 7.4687 Ops/s 7.4615 Ops/s $\color{#35bf28}+0.10\%$
test_serialize_weights_returnearly 65.3601ms 61.0061ms 16.3918 Ops/s 15.7440 Ops/s $\color{#35bf28}+4.11\%$
test_serialize_weights_pickle 1.3529s 1.2301s 0.8129 Ops/s 0.8058 Ops/s $\color{#35bf28}+0.88\%$
test_reshape_pytree 0.2177ms 32.1132μs 31.1398 KOps/s 31.0988 KOps/s $\color{#35bf28}+0.13\%$
test_reshape_td 83.1820μs 44.7056μs 22.3686 KOps/s 22.2905 KOps/s $\color{#35bf28}+0.35\%$
test_view_pytree 0.2233ms 31.7762μs 31.4701 KOps/s 31.5284 KOps/s $\color{#d91a1a}-0.18\%$
test_view_td 93.0620μs 54.6974μs 18.2824 KOps/s 18.3793 KOps/s $\color{#d91a1a}-0.53\%$
test_unbind_pytree 0.2409ms 35.9694μs 27.8014 KOps/s 27.6387 KOps/s $\color{#35bf28}+0.59\%$
test_unbind_td 0.1047ms 50.3350μs 19.8669 KOps/s 19.7261 KOps/s $\color{#35bf28}+0.71\%$
test_split_pytree 0.2579ms 41.1366μs 24.3092 KOps/s 24.0016 KOps/s $\color{#35bf28}+1.28\%$
test_split_td 0.1869ms 71.6506μs 13.9566 KOps/s 13.9117 KOps/s $\color{#35bf28}+0.32\%$
test_add_pytree 0.1942ms 39.9941μs 25.0037 KOps/s 25.3966 KOps/s $\color{#d91a1a}-1.55\%$
test_add_td 0.1575ms 51.8660μs 19.2804 KOps/s 18.7976 KOps/s $\color{#35bf28}+2.57\%$
test_compile_add_one_nested[tensordict-compile] 0.4160ms 0.2735ms 3.6557 KOps/s 3.6950 KOps/s $\color{#d91a1a}-1.06\%$
test_compile_add_one_nested[tensordict-eager] 0.2828ms 0.1998ms 5.0060 KOps/s 4.9870 KOps/s $\color{#35bf28}+0.38\%$
test_compile_add_one_nested[pytree-compile] 0.2153ms 0.1549ms 6.4538 KOps/s 6.4854 KOps/s $\color{#d91a1a}-0.49\%$
test_compile_add_one_nested[pytree-eager] 0.5038ms 0.1774ms 5.6368 KOps/s 5.5980 KOps/s $\color{#35bf28}+0.69\%$
test_compile_copy_nested[tensordict-compile] 68.3110μs 22.2735μs 44.8963 KOps/s 47.7853 KOps/s $\textbf{\color{#d91a1a}-6.05\%}$
test_compile_copy_nested[tensordict-eager] 0.3480ms 52.7712μs 18.9497 KOps/s 18.3785 KOps/s $\color{#35bf28}+3.11\%$
test_compile_copy_nested[pytree-compile] 0.2111ms 19.0068μs 52.6126 KOps/s 51.6753 KOps/s $\color{#35bf28}+1.81\%$
test_compile_copy_nested[pytree-eager] 0.3645ms 66.8358μs 14.9620 KOps/s 14.8748 KOps/s $\color{#35bf28}+0.59\%$
test_compile_add_one_flat[tensordict-compile] 0.5255ms 0.3077ms 3.2503 KOps/s 3.1128 KOps/s $\color{#35bf28}+4.42\%$
test_compile_add_one_flat[tensordict-eager] 0.3769ms 0.2870ms 3.4845 KOps/s 3.4236 KOps/s $\color{#35bf28}+1.78\%$
test_compile_add_one_flat[tensorclass-compile] 0.3907ms 0.2080ms 4.8079 KOps/s 4.6247 KOps/s $\color{#35bf28}+3.96\%$
test_compile_add_one_flat[tensorclass-eager] 0.1883ms 75.8524μs 13.1835 KOps/s 13.2804 KOps/s $\color{#d91a1a}-0.73\%$
test_compile_add_one_flat[pytree-compile] 0.5000ms 0.2422ms 4.1288 KOps/s 4.0427 KOps/s $\color{#35bf28}+2.13\%$
test_compile_add_one_flat[pytree-eager] 0.8989ms 0.5318ms 1.8804 KOps/s 1.8960 KOps/s $\color{#d91a1a}-0.83\%$
test_compile_add_self_flat[tensordict-eager] 0.5066ms 0.3378ms 2.9607 KOps/s 2.9377 KOps/s $\color{#35bf28}+0.78\%$
test_compile_add_self_flat[tensordict-compile] 0.3529ms 0.3059ms 3.2690 KOps/s 3.0842 KOps/s $\textbf{\color{#35bf28}+5.99\%}$
test_compile_add_self_flat[tensorclass-eager] 0.1376ms 92.1215μs 10.8552 KOps/s 10.7675 KOps/s $\color{#35bf28}+0.81\%$
test_compile_add_self_flat[tensorclass-compile] 0.3702ms 0.2093ms 4.7785 KOps/s 4.3086 KOps/s $\textbf{\color{#35bf28}+10.91\%}$
test_compile_add_self_flat[pytree-eager] 0.6786ms 0.4246ms 2.3553 KOps/s 2.3118 KOps/s $\color{#35bf28}+1.88\%$
test_compile_add_self_flat[pytree-compile] 0.3630ms 0.2415ms 4.1411 KOps/s 4.0476 KOps/s $\color{#35bf28}+2.31\%$
test_compile_copy_flat[tensordict-compile] 81.0720μs 25.9266μs 38.5705 KOps/s 34.9578 KOps/s $\textbf{\color{#35bf28}+10.33\%}$
test_compile_copy_flat[tensordict-eager] 70.6620μs 40.3637μs 24.7747 KOps/s 24.3667 KOps/s $\color{#35bf28}+1.67\%$
test_compile_copy_flat[pytree-compile] 0.1779ms 25.3528μs 39.4434 KOps/s 36.7388 KOps/s $\textbf{\color{#35bf28}+7.36\%}$
test_compile_copy_flat[pytree-eager] 0.3330ms 51.6608μs 19.3570 KOps/s 19.4329 KOps/s $\color{#d91a1a}-0.39\%$
test_compile_assign_and_add[tensordict-compile] 2.0722ms 0.2535ms 3.9444 KOps/s 3.5260 KOps/s $\textbf{\color{#35bf28}+11.87\%}$
test_compile_assign_and_add[tensordict-eager] 3.5631ms 3.3012ms 302.9235 Ops/s 289.8383 Ops/s $\color{#35bf28}+4.51\%$
test_compile_assign_and_add[pytree-compile] 1.9352ms 0.1937ms 5.1619 KOps/s 5.0499 KOps/s $\color{#35bf28}+2.22\%$
test_compile_assign_and_add[pytree-eager] 2.9610ms 2.7598ms 362.3489 Ops/s 353.7553 Ops/s $\color{#35bf28}+2.43\%$
test_compile_indexing[tensor-tensordict-compile] 0.3212ms 0.1534ms 6.5177 KOps/s 6.3881 KOps/s $\color{#35bf28}+2.03\%$
test_compile_indexing[tensor-tensordict-eager] 0.3729ms 73.3334μs 13.6363 KOps/s 13.7407 KOps/s $\color{#d91a1a}-0.76\%$
test_compile_indexing[tensor-tensorclass-compile] 0.2883ms 0.1335ms 7.4923 KOps/s 7.4719 KOps/s $\color{#35bf28}+0.27\%$
test_compile_indexing[tensor-tensorclass-eager] 0.3266ms 43.0397μs 23.2343 KOps/s 21.9554 KOps/s $\textbf{\color{#35bf28}+5.83\%}$
test_compile_indexing[tensor-pytree-compile] 0.1753ms 0.1333ms 7.5021 KOps/s 7.1807 KOps/s $\color{#35bf28}+4.48\%$
test_compile_indexing[tensor-pytree-eager] 0.2726ms 43.0097μs 23.2505 KOps/s 21.8328 KOps/s $\textbf{\color{#35bf28}+6.49\%}$
test_compile_indexing[slice-tensordict-compile] 0.1884ms 0.1023ms 9.7748 KOps/s 10.8065 KOps/s $\textbf{\color{#d91a1a}-9.55\%}$
test_compile_indexing[slice-tensordict-eager] 0.2129ms 27.2708μs 36.6692 KOps/s 36.8382 KOps/s $\color{#d91a1a}-0.46\%$
test_compile_indexing[slice-tensorclass-compile] 0.1815ms 71.2554μs 14.0340 KOps/s 13.7215 KOps/s $\color{#35bf28}+2.28\%$
test_compile_indexing[slice-tensorclass-eager] 0.2557ms 21.9401μs 45.5785 KOps/s 45.8129 KOps/s $\color{#d91a1a}-0.51\%$
test_compile_indexing[slice-pytree-compile] 0.1716ms 71.4898μs 13.9880 KOps/s 13.7819 KOps/s $\color{#35bf28}+1.50\%$
test_compile_indexing[slice-pytree-eager] 0.2700ms 21.8627μs 45.7399 KOps/s 46.0165 KOps/s $\color{#d91a1a}-0.60\%$
test_compile_indexing[int-tensordict-compile] 0.1474ms 88.8700μs 11.2524 KOps/s 10.9454 KOps/s $\color{#35bf28}+2.81\%$
test_compile_indexing[int-tensordict-eager] 0.2480ms 27.2761μs 36.6621 KOps/s 36.8868 KOps/s $\color{#d91a1a}-0.61\%$
test_compile_indexing[int-tensorclass-compile] 0.1167ms 71.4443μs 13.9969 KOps/s 13.8764 KOps/s $\color{#35bf28}+0.87\%$
test_compile_indexing[int-tensorclass-eager] 0.2512ms 21.8649μs 45.7354 KOps/s 45.9765 KOps/s $\color{#d91a1a}-0.52\%$
test_compile_indexing[int-pytree-compile] 0.1083ms 71.7554μs 13.9362 KOps/s 13.7099 KOps/s $\color{#35bf28}+1.65\%$
test_compile_indexing[int-pytree-eager] 0.2639ms 21.8882μs 45.6868 KOps/s 46.0712 KOps/s $\color{#d91a1a}-0.83\%$
test_compile_replace[single-eager] 94.8520μs 46.8338μs 21.3521 KOps/s 21.2723 KOps/s $\color{#35bf28}+0.38\%$
test_compile_replace[single-compile] 0.2494ms 0.1434ms 6.9731 KOps/s 6.8606 KOps/s $\color{#35bf28}+1.64\%$
test_compile_replace[multi-eager] 0.6608ms 0.5619ms 1.7796 KOps/s 1.8090 KOps/s $\color{#d91a1a}-1.62\%$
test_compile_replace[multi-compile] 0.2687ms 0.1548ms 6.4592 KOps/s 6.1855 KOps/s $\color{#35bf28}+4.43\%$
test_compile_tc_getattr_20[eager] 0.2315ms 0.1678ms 5.9582 KOps/s 6.0043 KOps/s $\color{#d91a1a}-0.77\%$
test_compile_tc_getattr_20[compile] 0.2364ms 0.1735ms 5.7646 KOps/s 5.6260 KOps/s $\color{#35bf28}+2.46\%$
test_compile_clone_shallow[20-eager] 51.1010μs 18.7659μs 53.2882 KOps/s 53.1053 KOps/s $\color{#35bf28}+0.34\%$
test_compile_clone_shallow[20-compile] 84.6720μs 22.5501μs 44.3456 KOps/s 43.6115 KOps/s $\color{#35bf28}+1.68\%$
test_compile_clone_shallow[40-eager] 67.4920μs 32.6886μs 30.5917 KOps/s 30.7082 KOps/s $\color{#d91a1a}-0.38\%$
test_compile_clone_shallow[40-compile] 79.1820μs 25.0317μs 39.9493 KOps/s 40.5435 KOps/s $\color{#d91a1a}-1.47\%$
test_compile_clone_shallow[80-eager] 0.1375ms 60.6022μs 16.5010 KOps/s 16.0822 KOps/s $\color{#35bf28}+2.60\%$
test_compile_clone_shallow[80-compile] 82.8220μs 28.8421μs 34.6716 KOps/s 34.9723 KOps/s $\color{#d91a1a}-0.86\%$
test_compile_update_inplace[eager] 0.1067ms 61.2322μs 16.3313 KOps/s 16.3366 KOps/s $\color{#d91a1a}-0.03\%$
test_compile_update_inplace[compile] 0.2044ms 0.1185ms 8.4423 KOps/s 8.1802 KOps/s $\color{#35bf28}+3.20\%$
test_mod_add[eager] 0.2837ms 0.2255ms 4.4349 KOps/s 4.4392 KOps/s $\color{#d91a1a}-0.10\%$
test_mod_add[compile] 0.3431ms 0.1176ms 8.5048 KOps/s 8.0927 KOps/s $\textbf{\color{#35bf28}+5.09\%}$
test_mod_add[compile-overhead] 0.3510ms 0.1930ms 5.1810 KOps/s 4.9533 KOps/s $\color{#35bf28}+4.60\%$
test_mod_wrap[eager] 0.5498ms 0.4626ms 2.1616 KOps/s 2.1152 KOps/s $\color{#35bf28}+2.19\%$
test_mod_wrap[compile] 0.4255ms 0.3493ms 2.8632 KOps/s 2.8008 KOps/s $\color{#35bf28}+2.23\%$
test_mod_wrap[compile-overhead] 7.1568ms 4.0315ms 248.0469 Ops/s 250.0441 Ops/s $\color{#d91a1a}-0.80\%$
test_mod_wrap_and_backward[eager] 1.7794ms 1.6441ms 608.2474 Ops/s 602.9962 Ops/s $\color{#35bf28}+0.87\%$
test_mod_wrap_and_backward[compile] 1.8656ms 1.3220ms 756.4205 Ops/s 757.4690 Ops/s $\color{#d91a1a}-0.14\%$
test_mod_wrap_and_backward[compile-overhead] 1.6044ms 0.9334ms 1.0714 KOps/s 1.0536 KOps/s $\color{#35bf28}+1.68\%$
test_seq_add[eager] 0.6575ms 0.5047ms 1.9813 KOps/s 1.9638 KOps/s $\color{#35bf28}+0.89\%$
test_seq_add[compile] 0.2504ms 0.1309ms 7.6373 KOps/s 7.5091 KOps/s $\color{#35bf28}+1.71\%$
test_seq_add[compile-overhead] 0.2488ms 0.2031ms 4.9238 KOps/s 4.6706 KOps/s $\textbf{\color{#35bf28}+5.42\%}$
test_seq_wrap[eager] 1.5199ms 1.3963ms 716.1579 Ops/s 702.0431 Ops/s $\color{#35bf28}+2.01\%$
test_seq_wrap[compile] 0.4141ms 0.3571ms 2.8002 KOps/s 2.7122 KOps/s $\color{#35bf28}+3.25\%$
test_seq_wrap[compile-overhead] 0.4479ms 0.3166ms 3.1583 KOps/s 3.0936 KOps/s $\color{#35bf28}+2.09\%$
test_func_call_runtime[False-eager] 0.9264ms 0.7902ms 1.2656 KOps/s 1.2574 KOps/s $\color{#35bf28}+0.65\%$
test_func_call_runtime[False-compile] 0.8094ms 0.7502ms 1.3331 KOps/s 1.3234 KOps/s $\color{#35bf28}+0.73\%$
test_func_call_runtime[False-compile-overhead] 0.6820ms 0.5071ms 1.9718 KOps/s 1.9558 KOps/s $\color{#35bf28}+0.82\%$
test_func_call_runtime[True-eager] 1.1366ms 1.0518ms 950.7953 Ops/s 948.2524 Ops/s $\color{#35bf28}+0.27\%$
test_func_call_runtime[True-compile] 0.8246ms 0.7651ms 1.3070 KOps/s 1.2957 KOps/s $\color{#35bf28}+0.87\%$
test_func_call_runtime[True-compile-overhead] 0.6855ms 0.5211ms 1.9190 KOps/s 1.8823 KOps/s $\color{#35bf28}+1.95\%$
test_func_call_cm_runtime[False-eager] 0.8582ms 0.7889ms 1.2677 KOps/s 1.2328 KOps/s $\color{#35bf28}+2.83\%$
test_func_call_cm_runtime[False-compile] 0.8571ms 0.7367ms 1.3575 KOps/s 1.3092 KOps/s $\color{#35bf28}+3.69\%$
test_func_call_cm_runtime[False-compile-overhead] 0.5386ms 0.4875ms 2.0511 KOps/s 1.9992 KOps/s $\color{#35bf28}+2.60\%$
test_func_call_cm_runtime[True-eager] 1.3022ms 1.2011ms 832.5378 Ops/s 827.0374 Ops/s $\color{#35bf28}+0.67\%$
test_func_call_cm_runtime[True-compile] 0.9189ms 0.8450ms 1.1834 KOps/s 1.1735 KOps/s $\color{#35bf28}+0.85\%$
test_func_call_cm_runtime[True-compile-overhead] 1.2172ms 0.8494ms 1.1773 KOps/s 1.1278 KOps/s $\color{#35bf28}+4.39\%$
test_vmap_func_call_cm_runtime[eager] 3.2066ms 2.6568ms 376.3885 Ops/s 370.5090 Ops/s $\color{#35bf28}+1.59\%$
test_vmap_func_call_cm_runtime[compile] 4.1051ms 3.6186ms 276.3496 Ops/s 273.0181 Ops/s $\color{#35bf28}+1.22\%$
test_vmap_func_call_cm_runtime[compile-overhead] 4.1027ms 3.6250ms 275.8594 Ops/s 273.5968 Ops/s $\color{#35bf28}+0.83\%$
test_distributed 2.0271ms 0.1579ms 6.3328 KOps/s 6.8830 KOps/s $\textbf{\color{#d91a1a}-7.99\%}$
test_tdmodule 0.7088ms 0.1944ms 5.1453 KOps/s 5.1257 KOps/s $\color{#35bf28}+0.38\%$
test_tdmodule_dispatch 0.4545ms 0.3716ms 2.6914 KOps/s 2.6592 KOps/s $\color{#35bf28}+1.21\%$
test_tdseq 58.2220μs 26.7656μs 37.3613 KOps/s 37.1285 KOps/s $\color{#35bf28}+0.63\%$
test_tdseq_dispatch 0.2531ms 0.2180ms 4.5875 KOps/s 4.5531 KOps/s $\color{#35bf28}+0.76\%$
test_instantiation_functorch 2.1420ms 2.0164ms 495.9361 Ops/s 488.8597 Ops/s $\color{#35bf28}+1.45\%$
test_exec_functorch 0.2761ms 0.1711ms 5.8435 KOps/s 5.8237 KOps/s $\color{#35bf28}+0.34\%$
test_exec_functional_call 0.4316ms 0.1538ms 6.5016 KOps/s 6.4799 KOps/s $\color{#35bf28}+0.33\%$
test_exec_td_decorator 0.5188ms 0.2413ms 4.1444 KOps/s 4.1152 KOps/s $\color{#35bf28}+0.71\%$
test_vmap_mlp_speed_decorator[True-True] 1.2742ms 1.1082ms 902.3711 Ops/s 894.7788 Ops/s $\color{#35bf28}+0.85\%$
test_vmap_mlp_speed_decorator[True-False] 1.3003ms 1.1045ms 905.3932 Ops/s 898.3223 Ops/s $\color{#35bf28}+0.79\%$
test_vmap_mlp_speed_decorator[False-True] 1.0538ms 0.8127ms 1.2305 KOps/s 1.2248 KOps/s $\color{#35bf28}+0.46\%$
test_vmap_mlp_speed_decorator[False-False] 1.0313ms 0.8095ms 1.2353 KOps/s 1.2209 KOps/s $\color{#35bf28}+1.18\%$
test_vmap_transformer_speed_decorator[True-True] 24.9638ms 24.6350ms 40.5926 Ops/s 40.2484 Ops/s $\color{#35bf28}+0.86\%$
test_vmap_transformer_speed_decorator[True-False] 24.9625ms 24.5415ms 40.7473 Ops/s 40.3679 Ops/s $\color{#35bf28}+0.94\%$
test_vmap_transformer_speed_decorator[False-True] 24.4068ms 24.1729ms 41.3687 Ops/s 40.9923 Ops/s $\color{#35bf28}+0.92\%$
test_vmap_transformer_speed_decorator[False-False] 24.2900ms 24.1452ms 41.4161 Ops/s 40.6880 Ops/s $\color{#35bf28}+1.79\%$
test_to_module_speed[True] 1.7449ms 1.6401ms 609.7365 Ops/s 599.3109 Ops/s $\color{#35bf28}+1.74\%$
test_to_module_speed[False] 1.7340ms 1.6245ms 615.5808 Ops/s 613.0135 Ops/s $\color{#35bf28}+0.42\%$
test_to_module_plain_tensor_speed[None] 2.1849ms 1.7336ms 576.8230 Ops/s 573.6866 Ops/s $\color{#35bf28}+0.55\%$
test_to_module_plain_tensor_speed[False] 3.1062ms 1.5784ms 633.5539 Ops/s 630.5065 Ops/s $\color{#35bf28}+0.48\%$
test_to_module_plain_tensor_speed[True] 3.5746ms 3.3976ms 294.3231 Ops/s 293.6560 Ops/s $\color{#35bf28}+0.23\%$
test_tc_init 76.0410μs 44.0803μs 22.6859 KOps/s 22.7166 KOps/s $\color{#d91a1a}-0.14\%$
test_tc_init_tensor_only 32.6610μs 9.5053μs 105.2049 KOps/s 103.7246 KOps/s $\color{#35bf28}+1.43\%$
test_tc_init_nested 0.1238ms 87.9917μs 11.3647 KOps/s 11.3784 KOps/s $\color{#d91a1a}-0.12\%$
test_tc_init_many_fields 47.7610μs 17.4162μs 57.4177 KOps/s 57.6294 KOps/s $\color{#d91a1a}-0.37\%$
test_tc_first_layer_tensor 18.9900μs 1.8386μs 543.8916 KOps/s 563.3037 KOps/s $\color{#d91a1a}-3.45\%$
test_tc_first_layer_tensor_only 1.5265μs 0.4070μs 2.4571 MOps/s 2.4623 MOps/s $\color{#d91a1a}-0.21\%$
test_tc_first_layer_tensor_set 29.9010μs 4.2212μs 236.8999 KOps/s 238.0836 KOps/s $\color{#d91a1a}-0.50\%$
test_tc_first_layer_tensor_only_set 33.6110μs 3.6060μs 277.3130 KOps/s 286.3240 KOps/s $\color{#d91a1a}-3.15\%$
test_tc_first_layer_nontensor 30.9710μs 6.0662μs 164.8483 KOps/s 161.8546 KOps/s $\color{#35bf28}+1.85\%$
test_tc_second_layer_tensor 26.7800μs 4.3821μs 228.1997 KOps/s 226.4190 KOps/s $\color{#35bf28}+0.79\%$
test_tc_second_layer_nontensor 33.7910μs 8.6706μs 115.3321 KOps/s 115.6475 KOps/s $\color{#d91a1a}-0.27\%$
test_unbind 0.2924s 13.5110ms 74.0138 Ops/s 64.4355 Ops/s $\textbf{\color{#35bf28}+14.86\%}$
test_full_like 4.5646ms 4.3856ms 228.0177 Ops/s 228.3497 Ops/s $\color{#d91a1a}-0.15\%$
test_zeros_like 4.5530ms 4.3596ms 229.3769 Ops/s 229.1156 Ops/s $\color{#35bf28}+0.11\%$
test_ones_like 4.5351ms 4.3659ms 229.0488 Ops/s 228.8923 Ops/s $\color{#35bf28}+0.07\%$
test_clone 6.9707ms 6.4656ms 154.6639 Ops/s 156.3746 Ops/s $\color{#d91a1a}-1.09\%$
test_squeeze 76.1320μs 14.2768μs 70.0436 KOps/s 70.8100 KOps/s $\color{#d91a1a}-1.08\%$
test_unsqueeze 0.1735ms 0.1131ms 8.8396 KOps/s 8.9688 KOps/s $\color{#d91a1a}-1.44\%$
test_split 0.2668ms 0.1898ms 5.2686 KOps/s 5.3607 KOps/s $\color{#d91a1a}-1.72\%$
test_permute 0.3217ms 0.1945ms 5.1425 KOps/s 5.2116 KOps/s $\color{#d91a1a}-1.33\%$
test_stack 27.1452ms 26.6587ms 37.5111 Ops/s 55.4376 Ops/s $\textbf{\color{#d91a1a}-32.34\%}$
test_cat 19.1717ms 18.2143ms 54.9018 Ops/s 55.5535 Ops/s $\color{#d91a1a}-1.17\%$
test_sequential_tensordict 0.7127ms 0.5650ms 1.7699 KOps/s 1.7572 KOps/s $\color{#35bf28}+0.72\%$
test_sequential_graph_module 0.2360ms 0.1164ms 8.5886 KOps/s 9.1089 KOps/s $\textbf{\color{#d91a1a}-5.71\%}$
test_nested_tensordict 0.9300ms 0.8071ms 1.2390 KOps/s 1.2423 KOps/s $\color{#d91a1a}-0.26\%$
test_nested_graph_module 0.1695ms 0.1275ms 7.8454 KOps/s 8.2217 KOps/s $\color{#d91a1a}-4.58\%$

@vmoens
vmoens merged commit 99c712b into main Jul 9, 2026
72 of 73 checks passed
@vmoens
vmoens deleted the fix/torch-compat-squeeze-compile branch July 9, 2026 15:51
@peterdsharpe peterdsharpe mentioned this pull request Jul 21, 2026
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