[Feature] Delegate UnbatchedTensor scalar conversions

[vmoens]

Summary

• Delegate Python scalar/display conversions on UnbatchedTensor to the wrapped tensor.
• Add coverage for string formatting, bool/int/float/complex/index conversions, math helpers, item, and NumPy array conversion.
• Document scalar conversion behavior and correct the UnbatchedTensor access examples.

Tests

• uv run --with pytest --with pytest-rerunfailures --with pyyaml --with pytest-instafail python -m pytest test/tensordict/test_nontensor.py::TestUnbatchedTensor -q
• uv run --with pytest --with pytest-rerunfailures --with pyyaml --with pytest-instafail python -m pytest test/compile/test_compile.py::TestGuardCount::test_unbatched_clone_no_recompile test/compile/test_compile.py::TestGuardCount::test_unbatched_clone_preserves_semantics -q
• uv run --with flake8==7.1.0 --with flake8-bugbear==22.10.27 --with flake8-comprehensions==3.10.1 --with torchfix==0.5.0 --with flake8-print==5.0.0 flake8 --config=setup.cfg tensordict/_unbatched.py test/tensordict/test_nontensor.py
• uv run --with black black --check tensordict/_unbatched.py test/tensordict/test_nontensor.py
• uv run --with pydocstyle pydocstyle tensordict/_unbatched.py
• python3 scripts/check_rst_titles.py docs/source/overview.rst

[github-actions]

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

Total Benchmarks: 344. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}17$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_collector_preallocated_write[stack_out-cpu-32-2]	0.1924ms	0.1602ms	6.2419 KOps/s	6.0309 KOps/s	$\color{#35bf28}+3.50\%$
test_collector_preallocated_write[stack_out-cpu-32-8]	0.3731ms	0.2846ms	3.5139 KOps/s	3.4611 KOps/s	$\color{#35bf28}+1.53\%$
test_collector_preallocated_write[stack_out-cpu-32-32]	0.8126ms	0.7536ms	1.3269 KOps/s	1.3096 KOps/s	$\color{#35bf28}+1.32\%$
test_collector_preallocated_write[stack_out-cpu-4096-2]	0.3906ms	0.3346ms	2.9886 KOps/s	2.9268 KOps/s	$\color{#35bf28}+2.11\%$
test_collector_preallocated_write[stack_out-cpu-4096-8]	1.3836ms	1.1026ms	906.9524 Ops/s	877.1085 Ops/s	$\color{#35bf28}+3.40\%$
test_collector_preallocated_write[stack_out-cpu-4096-32]	7.5948ms	7.3657ms	135.7646 Ops/s	134.9245 Ops/s	$\color{#35bf28}+0.62\%$
test_collector_preallocated_write[stack_out-cuda-32-2]	0.2865ms	0.2423ms	4.1274 KOps/s	3.9673 KOps/s	$\color{#35bf28}+4.04\%$
test_collector_preallocated_write[stack_out-cuda-32-8]	0.4453ms	0.3637ms	2.7493 KOps/s	2.7150 KOps/s	$\color{#35bf28}+1.26\%$
test_collector_preallocated_write[stack_out-cuda-32-32]	1.0384ms	0.7971ms	1.2545 KOps/s	1.2426 KOps/s	$\color{#35bf28}+0.96\%$
test_collector_preallocated_write[stack_out-cuda-4096-2]	0.3174ms	0.2512ms	3.9810 KOps/s	4.0611 KOps/s	$\color{#d91a1a}-1.97\%$
test_collector_preallocated_write[stack_out-cuda-4096-8]	0.4509ms	0.3711ms	2.6950 KOps/s	2.7674 KOps/s	$\color{#d91a1a}-2.62\%$
test_collector_preallocated_write[stack_out-cuda-4096-32]	0.9574ms	0.8593ms	1.1637 KOps/s	1.1594 KOps/s	$\color{#35bf28}+0.37\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2]	0.2880ms	0.2184ms	4.5795 KOps/s	4.8404 KOps/s	$\textbf{\color{#d91a1a}-5.39\%}$
test_collector_preallocated_write[set_at_loop-cpu-32-8]	0.9627ms	0.8017ms	1.2474 KOps/s	1.2486 KOps/s	$\color{#d91a1a}-0.09\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32]	3.2807ms	3.1859ms	313.8871 Ops/s	308.9315 Ops/s	$\color{#35bf28}+1.60\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2]	0.7194ms	0.3705ms	2.6992 KOps/s	2.7419 KOps/s	$\color{#d91a1a}-1.56\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8]	2.0680ms	1.7901ms	558.6154 Ops/s	609.4919 Ops/s	$\textbf{\color{#d91a1a}-8.35\%}$
test_collector_preallocated_write[set_at_loop-cpu-4096-32]	10.4643ms	10.2087ms	97.9554 Ops/s	97.6637 Ops/s	$\color{#35bf28}+0.30\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2]	0.4123ms	0.3834ms	2.6083 KOps/s	2.4711 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_collector_preallocated_write[set_at_loop-cuda-32-8]	1.5309ms	1.4351ms	696.7944 Ops/s	672.3415 Ops/s	$\color{#35bf28}+3.64\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32]	5.7476ms	5.6008ms	178.5461 Ops/s	170.0981 Ops/s	$\color{#35bf28}+4.97\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2]	0.4787ms	0.3835ms	2.6076 KOps/s	2.4703 KOps/s	$\textbf{\color{#35bf28}+5.55\%}$
test_collector_preallocated_write[set_at_loop-cuda-4096-8]	1.7106ms	1.4384ms	695.2265 Ops/s	661.8712 Ops/s	$\textbf{\color{#35bf28}+5.04\%}$
test_collector_preallocated_write[set_at_loop-cuda-4096-32]	5.8908ms	5.6402ms	177.2973 Ops/s	169.0115 Ops/s	$\color{#35bf28}+4.90\%$
test_collector_preallocated_write[copy_at-cpu-32-2]	0.5458ms	0.1684ms	5.9394 KOps/s	5.9057 KOps/s	$\color{#35bf28}+0.57\%$
test_collector_preallocated_write[copy_at-cpu-32-8]	0.7108ms	0.6510ms	1.5362 KOps/s	1.5242 KOps/s	$\color{#35bf28}+0.78\%$
test_collector_preallocated_write[copy_at-cpu-32-32]	2.6967ms	2.5848ms	386.8748 Ops/s	385.4535 Ops/s	$\color{#35bf28}+0.37\%$
test_collector_preallocated_write[copy_at-cpu-4096-2]	0.4228ms	0.3127ms	3.1977 KOps/s	3.2329 KOps/s	$\color{#d91a1a}-1.09\%$
test_collector_preallocated_write[copy_at-cpu-4096-8]	2.4347ms	1.6092ms	621.4459 Ops/s	701.6915 Ops/s	$\textbf{\color{#d91a1a}-11.44\%}$
test_collector_preallocated_write[copy_at-cpu-4096-32]	9.7954ms	9.5370ms	104.8549 Ops/s	105.5811 Ops/s	$\color{#d91a1a}-0.69\%$
test_collector_preallocated_write[copy_at-cuda-32-2]	0.4054ms	0.3223ms	3.1023 KOps/s	3.1669 KOps/s	$\color{#d91a1a}-2.04\%$
test_collector_preallocated_write[copy_at-cuda-32-8]	1.3588ms	1.1942ms	837.3525 Ops/s	848.6995 Ops/s	$\color{#d91a1a}-1.34\%$
test_collector_preallocated_write[copy_at-cuda-32-32]	4.8776ms	4.6437ms	215.3463 Ops/s	217.9835 Ops/s	$\color{#d91a1a}-1.21\%$
test_collector_preallocated_write[copy_at-cuda-4096-2]	0.4431ms	0.3220ms	3.1060 KOps/s	3.1445 KOps/s	$\color{#d91a1a}-1.23\%$
test_collector_preallocated_write[copy_at-cuda-4096-8]	1.2815ms	1.1837ms	844.8087 Ops/s	845.8585 Ops/s	$\color{#d91a1a}-0.12\%$
test_collector_preallocated_write[copy_at-cuda-4096-32]	4.9067ms	4.6273ms	216.1099 Ops/s	215.6274 Ops/s	$\color{#35bf28}+0.22\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2]	0.1566ms	0.1207ms	8.2860 KOps/s	8.5404 KOps/s	$\color{#d91a1a}-2.98\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8]	0.5417ms	0.4736ms	2.1117 KOps/s	2.1860 KOps/s	$\color{#d91a1a}-3.40\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32]	1.9714ms	1.8849ms	530.5368 Ops/s	548.3939 Ops/s	$\color{#d91a1a}-3.26\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2]	0.6680ms	0.2546ms	3.9280 KOps/s	4.0338 KOps/s	$\color{#d91a1a}-2.62\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8]	1.4557ms	1.3140ms	761.0639 Ops/s	835.2101 Ops/s	$\textbf{\color{#d91a1a}-8.88\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32]	8.9839ms	8.6239ms	115.9568 Ops/s	116.5752 Ops/s	$\color{#d91a1a}-0.53\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2]	0.3789ms	0.2850ms	3.5084 KOps/s	3.7502 KOps/s	$\textbf{\color{#d91a1a}-6.45\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8]	1.1919ms	1.0366ms	964.7078 Ops/s	1.0132 KOps/s	$\color{#d91a1a}-4.79\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32]	4.3489ms	4.1274ms	242.2833 Ops/s	259.1449 Ops/s	$\textbf{\color{#d91a1a}-6.51\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2]	0.3554ms	0.2734ms	3.6571 KOps/s	3.7842 KOps/s	$\color{#d91a1a}-3.36\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8]	1.1375ms	1.0382ms	963.1752 Ops/s	1.0116 KOps/s	$\color{#d91a1a}-4.79\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32]	4.2979ms	4.1343ms	241.8813 Ops/s	257.8749 Ops/s	$\textbf{\color{#d91a1a}-6.20\%}$
test_wide_nested_preallocated_write[stack_out-cpu-128-128]	16.0442ms	15.7465ms	63.5061 Ops/s	63.1933 Ops/s	$\color{#35bf28}+0.49\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256]	32.0591ms	31.8295ms	31.4174 Ops/s	31.3078 Ops/s	$\color{#35bf28}+0.35\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128]	87.1465ms	85.1877ms	11.7388 Ops/s	11.7467 Ops/s	$\color{#d91a1a}-0.07\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256]	0.2019s	0.2005s	4.9876 Ops/s	5.0071 Ops/s	$\color{#d91a1a}-0.39\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128]	13.3654ms	13.1808ms	75.8681 Ops/s	76.0720 Ops/s	$\color{#d91a1a}-0.27\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256]	25.8129ms	25.6149ms	39.0398 Ops/s	38.8275 Ops/s	$\color{#35bf28}+0.55\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128]	13.4472ms	13.2995ms	75.1907 Ops/s	74.8318 Ops/s	$\color{#35bf28}+0.48\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256]	26.2416ms	26.0541ms	38.3817 Ops/s	38.1365 Ops/s	$\color{#35bf28}+0.64\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128]	54.3662ms	52.9812ms	18.8746 Ops/s	20.4969 Ops/s	$\textbf{\color{#d91a1a}-7.91\%}$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256]	0.1092s	0.1065s	9.3883 Ops/s	10.1257 Ops/s	$\textbf{\color{#d91a1a}-7.28\%}$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128]	0.1442s	0.1437s	6.9605 Ops/s	7.0923 Ops/s	$\color{#d91a1a}-1.86\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256]	0.3225s	0.3204s	3.1209 Ops/s	3.1121 Ops/s	$\color{#35bf28}+0.28\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128]	73.8353ms	73.1442ms	13.6716 Ops/s	13.8851 Ops/s	$\color{#d91a1a}-1.54\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256]	0.1478s	0.1472s	6.7923 Ops/s	6.5351 Ops/s	$\color{#35bf28}+3.94\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128]	74.2196ms	73.7342ms	13.5622 Ops/s	13.0734 Ops/s	$\color{#35bf28}+3.74\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256]	0.1485s	0.1474s	6.7830 Ops/s	6.4855 Ops/s	$\color{#35bf28}+4.59\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128]	29.8409ms	29.7843ms	33.5747 Ops/s	33.6860 Ops/s	$\color{#d91a1a}-0.33\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256]	60.5365ms	60.3930ms	16.5582 Ops/s	16.8056 Ops/s	$\color{#d91a1a}-1.47\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128]	0.1226s	0.1198s	8.3442 Ops/s	8.4467 Ops/s	$\color{#d91a1a}-1.21\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256]	0.2680s	0.2667s	3.7500 Ops/s	3.7240 Ops/s	$\color{#35bf28}+0.70\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128]	42.6245ms	42.2062ms	23.6932 Ops/s	23.7859 Ops/s	$\color{#d91a1a}-0.39\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256]	84.9274ms	84.4371ms	11.8431 Ops/s	11.9153 Ops/s	$\color{#d91a1a}-0.61\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128]	42.5614ms	42.2516ms	23.6678 Ops/s	23.5960 Ops/s	$\color{#35bf28}+0.30\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256]	85.2184ms	84.8318ms	11.7880 Ops/s	11.8444 Ops/s	$\color{#d91a1a}-0.48\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128]	20.6100ms	20.4859ms	48.8142 Ops/s	50.0311 Ops/s	$\color{#d91a1a}-2.43\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256]	41.8882ms	41.7543ms	23.9496 Ops/s	24.5101 Ops/s	$\color{#d91a1a}-2.29\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128]	0.1086s	0.1076s	9.2923 Ops/s	9.3623 Ops/s	$\color{#d91a1a}-0.75\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256]	0.2534s	0.2520s	3.9687 Ops/s	4.1547 Ops/s	$\color{#d91a1a}-4.48\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128]	36.6537ms	36.2055ms	27.6201 Ops/s	28.1488 Ops/s	$\color{#d91a1a}-1.88\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256]	73.0914ms	72.6448ms	13.7656 Ops/s	14.0837 Ops/s	$\color{#d91a1a}-2.26\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128]	36.6218ms	36.0709ms	27.7232 Ops/s	28.2294 Ops/s	$\color{#d91a1a}-1.79\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256]	73.6012ms	72.2894ms	13.8333 Ops/s	14.1694 Ops/s	$\color{#d91a1a}-2.37\%$
test_plain_set_nested	35.4010μs	14.6671μs	68.1798 KOps/s	68.6687 KOps/s	$\color{#d91a1a}-0.71\%$
test_plain_set_stack_nested	34.1620μs	14.3447μs	69.7124 KOps/s	69.7057 KOps/s	$+0.01\%$
test_plain_set_nested_inplace	50.2120μs	16.0341μs	62.3670 KOps/s	63.0803 KOps/s	$\color{#d91a1a}-1.13\%$
test_plain_set_stack_nested_inplace	45.0120μs	15.6087μs	64.0670 KOps/s	64.0598 KOps/s	$\color{#35bf28}+0.01\%$
test_items	25.4310μs	5.6345μs	177.4777 KOps/s	178.6819 KOps/s	$\color{#d91a1a}-0.67\%$
test_items_nested	0.4962ms	0.4490ms	2.2274 KOps/s	2.2531 KOps/s	$\color{#d91a1a}-1.14\%$
test_items_nested_locked	0.5457ms	0.4493ms	2.2259 KOps/s	2.2271 KOps/s	$\color{#d91a1a}-0.05\%$
test_items_nested_leaf	0.1259ms	92.9856μs	10.7543 KOps/s	10.8758 KOps/s	$\color{#d91a1a}-1.12\%$
test_items_stack_nested	0.5374ms	0.4394ms	2.2757 KOps/s	2.2570 KOps/s	$\color{#35bf28}+0.83\%$
test_items_stack_nested_leaf	0.1291ms	92.2702μs	10.8377 KOps/s	10.7550 KOps/s	$\color{#35bf28}+0.77\%$
test_items_stack_nested_locked	0.4993ms	0.4492ms	2.2261 KOps/s	2.2358 KOps/s	$\color{#d91a1a}-0.43\%$
test_keys	29.0310μs	4.0606μs	246.2695 KOps/s	241.5111 KOps/s	$\color{#35bf28}+1.97\%$
test_keys_nested	0.1780ms	0.1265ms	7.9076 KOps/s	8.0182 KOps/s	$\color{#d91a1a}-1.38\%$
test_keys_nested_locked	2.3475ms	0.1332ms	7.5092 KOps/s	7.5615 KOps/s	$\color{#d91a1a}-0.69\%$
test_keys_nested_leaf	0.1838ms	0.1159ms	8.6259 KOps/s	8.6484 KOps/s	$\color{#d91a1a}-0.26\%$
test_keys_stack_nested	0.1691ms	0.1253ms	7.9820 KOps/s	8.0594 KOps/s	$\color{#d91a1a}-0.96\%$
test_keys_stack_nested_leaf	0.1637ms	0.1153ms	8.6722 KOps/s	8.6543 KOps/s	$\color{#35bf28}+0.21\%$
test_keys_stack_nested_locked	0.1680ms	0.1325ms	7.5447 KOps/s	7.5845 KOps/s	$\color{#d91a1a}-0.52\%$
test_values	17.6957μs	1.4882μs	671.9723 KOps/s	990.1569 KOps/s	$\textbf{\color{#d91a1a}-32.13\%}$
test_values_nested	84.0240μs	51.1452μs	19.5522 KOps/s	19.6395 KOps/s	$\color{#d91a1a}-0.44\%$
test_values_nested_locked	97.4040μs	53.4944μs	18.6935 KOps/s	18.6398 KOps/s	$\color{#35bf28}+0.29\%$
test_values_nested_leaf	94.2840μs	58.2481μs	17.1679 KOps/s	17.3967 KOps/s	$\color{#d91a1a}-1.32\%$
test_values_stack_nested	90.4630μs	50.5303μs	19.7901 KOps/s	19.8234 KOps/s	$\color{#d91a1a}-0.17\%$
test_values_stack_nested_leaf	87.1140μs	57.7031μs	17.3301 KOps/s	17.2296 KOps/s	$\color{#35bf28}+0.58\%$
test_values_stack_nested_locked	87.1530μs	53.4993μs	18.6918 KOps/s	18.6292 KOps/s	$\color{#35bf28}+0.34\%$
test_membership	5.6835μs	0.7895μs	1.2667 MOps/s	1.2768 MOps/s	$\color{#d91a1a}-0.79\%$
test_membership_nested	33.0810μs	2.8010μs	357.0128 KOps/s	353.0511 KOps/s	$\color{#35bf28}+1.12\%$
test_membership_nested_leaf	18.2155μs	2.7099μs	369.0195 KOps/s	376.0563 KOps/s	$\color{#d91a1a}-1.87\%$
test_membership_stacked_nested	30.0510μs	2.7307μs	366.2090 KOps/s	374.5494 KOps/s	$\color{#d91a1a}-2.23\%$
test_membership_stacked_nested_leaf	36.3320μs	2.7031μs	369.9507 KOps/s	365.6764 KOps/s	$\color{#35bf28}+1.17\%$
test_membership_nested_last	30.5910μs	4.2160μs	237.1930 KOps/s	233.7503 KOps/s	$\color{#35bf28}+1.47\%$
test_membership_nested_leaf_last	38.3520μs	4.1663μs	240.0197 KOps/s	235.0936 KOps/s	$\color{#35bf28}+2.10\%$
test_membership_stacked_nested_last	56.0220μs	4.0716μs	245.6046 KOps/s	242.5694 KOps/s	$\color{#35bf28}+1.25\%$
test_membership_stacked_nested_leaf_last	40.0020μs	4.0700μs	245.6986 KOps/s	242.7829 KOps/s	$\color{#35bf28}+1.20\%$
test_nested_getleaf	45.6920μs	20.3768μs	49.0755 KOps/s	48.5497 KOps/s	$\color{#35bf28}+1.08\%$
test_nested_get	89.1040μs	19.1857μs	52.1222 KOps/s	52.3669 KOps/s	$\color{#d91a1a}-0.47\%$
test_stacked_getleaf	49.3420μs	20.1955μs	49.5160 KOps/s	50.2037 KOps/s	$\color{#d91a1a}-1.37\%$
test_stacked_get	48.7520μs	19.4192μs	51.4954 KOps/s	52.8958 KOps/s	$\color{#d91a1a}-2.65\%$
test_nested_getitemleaf	47.4920μs	20.8954μs	47.8573 KOps/s	47.7845 KOps/s	$\color{#35bf28}+0.15\%$
test_nested_getitem	53.3720μs	20.1569μs	49.6108 KOps/s	50.3964 KOps/s	$\color{#d91a1a}-1.56\%$
test_stacked_getitemleaf	53.6930μs	20.7405μs	48.2147 KOps/s	48.5361 KOps/s	$\color{#d91a1a}-0.66\%$
test_stacked_getitem	56.3720μs	19.7500μs	50.6328 KOps/s	50.7765 KOps/s	$\color{#d91a1a}-0.28\%$
test_lock_nested	4.6267ms	0.4822ms	2.0737 KOps/s	2.0445 KOps/s	$\color{#35bf28}+1.43\%$
test_lock_stack_nested	0.5522ms	0.4839ms	2.0666 KOps/s	2.0598 KOps/s	$\color{#35bf28}+0.33\%$
test_unlock_nested	0.4597ms	0.3815ms	2.6210 KOps/s	2.6153 KOps/s	$\color{#35bf28}+0.22\%$
test_unlock_stack_nested	0.5735ms	0.3843ms	2.6022 KOps/s	2.6080 KOps/s	$\color{#d91a1a}-0.22\%$
test_flatten_speed	0.1873ms	0.1160ms	8.6233 KOps/s	8.5592 KOps/s	$\color{#35bf28}+0.75\%$
test_unflatten_speed	0.6419ms	0.5345ms	1.8710 KOps/s	1.8323 KOps/s	$\color{#35bf28}+2.11\%$
test_common_ops	0.8316ms	0.6918ms	1.4456 KOps/s	1.4379 KOps/s	$\color{#35bf28}+0.53\%$
test_creation	0.1157ms	2.9914μs	334.2878 KOps/s	333.5490 KOps/s	$\color{#35bf28}+0.22\%$
test_creation_empty	31.1110μs	6.5949μs	151.6314 KOps/s	152.6790 KOps/s	$\color{#d91a1a}-0.69\%$
test_creation_nested_1	31.2210μs	10.8715μs	91.9835 KOps/s	91.7673 KOps/s	$\color{#35bf28}+0.24\%$
test_creation_nested_2	34.3220μs	12.5968μs	79.3856 KOps/s	78.9318 KOps/s	$\color{#35bf28}+0.57\%$
test_creation_many_keys[10]	62.8620μs	19.7782μs	50.5608 KOps/s	50.0544 KOps/s	$\color{#35bf28}+1.01\%$
test_creation_many_keys[50]	0.1247ms	85.4862μs	11.6978 KOps/s	11.7847 KOps/s	$\color{#d91a1a}-0.74\%$
test_creation_many_keys[100]	0.1963ms	0.1671ms	5.9828 KOps/s	6.0401 KOps/s	$\color{#d91a1a}-0.95\%$
test_creation_nested_many_keys[10]	72.5630μs	42.4485μs	23.5580 KOps/s	23.3166 KOps/s	$\color{#35bf28}+1.04\%$
test_creation_nested_many_keys[50]	0.2332ms	0.1716ms	5.8272 KOps/s	5.7981 KOps/s	$\color{#35bf28}+0.50\%$
test_clone	31.2320μs	13.0542μs	76.6037 KOps/s	76.8118 KOps/s	$\color{#d91a1a}-0.27\%$
test_getitem[int]	1.5051ms	14.8388μs	67.3909 KOps/s	68.4221 KOps/s	$\color{#d91a1a}-1.51\%$
test_getitem[slice_int]	0.1432ms	23.4692μs	42.6091 KOps/s	42.2699 KOps/s	$\color{#35bf28}+0.80\%$
test_getitem[range]	0.1745ms	61.6726μs	16.2146 KOps/s	16.3394 KOps/s	$\color{#d91a1a}-0.76\%$
test_getitem[tuple]	0.1557ms	23.5341μs	42.4915 KOps/s	42.3854 KOps/s	$\color{#35bf28}+0.25\%$
test_getitem[list]	0.2033ms	56.8500μs	17.5901 KOps/s	17.4451 KOps/s	$\color{#35bf28}+0.83\%$
test_setitem_dim[int]	47.7320μs	25.8094μs	38.7455 KOps/s	39.3461 KOps/s	$\color{#d91a1a}-1.53\%$
test_setitem_dim[slice_int]	65.8630μs	42.4219μs	23.5727 KOps/s	24.0107 KOps/s	$\color{#d91a1a}-1.82\%$
test_setitem_dim[range]	0.1179ms	91.7720μs	10.8966 KOps/s	10.8496 KOps/s	$\color{#35bf28}+0.43\%$
test_setitem_dim[tuple]	61.6220μs	38.5173μs	25.9624 KOps/s	26.4782 KOps/s	$\color{#d91a1a}-1.95\%$
test_setitem	57.4520μs	17.2608μs	57.9347 KOps/s	58.2963 KOps/s	$\color{#d91a1a}-0.62\%$
test_set	49.5620μs	16.4873μs	60.6528 KOps/s	61.0594 KOps/s	$\color{#d91a1a}-0.67\%$
test_set_shared	0.5638ms	0.2087ms	4.7924 KOps/s	4.8223 KOps/s	$\color{#d91a1a}-0.62\%$
test_update	0.2590ms	21.5998μs	46.2967 KOps/s	47.3825 KOps/s	$\color{#d91a1a}-2.29\%$
test_update_nested	62.4020μs	32.6794μs	30.6003 KOps/s	30.8248 KOps/s	$\color{#d91a1a}-0.73\%$
test_update__nested	0.5147ms	33.3023μs	30.0280 KOps/s	30.7768 KOps/s	$\color{#d91a1a}-2.43\%$
test_set_nested	47.5220μs	18.1831μs	54.9963 KOps/s	55.5896 KOps/s	$\color{#d91a1a}-1.07\%$
test_set_nested_new	60.0720μs	22.8512μs	43.7614 KOps/s	43.7791 KOps/s	$\color{#d91a1a}-0.04\%$
test_select	81.0930μs	39.4576μs	25.3436 KOps/s	25.6152 KOps/s	$\color{#d91a1a}-1.06\%$
test_select_nested	0.1062ms	69.8221μs	14.3221 KOps/s	14.2460 KOps/s	$\color{#35bf28}+0.53\%$
test_exclude_nested	0.1250ms	85.7516μs	11.6616 KOps/s	11.6793 KOps/s	$\color{#d91a1a}-0.15\%$
test_empty[True]	0.4885ms	0.3787ms	2.6406 KOps/s	2.6370 KOps/s	$\color{#35bf28}+0.14\%$
test_empty[False]	7.3430μs	1.3086μs	764.1901 KOps/s	758.6907 KOps/s	$\color{#35bf28}+0.72\%$
test_to	0.1026ms	67.9105μs	14.7253 KOps/s	14.4116 KOps/s	$\color{#35bf28}+2.18\%$
test_to_nonblocking	0.1102ms	66.1620μs	15.1144 KOps/s	14.9811 KOps/s	$\color{#35bf28}+0.89\%$
test_unbind_speed	0.3705ms	0.3272ms	3.0561 KOps/s	3.0842 KOps/s	$\color{#d91a1a}-0.91\%$
test_unbind_speed_stack0	0.4042ms	0.3181ms	3.1436 KOps/s	3.1442 KOps/s	$\color{#d91a1a}-0.02\%$
test_unbind_speed_stack1	0.1144s	0.8290ms	1.2063 KOps/s	1.2031 KOps/s	$\color{#35bf28}+0.26\%$
test_split	1.2061ms	1.0869ms	920.0423 Ops/s	910.7465 Ops/s	$\color{#35bf28}+1.02\%$
test_chunk	0.1141s	1.1640ms	859.1029 Ops/s	960.0605 Ops/s	$\textbf{\color{#d91a1a}-10.52\%}$
test_to_cpu_blocking	20.0189ms	19.3630ms	51.6449 Ops/s	51.7404 Ops/s	$\color{#d91a1a}-0.18\%$
test_to_cpu_global_sync	11.8757ms	11.6596ms	85.7659 Ops/s	85.7638 Ops/s	$+0.00\%$
test_to_cpu_event_sync	12.9107ms	12.5057ms	79.9635 Ops/s	71.4624 Ops/s	$\textbf{\color{#35bf28}+11.90\%}$
test_to_cpu_default	12.9261ms	12.5002ms	79.9990 Ops/s	80.1550 Ops/s	$\color{#d91a1a}-0.19\%$
test_consolidate[False-None]	0.1433s	4.6257ms	216.1819 Ops/s	251.9349 Ops/s	$\textbf{\color{#d91a1a}-14.19\%}$
test_consolidate[default-None]	3.3948ms	2.0858ms	479.4387 Ops/s	471.3736 Ops/s	$\color{#35bf28}+1.71\%$
test_consolidate[reduce-overhead-None]	0.1997s	2.4002ms	416.6367 Ops/s	480.5887 Ops/s	$\textbf{\color{#d91a1a}-13.31\%}$
test_consolidate_njt[False-None]	8.3855ms	8.1296ms	123.0079 Ops/s	121.0816 Ops/s	$\color{#35bf28}+1.59\%$
test_to[False-False-None]	2.2419ms	2.1068ms	474.6522 Ops/s	470.4210 Ops/s	$\color{#35bf28}+0.90\%$
test_to[True-False-None]	1.9760ms	1.8260ms	547.6561 Ops/s	539.3816 Ops/s	$\color{#35bf28}+1.53\%$
test_to[within-False-None]	6.4110ms	5.9745ms	167.3787 Ops/s	167.9095 Ops/s	$\color{#d91a1a}-0.32\%$
test_to[True-default-None]	10.9633ms	10.4735ms	95.4795 Ops/s	95.5220 Ops/s	$\color{#d91a1a}-0.04\%$
test_to_njt[False-False-None]	8.7550ms	8.3375ms	119.9396 Ops/s	119.5746 Ops/s	$\color{#35bf28}+0.31\%$
test_to_njt[True-False-None]	7.0726ms	6.6868ms	149.5477 Ops/s	149.4433 Ops/s	$\color{#35bf28}+0.07\%$
test_to_njt[within-False-None]	15.1471ms	14.9728ms	66.7880 Ops/s	66.9555 Ops/s	$\color{#d91a1a}-0.25\%$
test_creation[device0]	0.3960ms	0.1131ms	8.8428 KOps/s	8.8967 KOps/s	$\color{#d91a1a}-0.61\%$
test_creation_from_tensor	0.4480ms	0.1106ms	9.0425 KOps/s	9.0372 KOps/s	$\color{#35bf28}+0.06\%$
test_add_one[memmap_tensor0]	0.1963ms	6.7815μs	147.4596 KOps/s	151.9711 KOps/s	$\color{#d91a1a}-2.97\%$
test_contiguous[memmap_tensor0]	27.6520μs	0.5819μs	1.7186 MOps/s	2.3648 MOps/s	$\textbf{\color{#d91a1a}-27.33\%}$
test_stack[memmap_tensor0]	0.1357ms	4.1674μs	239.9584 KOps/s	243.7329 KOps/s	$\color{#d91a1a}-1.55\%$
test_memmaptd_index	1.2562ms	0.2654ms	3.7684 KOps/s	3.7456 KOps/s	$\color{#35bf28}+0.61\%$
test_memmaptd_index_astensor	0.5147ms	0.3648ms	2.7416 KOps/s	2.7727 KOps/s	$\color{#d91a1a}-1.12\%$
test_memmaptd_index_op	0.7767ms	0.6278ms	1.5928 KOps/s	1.6249 KOps/s	$\color{#d91a1a}-1.97\%$
test_serialize_model	0.1377s	0.1352s	7.3990 Ops/s	7.4210 Ops/s	$\color{#d91a1a}-0.30\%$
test_serialize_model_pickle	1.3553s	1.2115s	0.8254 Ops/s	0.8228 Ops/s	$\color{#35bf28}+0.32\%$
test_serialize_weights	0.1358s	0.1338s	7.4722 Ops/s	7.4726 Ops/s	$-0.01\%$
test_serialize_weights_returnearly	0.4670s	90.6934ms	11.0262 Ops/s	10.7037 Ops/s	$\color{#35bf28}+3.01\%$
test_serialize_weights_pickle	1.3474s	1.2135s	0.8241 Ops/s	0.8223 Ops/s	$\color{#35bf28}+0.21\%$
test_reshape_pytree	0.2125ms	31.5441μs	31.7016 KOps/s	32.5007 KOps/s	$\color{#d91a1a}-2.46\%$
test_reshape_td	84.1240μs	43.4538μs	23.0129 KOps/s	23.1627 KOps/s	$\color{#d91a1a}-0.65\%$
test_view_pytree	0.2629ms	30.6783μs	32.5963 KOps/s	32.6428 KOps/s	$\color{#d91a1a}-0.14\%$
test_view_td	96.2440μs	51.9897μs	19.2346 KOps/s	19.6168 KOps/s	$\color{#d91a1a}-1.95\%$
test_unbind_pytree	0.2086ms	35.1420μs	28.4560 KOps/s	28.4984 KOps/s	$\color{#d91a1a}-0.15\%$
test_unbind_td	0.1964ms	47.9533μs	20.8536 KOps/s	20.7619 KOps/s	$\color{#35bf28}+0.44\%$
test_split_pytree	0.2098ms	39.8662μs	25.0839 KOps/s	25.0150 KOps/s	$\color{#35bf28}+0.28\%$
test_split_td	0.1440ms	62.2838μs	16.0555 KOps/s	15.8778 KOps/s	$\color{#35bf28}+1.12\%$
test_add_pytree	0.2413ms	39.8372μs	25.1022 KOps/s	24.7195 KOps/s	$\color{#35bf28}+1.55\%$
test_add_td	0.2056ms	53.6964μs	18.6232 KOps/s	19.2827 KOps/s	$\color{#d91a1a}-3.42\%$
test_compile_add_one_nested[tensordict-compile]	0.3352ms	0.2251ms	4.4417 KOps/s	4.4564 KOps/s	$\color{#d91a1a}-0.33\%$
test_compile_add_one_nested[tensordict-eager]	0.3295ms	0.1939ms	5.1574 KOps/s	5.3208 KOps/s	$\color{#d91a1a}-3.07\%$
test_compile_add_one_nested[pytree-compile]	0.2902ms	0.1340ms	7.4604 KOps/s	7.5293 KOps/s	$\color{#d91a1a}-0.92\%$
test_compile_add_one_nested[pytree-eager]	0.4747ms	0.1808ms	5.5313 KOps/s	5.8083 KOps/s	$\color{#d91a1a}-4.77\%$
test_compile_copy_nested[tensordict-compile]	67.7730μs	15.2630μs	65.5179 KOps/s	67.8639 KOps/s	$\color{#d91a1a}-3.46\%$
test_compile_copy_nested[tensordict-eager]	0.3167ms	49.4934μs	20.2047 KOps/s	19.5457 KOps/s	$\color{#35bf28}+3.37\%$
test_compile_copy_nested[pytree-compile]	0.1564ms	14.9199μs	67.0245 KOps/s	66.1174 KOps/s	$\color{#35bf28}+1.37\%$
test_compile_copy_nested[pytree-eager]	0.3880ms	64.0387μs	15.6156 KOps/s	15.4644 KOps/s	$\color{#35bf28}+0.98\%$
test_compile_add_one_flat[tensordict-compile]	0.3000ms	0.2513ms	3.9795 KOps/s	3.8818 KOps/s	$\color{#35bf28}+2.52\%$
test_compile_add_one_flat[tensordict-eager]	0.3705ms	0.2734ms	3.6581 KOps/s	3.6466 KOps/s	$\color{#35bf28}+0.32\%$
test_compile_add_one_flat[tensorclass-compile]	0.3433ms	0.1860ms	5.3777 KOps/s	5.2441 KOps/s	$\color{#35bf28}+2.55\%$
test_compile_add_one_flat[tensorclass-eager]	0.1148ms	74.6044μs	13.4040 KOps/s	13.9824 KOps/s	$\color{#d91a1a}-4.14\%$
test_compile_add_one_flat[pytree-compile]	0.3180ms	0.1880ms	5.3186 KOps/s	5.1675 KOps/s	$\color{#35bf28}+2.92\%$
test_compile_add_one_flat[pytree-eager]	0.8610ms	0.5225ms	1.9139 KOps/s	1.9759 KOps/s	$\color{#d91a1a}-3.14\%$
test_compile_add_self_flat[tensordict-eager]	0.4242ms	0.3219ms	3.1070 KOps/s	3.1043 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_add_self_flat[tensordict-compile]	0.3271ms	0.2472ms	4.0452 KOps/s	3.7638 KOps/s	$\textbf{\color{#35bf28}+7.48\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1397ms	89.3897μs	11.1870 KOps/s	11.5073 KOps/s	$\color{#d91a1a}-2.78\%$
test_compile_add_self_flat[tensorclass-compile]	0.3563ms	0.1895ms	5.2762 KOps/s	5.0698 KOps/s	$\color{#35bf28}+4.07\%$
test_compile_add_self_flat[pytree-eager]	0.6644ms	0.4232ms	2.3630 KOps/s	2.3887 KOps/s	$\color{#d91a1a}-1.08\%$
test_compile_add_self_flat[pytree-compile]	0.2497ms	0.1883ms	5.3098 KOps/s	5.0810 KOps/s	$\color{#35bf28}+4.50\%$
test_compile_copy_flat[tensordict-compile]	0.1112ms	19.5719μs	51.0936 KOps/s	53.4656 KOps/s	$\color{#d91a1a}-4.44\%$
test_compile_copy_flat[tensordict-eager]	69.4730μs	39.2203μs	25.4970 KOps/s	25.2618 KOps/s	$\color{#35bf28}+0.93\%$
test_compile_copy_flat[pytree-compile]	0.2381ms	21.3913μs	46.7479 KOps/s	46.1567 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_copy_flat[pytree-eager]	0.3511ms	50.1900μs	19.9243 KOps/s	19.7481 KOps/s	$\color{#35bf28}+0.89\%$
test_compile_assign_and_add[tensordict-compile]	2.1389ms	0.2356ms	4.2446 KOps/s	3.8720 KOps/s	$\textbf{\color{#35bf28}+9.62\%}$
test_compile_assign_and_add[tensordict-eager]	3.3877ms	3.1863ms	313.8427 Ops/s	313.5758 Ops/s	$\color{#35bf28}+0.09\%$
test_compile_assign_and_add[pytree-compile]	2.0284ms	0.1780ms	5.6167 KOps/s	5.4898 KOps/s	$\color{#35bf28}+2.31\%$
test_compile_assign_and_add[pytree-eager]	3.0983ms	2.7992ms	357.2513 Ops/s	374.2225 Ops/s	$\color{#d91a1a}-4.54\%$
test_compile_indexing[tensor-tensordict-compile]	0.3024ms	0.1366ms	7.3184 KOps/s	7.1302 KOps/s	$\color{#35bf28}+2.64\%$
test_compile_indexing[tensor-tensordict-eager]	0.3994ms	75.8451μs	13.1848 KOps/s	13.5768 KOps/s	$\color{#d91a1a}-2.89\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2520ms	0.1197ms	8.3553 KOps/s	8.4653 KOps/s	$\color{#d91a1a}-1.30\%$
test_compile_indexing[tensor-tensorclass-eager]	0.3146ms	45.0921μs	22.1769 KOps/s	22.7792 KOps/s	$\color{#d91a1a}-2.64\%$
test_compile_indexing[tensor-pytree-compile]	0.1718ms	0.1210ms	8.2628 KOps/s	8.2302 KOps/s	$\color{#35bf28}+0.40\%$
test_compile_indexing[tensor-pytree-eager]	0.2861ms	45.5386μs	21.9594 KOps/s	22.9348 KOps/s	$\color{#d91a1a}-4.25\%$
test_compile_indexing[slice-tensordict-compile]	0.2035ms	82.1857μs	12.1676 KOps/s	11.8686 KOps/s	$\color{#35bf28}+2.52\%$
test_compile_indexing[slice-tensordict-eager]	0.2182ms	27.4878μs	36.3798 KOps/s	38.9715 KOps/s	$\textbf{\color{#d91a1a}-6.65\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1960ms	69.5188μs	14.3846 KOps/s	14.5773 KOps/s	$\color{#d91a1a}-1.32\%$
test_compile_indexing[slice-tensorclass-eager]	0.2469ms	21.4284μs	46.6671 KOps/s	47.1634 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_indexing[slice-pytree-compile]	0.1956ms	70.1679μs	14.2515 KOps/s	14.3725 KOps/s	$\color{#d91a1a}-0.84\%$
test_compile_indexing[slice-pytree-eager]	0.2845ms	21.3064μs	46.9342 KOps/s	47.3513 KOps/s	$\color{#d91a1a}-0.88\%$
test_compile_indexing[int-tensordict-compile]	0.1257ms	81.1896μs	12.3168 KOps/s	11.8358 KOps/s	$\color{#35bf28}+4.06\%$
test_compile_indexing[int-tensordict-eager]	0.3001ms	24.7081μs	40.4726 KOps/s	39.5486 KOps/s	$\color{#35bf28}+2.34\%$
test_compile_indexing[int-tensorclass-compile]	0.1182ms	68.1383μs	14.6760 KOps/s	14.4319 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_indexing[int-tensorclass-eager]	0.2474ms	21.0797μs	47.4390 KOps/s	47.5833 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_indexing[int-pytree-compile]	0.1140ms	68.4300μs	14.6135 KOps/s	14.5056 KOps/s	$\color{#35bf28}+0.74\%$
test_compile_indexing[int-pytree-eager]	0.2706ms	21.0621μs	47.4785 KOps/s	47.5063 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_replace[single-eager]	0.1084ms	47.3024μs	21.1406 KOps/s	22.2646 KOps/s	$\textbf{\color{#d91a1a}-5.05\%}$
test_compile_replace[single-compile]	0.2706ms	0.1300ms	7.6926 KOps/s	7.5376 KOps/s	$\color{#35bf28}+2.06\%$
test_compile_replace[multi-eager]	0.7143ms	0.5467ms	1.8290 KOps/s	1.8378 KOps/s	$\color{#d91a1a}-0.48\%$
test_compile_replace[multi-compile]	0.1815ms	0.1356ms	7.3765 KOps/s	7.0170 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_compile_tc_getattr_20[eager]	0.2321ms	0.1683ms	5.9419 KOps/s	6.3083 KOps/s	$\textbf{\color{#d91a1a}-5.81\%}$
test_compile_tc_getattr_20[compile]	0.3291ms	0.1447ms	6.9124 KOps/s	6.5983 KOps/s	$\color{#35bf28}+4.76\%$
test_compile_clone_shallow[20-eager]	49.5220μs	18.5440μs	53.9258 KOps/s	55.1343 KOps/s	$\color{#d91a1a}-2.19\%$
test_compile_clone_shallow[20-compile]	80.7540μs	16.5969μs	60.2521 KOps/s	62.4762 KOps/s	$\color{#d91a1a}-3.56\%$
test_compile_clone_shallow[40-eager]	62.1230μs	32.4850μs	30.7834 KOps/s	31.2468 KOps/s	$\color{#d91a1a}-1.48\%$
test_compile_clone_shallow[40-compile]	97.3040μs	17.7680μs	56.2808 KOps/s	54.7514 KOps/s	$\color{#35bf28}+2.79\%$
test_compile_clone_shallow[80-eager]	95.5940μs	59.9625μs	16.6771 KOps/s	16.7215 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_clone_shallow[80-compile]	93.0840μs	20.9197μs	47.8019 KOps/s	45.8896 KOps/s	$\color{#35bf28}+4.17\%$
test_compile_update_inplace[eager]	0.1007ms	59.2446μs	16.8792 KOps/s	16.8894 KOps/s	$\color{#d91a1a}-0.06\%$
test_compile_update_inplace[compile]	0.3618ms	0.1406ms	7.1125 KOps/s	6.8244 KOps/s	$\color{#35bf28}+4.22\%$
test_mod_add[eager]	0.2893ms	0.2171ms	4.6061 KOps/s	4.5125 KOps/s	$\color{#35bf28}+2.07\%$
test_mod_add[compile]	0.2084ms	0.1331ms	7.5124 KOps/s	7.6189 KOps/s	$\color{#d91a1a}-1.40\%$
test_mod_add[compile-overhead]	0.3192ms	0.1738ms	5.7544 KOps/s	5.6879 KOps/s	$\color{#35bf28}+1.17\%$
test_mod_wrap[eager]	0.5354ms	0.4533ms	2.2060 KOps/s	2.1595 KOps/s	$\color{#35bf28}+2.15\%$
test_mod_wrap[compile]	0.5470ms	0.3857ms	2.5926 KOps/s	2.5412 KOps/s	$\color{#35bf28}+2.02\%$
test_mod_wrap[compile-overhead]	8.2047ms	4.5220ms	221.1387 Ops/s	232.0634 Ops/s	$\color{#d91a1a}-4.71\%$
test_mod_wrap_and_backward[eager]	1.8132ms	1.6596ms	602.5451 Ops/s	595.2524 Ops/s	$\color{#35bf28}+1.23\%$
test_mod_wrap_and_backward[compile]	1.9904ms	1.5194ms	658.1388 Ops/s	662.1271 Ops/s	$\color{#d91a1a}-0.60\%$
test_mod_wrap_and_backward[compile-overhead]	1.3135ms	0.9209ms	1.0859 KOps/s	1.0678 KOps/s	$\color{#35bf28}+1.70\%$
test_seq_add[eager]	0.5475ms	0.4948ms	2.0210 KOps/s	2.0137 KOps/s	$\color{#35bf28}+0.36\%$
test_seq_add[compile]	0.2513ms	0.1372ms	7.2912 KOps/s	6.7603 KOps/s	$\textbf{\color{#35bf28}+7.85\%}$
test_seq_add[compile-overhead]	0.3065ms	0.1765ms	5.6663 KOps/s	5.4410 KOps/s	$\color{#35bf28}+4.14\%$
test_seq_wrap[eager]	1.4885ms	1.3555ms	737.7462 Ops/s	727.4737 Ops/s	$\color{#35bf28}+1.41\%$
test_seq_wrap[compile]	0.4967ms	0.3990ms	2.5061 KOps/s	2.3840 KOps/s	$\textbf{\color{#35bf28}+5.12\%}$
test_seq_wrap[compile-overhead]	0.4159ms	0.2956ms	3.3834 KOps/s	3.3173 KOps/s	$\color{#35bf28}+1.99\%$
test_func_call_runtime[False-eager]	0.8954ms	0.7794ms	1.2831 KOps/s	1.2812 KOps/s	$\color{#35bf28}+0.15\%$
test_func_call_runtime[False-compile]	1.0526ms	0.9555ms	1.0466 KOps/s	1.0168 KOps/s	$\color{#35bf28}+2.93\%$
test_func_call_runtime[False-compile-overhead]	0.6556ms	0.4866ms	2.0552 KOps/s	2.0117 KOps/s	$\color{#35bf28}+2.17\%$
test_func_call_runtime[True-eager]	1.0845ms	1.0297ms	971.1139 Ops/s	956.7138 Ops/s	$\color{#35bf28}+1.51\%$
test_func_call_runtime[True-compile]	1.0995ms	0.9650ms	1.0363 KOps/s	1.0147 KOps/s	$\color{#35bf28}+2.13\%$
test_func_call_runtime[True-compile-overhead]	0.6141ms	0.5033ms	1.9869 KOps/s	1.9564 KOps/s	$\color{#35bf28}+1.56\%$
test_func_call_cm_runtime[False-eager]	0.8979ms	0.7770ms	1.2871 KOps/s	1.2298 KOps/s	$\color{#35bf28}+4.66\%$
test_func_call_cm_runtime[False-compile]	1.0040ms	0.9388ms	1.0652 KOps/s	1.0500 KOps/s	$\color{#35bf28}+1.45\%$
test_func_call_cm_runtime[False-compile-overhead]	0.7788ms	0.4717ms	2.1201 KOps/s	2.1042 KOps/s	$\color{#35bf28}+0.76\%$
test_func_call_cm_runtime[True-eager]	1.2906ms	1.1718ms	853.3538 Ops/s	849.9123 Ops/s	$\color{#35bf28}+0.40\%$
test_func_call_cm_runtime[True-compile]	1.1217ms	0.9951ms	1.0049 KOps/s	1.0043 KOps/s	$\color{#35bf28}+0.06\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6112ms	0.5309ms	1.8837 KOps/s	1.8653 KOps/s	$\color{#35bf28}+0.99\%$
test_vmap_func_call_cm_runtime[eager]	2.8509ms	2.3461ms	426.2484 Ops/s	420.8463 Ops/s	$\color{#35bf28}+1.28\%$
test_vmap_func_call_cm_runtime[compile]	2.9672ms	2.5186ms	397.0409 Ops/s	391.1150 Ops/s	$\color{#35bf28}+1.52\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0036ms	2.5177ms	397.1945 Ops/s	391.3518 Ops/s	$\color{#35bf28}+1.49\%$
test_distributed	0.5743ms	0.1435ms	6.9710 KOps/s	6.9880 KOps/s	$\color{#d91a1a}-0.24\%$
test_tdmodule	0.7100ms	0.1872ms	5.3411 KOps/s	5.3314 KOps/s	$\color{#35bf28}+0.18\%$
test_tdmodule_dispatch	0.4086ms	0.3612ms	2.7684 KOps/s	2.7617 KOps/s	$\color{#35bf28}+0.24\%$
test_tdseq	45.3320μs	25.9217μs	38.5777 KOps/s	37.6602 KOps/s	$\color{#35bf28}+2.44\%$
test_tdseq_dispatch	0.2374ms	0.2109ms	4.7424 KOps/s	4.7207 KOps/s	$\color{#35bf28}+0.46\%$
test_instantiation_functorch	2.0522ms	1.9567ms	511.0765 Ops/s	508.9068 Ops/s	$\color{#35bf28}+0.43\%$
test_exec_functorch	0.2128ms	0.1755ms	5.6982 KOps/s	5.7275 KOps/s	$\color{#d91a1a}-0.51\%$
test_exec_functional_call	0.1981ms	0.1571ms	6.3651 KOps/s	6.3607 KOps/s	$\color{#35bf28}+0.07\%$
test_exec_td_decorator	0.4988ms	0.2410ms	4.1488 KOps/s	4.1515 KOps/s	$\color{#d91a1a}-0.07\%$
test_vmap_mlp_speed_decorator[True-True]	1.2228ms	1.0059ms	994.1765 Ops/s	980.7977 Ops/s	$\color{#35bf28}+1.36\%$
test_vmap_mlp_speed_decorator[True-False]	1.2194ms	1.0062ms	993.8243 Ops/s	979.7948 Ops/s	$\color{#35bf28}+1.43\%$
test_vmap_mlp_speed_decorator[False-True]	0.9314ms	0.7148ms	1.3990 KOps/s	1.3789 KOps/s	$\color{#35bf28}+1.46\%$
test_vmap_mlp_speed_decorator[False-False]	0.9219ms	0.7149ms	1.3989 KOps/s	1.3774 KOps/s	$\color{#35bf28}+1.56\%$
test_vmap_transformer_speed_decorator[True-True]	21.4270ms	20.6556ms	48.4130 Ops/s	48.2131 Ops/s	$\color{#35bf28}+0.41\%$
test_vmap_transformer_speed_decorator[True-False]	21.4246ms	20.6272ms	48.4796 Ops/s	48.2227 Ops/s	$\color{#35bf28}+0.53\%$
test_vmap_transformer_speed_decorator[False-True]	20.3461ms	20.2258ms	49.4417 Ops/s	49.1804 Ops/s	$\color{#35bf28}+0.53\%$
test_vmap_transformer_speed_decorator[False-False]	20.4225ms	20.2454ms	49.3939 Ops/s	49.1266 Ops/s	$\color{#35bf28}+0.54\%$
test_to_module_speed[True]	1.6519ms	1.5649ms	639.0275 Ops/s	640.4114 Ops/s	$\color{#d91a1a}-0.22\%$
test_to_module_speed[False]	1.6314ms	1.5438ms	647.7508 Ops/s	648.9736 Ops/s	$\color{#d91a1a}-0.19\%$
test_to_module_plain_tensor_speed[None]	2.1540ms	1.6601ms	602.3879 Ops/s	600.3357 Ops/s	$\color{#35bf28}+0.34\%$
test_to_module_plain_tensor_speed[False]	3.0983ms	1.5141ms	660.4558 Ops/s	659.5568 Ops/s	$\color{#35bf28}+0.14\%$
test_to_module_plain_tensor_speed[True]	3.9088ms	3.2327ms	309.3365 Ops/s	309.6274 Ops/s	$\color{#d91a1a}-0.09\%$
test_tc_init	70.9730μs	42.0543μs	23.7788 KOps/s	24.0740 KOps/s	$\color{#d91a1a}-1.23\%$
test_tc_init_tensor_only	37.8110μs	8.5807μs	116.5405 KOps/s	119.2771 KOps/s	$\color{#d91a1a}-2.29\%$
test_tc_init_nested	0.1170ms	83.8002μs	11.9331 KOps/s	12.4148 KOps/s	$\color{#d91a1a}-3.88\%$
test_tc_init_many_fields	42.4420μs	14.2871μs	69.9933 KOps/s	72.2686 KOps/s	$\color{#d91a1a}-3.15\%$
test_tc_first_layer_tensor	25.3510μs	1.7099μs	584.8297 KOps/s	597.6228 KOps/s	$\color{#d91a1a}-2.14\%$
test_tc_first_layer_tensor_only	2.5301μs	0.3867μs	2.5860 MOps/s	2.6524 MOps/s	$\color{#d91a1a}-2.51\%$
test_tc_first_layer_tensor_set	27.6710μs	3.7724μs	265.0824 KOps/s	270.9143 KOps/s	$\color{#d91a1a}-2.15\%$
test_tc_first_layer_tensor_only_set	25.1510μs	3.1235μs	320.1577 KOps/s	322.3201 KOps/s	$\color{#d91a1a}-0.67\%$
test_tc_first_layer_nontensor	29.4710μs	5.8645μs	170.5187 KOps/s	176.0623 KOps/s	$\color{#d91a1a}-3.15\%$
test_tc_second_layer_tensor	25.0110μs	4.1796μs	239.2582 KOps/s	245.3109 KOps/s	$\color{#d91a1a}-2.47\%$
test_tc_second_layer_nontensor	32.4310μs	8.2799μs	120.7742 KOps/s	125.1706 KOps/s	$\color{#d91a1a}-3.51\%$
test_unbind	0.2719s	13.4046ms	74.6011 Ops/s	68.3069 Ops/s	$\textbf{\color{#35bf28}+9.21\%}$
test_full_like	4.5369ms	4.3577ms	229.4774 Ops/s	227.5818 Ops/s	$\color{#35bf28}+0.83\%$
test_zeros_like	4.5267ms	4.3477ms	230.0092 Ops/s	231.7961 Ops/s	$\color{#d91a1a}-0.77\%$
test_ones_like	4.8166ms	4.3617ms	229.2668 Ops/s	228.2162 Ops/s	$\color{#35bf28}+0.46\%$
test_clone	6.6968ms	6.5074ms	153.6703 Ops/s	153.0174 Ops/s	$\color{#35bf28}+0.43\%$
test_squeeze	82.3430μs	13.9193μs	71.8424 KOps/s	73.2635 KOps/s	$\color{#d91a1a}-1.94\%$
test_unsqueeze	0.1671ms	0.1088ms	9.1904 KOps/s	9.3036 KOps/s	$\color{#d91a1a}-1.22\%$
test_split	0.2392ms	0.1722ms	5.8068 KOps/s	5.7583 KOps/s	$\color{#35bf28}+0.84\%$
test_permute	0.2395ms	0.1880ms	5.3202 KOps/s	5.3361 KOps/s	$\color{#d91a1a}-0.30\%$
test_stack	18.8263ms	18.3966ms	54.3578 Ops/s	19.2963 Ops/s	$\textbf{\color{#35bf28}+181.70\%}$
test_cat	18.6305ms	18.3129ms	54.6062 Ops/s	19.3042 Ops/s	$\textbf{\color{#35bf28}+182.87\%}$
test_sequential_tensordict	0.7561ms	0.5465ms	1.8299 KOps/s	1.7894 KOps/s	$\color{#35bf28}+2.27\%$
test_sequential_graph_module	0.2320ms	0.1145ms	8.7317 KOps/s	8.4280 KOps/s	$\color{#35bf28}+3.60\%$
test_nested_tensordict	1.1113ms	0.7871ms	1.2705 KOps/s	1.2539 KOps/s	$\color{#35bf28}+1.32\%$
test_nested_graph_module	0.5403ms	0.1276ms	7.8346 KOps/s	8.0896 KOps/s	$\color{#d91a1a}-3.15\%$

[github-actions]

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

Total Benchmarks: 344. Improved: $\large\color{#35bf28}13$. Worsened: $\large\color{#d91a1a}11$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_collector_preallocated_write[stack_out-cpu-32-2]	0.2120ms	0.1706ms	5.8624 KOps/s	5.8580 KOps/s	$\color{#35bf28}+0.08\%$
test_collector_preallocated_write[stack_out-cpu-32-8]	0.3812ms	0.3013ms	3.3189 KOps/s	3.3589 KOps/s	$\color{#d91a1a}-1.19\%$
test_collector_preallocated_write[stack_out-cpu-32-32]	0.8792ms	0.7929ms	1.2612 KOps/s	1.2610 KOps/s	$\color{#35bf28}+0.02\%$
test_collector_preallocated_write[stack_out-cpu-4096-2]	0.4036ms	0.3445ms	2.9026 KOps/s	2.8907 KOps/s	$\color{#35bf28}+0.41\%$
test_collector_preallocated_write[stack_out-cpu-4096-8]	1.5932ms	1.1684ms	855.8917 Ops/s	912.7741 Ops/s	$\textbf{\color{#d91a1a}-6.23\%}$
test_collector_preallocated_write[stack_out-cpu-4096-32]	7.4182ms	7.2530ms	137.8735 Ops/s	137.2335 Ops/s	$\color{#35bf28}+0.47\%$
test_collector_preallocated_write[stack_out-cuda-32-2]	0.2869ms	0.2509ms	3.9853 KOps/s	3.9790 KOps/s	$\color{#35bf28}+0.16\%$
test_collector_preallocated_write[stack_out-cuda-32-8]	0.4563ms	0.3749ms	2.6673 KOps/s	2.6696 KOps/s	$\color{#d91a1a}-0.09\%$
test_collector_preallocated_write[stack_out-cuda-32-32]	0.9067ms	0.8326ms	1.2011 KOps/s	1.2047 KOps/s	$\color{#d91a1a}-0.30\%$
test_collector_preallocated_write[stack_out-cuda-4096-2]	0.3229ms	0.2521ms	3.9664 KOps/s	4.0040 KOps/s	$\color{#d91a1a}-0.94\%$
test_collector_preallocated_write[stack_out-cuda-4096-8]	0.4386ms	0.3764ms	2.6571 KOps/s	2.6748 KOps/s	$\color{#d91a1a}-0.66\%$
test_collector_preallocated_write[stack_out-cuda-4096-32]	0.9540ms	0.8919ms	1.1212 KOps/s	1.1198 KOps/s	$\color{#35bf28}+0.13\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2]	0.2715ms	0.2127ms	4.7018 KOps/s	4.6174 KOps/s	$\color{#35bf28}+1.83\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8]	0.8964ms	0.8157ms	1.2259 KOps/s	1.1850 KOps/s	$\color{#35bf28}+3.45\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32]	3.3717ms	3.2377ms	308.8651 Ops/s	300.5790 Ops/s	$\color{#35bf28}+2.76\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2]	0.7546ms	0.3662ms	2.7304 KOps/s	2.6077 KOps/s	$\color{#35bf28}+4.71\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8]	1.8619ms	1.6863ms	593.0143 Ops/s	593.5662 Ops/s	$\color{#d91a1a}-0.09\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32]	10.6202ms	10.1822ms	98.2103 Ops/s	98.3369 Ops/s	$\color{#d91a1a}-0.13\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2]	0.4304ms	0.3967ms	2.5207 KOps/s	2.5413 KOps/s	$\color{#d91a1a}-0.81\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8]	1.5161ms	1.4752ms	677.8943 Ops/s	677.3331 Ops/s	$\color{#35bf28}+0.08\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32]	6.1859ms	5.8064ms	172.2228 Ops/s	174.3600 Ops/s	$\color{#d91a1a}-1.23\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2]	0.4817ms	0.3967ms	2.5209 KOps/s	2.5203 KOps/s	$\color{#35bf28}+0.02\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8]	1.6102ms	1.4902ms	671.0505 Ops/s	677.7452 Ops/s	$\color{#d91a1a}-0.99\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32]	5.9068ms	5.8531ms	170.8501 Ops/s	169.0513 Ops/s	$\color{#35bf28}+1.06\%$
test_collector_preallocated_write[copy_at-cpu-32-2]	0.5499ms	0.1745ms	5.7302 KOps/s	5.8363 KOps/s	$\color{#d91a1a}-1.82\%$
test_collector_preallocated_write[copy_at-cpu-32-8]	0.7213ms	0.6817ms	1.4669 KOps/s	1.4885 KOps/s	$\color{#d91a1a}-1.45\%$
test_collector_preallocated_write[copy_at-cpu-32-32]	2.7798ms	2.6794ms	373.2210 Ops/s	375.0141 Ops/s	$\color{#d91a1a}-0.48\%$
test_collector_preallocated_write[copy_at-cpu-4096-2]	0.3906ms	0.3218ms	3.1072 KOps/s	3.1329 KOps/s	$\color{#d91a1a}-0.82\%$
test_collector_preallocated_write[copy_at-cpu-4096-8]	2.0157ms	1.6007ms	624.7396 Ops/s	693.4632 Ops/s	$\textbf{\color{#d91a1a}-9.91\%}$
test_collector_preallocated_write[copy_at-cpu-4096-32]	9.8721ms	9.4480ms	105.8427 Ops/s	105.9007 Ops/s	$\color{#d91a1a}-0.05\%$
test_collector_preallocated_write[copy_at-cuda-32-2]	0.4096ms	0.3284ms	3.0455 KOps/s	3.0910 KOps/s	$\color{#d91a1a}-1.47\%$
test_collector_preallocated_write[copy_at-cuda-32-8]	1.3214ms	1.2224ms	818.0420 Ops/s	829.7908 Ops/s	$\color{#d91a1a}-1.42\%$
test_collector_preallocated_write[copy_at-cuda-32-32]	4.8676ms	4.7770ms	209.3357 Ops/s	212.8142 Ops/s	$\color{#d91a1a}-1.63\%$
test_collector_preallocated_write[copy_at-cuda-4096-2]	0.3755ms	0.3293ms	3.0364 KOps/s	3.0596 KOps/s	$\color{#d91a1a}-0.76\%$
test_collector_preallocated_write[copy_at-cuda-4096-8]	1.2871ms	1.2261ms	815.5625 Ops/s	825.9302 Ops/s	$\color{#d91a1a}-1.26\%$
test_collector_preallocated_write[copy_at-cuda-4096-32]	4.8378ms	4.7999ms	208.3393 Ops/s	211.2471 Ops/s	$\color{#d91a1a}-1.38\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2]	0.1692ms	0.1228ms	8.1433 KOps/s	8.2228 KOps/s	$\color{#d91a1a}-0.97\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8]	0.5399ms	0.4810ms	2.0789 KOps/s	2.0946 KOps/s	$\color{#d91a1a}-0.75\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32]	1.9676ms	1.9148ms	522.2610 Ops/s	525.7019 Ops/s	$\color{#d91a1a}-0.65\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2]	0.3403ms	0.2535ms	3.9453 KOps/s	3.8238 KOps/s	$\color{#35bf28}+3.18\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8]	1.7675ms	1.3030ms	767.4414 Ops/s	806.3492 Ops/s	$\color{#d91a1a}-4.83\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32]	8.7396ms	8.5192ms	117.3813 Ops/s	117.7381 Ops/s	$\color{#d91a1a}-0.30\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2]	0.3581ms	0.2846ms	3.5136 KOps/s	3.6296 KOps/s	$\color{#d91a1a}-3.20\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8]	1.1159ms	1.0584ms	944.8657 Ops/s	977.8719 Ops/s	$\color{#d91a1a}-3.38\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32]	4.2584ms	4.1358ms	241.7927 Ops/s	250.8317 Ops/s	$\color{#d91a1a}-3.60\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2]	0.3662ms	0.2847ms	3.5123 KOps/s	3.6164 KOps/s	$\color{#d91a1a}-2.88\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8]	1.1321ms	1.0536ms	949.1286 Ops/s	974.1044 Ops/s	$\color{#d91a1a}-2.56\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32]	4.2382ms	4.1530ms	240.7871 Ops/s	248.3275 Ops/s	$\color{#d91a1a}-3.04\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128]	16.8021ms	16.6180ms	60.1759 Ops/s	60.3966 Ops/s	$\color{#d91a1a}-0.37\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256]	33.8056ms	33.6909ms	29.6816 Ops/s	29.9865 Ops/s	$\color{#d91a1a}-1.02\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128]	83.6792ms	83.3364ms	11.9996 Ops/s	11.9365 Ops/s	$\color{#35bf28}+0.53\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256]	0.1987s	0.1982s	5.0457 Ops/s	5.1243 Ops/s	$\color{#d91a1a}-1.53\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128]	15.9663ms	14.2077ms	70.3845 Ops/s	72.2602 Ops/s	$\color{#d91a1a}-2.60\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256]	27.7469ms	27.6329ms	36.1888 Ops/s	36.6513 Ops/s	$\color{#d91a1a}-1.26\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128]	14.3817ms	14.3236ms	69.8147 Ops/s	70.9991 Ops/s	$\color{#d91a1a}-1.67\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256]	28.1512ms	28.0169ms	35.6928 Ops/s	36.1474 Ops/s	$\color{#d91a1a}-1.26\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128]	51.8252ms	51.5778ms	19.3882 Ops/s	18.7936 Ops/s	$\color{#35bf28}+3.16\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256]	0.1055s	0.1043s	9.5868 Ops/s	9.1334 Ops/s	$\color{#35bf28}+4.96\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128]	0.1451s	0.1442s	6.9334 Ops/s	7.0012 Ops/s	$\color{#d91a1a}-0.97\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256]	0.3220s	0.3211s	3.1143 Ops/s	3.1001 Ops/s	$\color{#35bf28}+0.46\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128]	74.5080ms	74.3611ms	13.4479 Ops/s	13.2343 Ops/s	$\color{#35bf28}+1.61\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256]	0.1502s	0.1493s	6.7001 Ops/s	6.8270 Ops/s	$\color{#d91a1a}-1.86\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128]	76.1062ms	75.6824ms	13.2131 Ops/s	13.2444 Ops/s	$\color{#d91a1a}-0.24\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256]	0.1507s	0.1506s	6.6395 Ops/s	6.3401 Ops/s	$\color{#35bf28}+4.72\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128]	30.8838ms	30.7121ms	32.5604 Ops/s	33.1298 Ops/s	$\color{#d91a1a}-1.72\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256]	62.3169ms	62.2109ms	16.0743 Ops/s	16.3556 Ops/s	$\color{#d91a1a}-1.72\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128]	0.1191s	0.1189s	8.4089 Ops/s	8.5389 Ops/s	$\color{#d91a1a}-1.52\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256]	0.2695s	0.2693s	3.7127 Ops/s	3.8486 Ops/s	$\color{#d91a1a}-3.53\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128]	44.2360ms	44.1677ms	22.6410 Ops/s	23.1607 Ops/s	$\color{#d91a1a}-2.24\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256]	88.5927ms	88.3798ms	11.3148 Ops/s	11.6014 Ops/s	$\color{#d91a1a}-2.47\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128]	44.4966ms	44.3687ms	22.5384 Ops/s	22.9441 Ops/s	$\color{#d91a1a}-1.77\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256]	89.1194ms	88.8726ms	11.2521 Ops/s	11.5187 Ops/s	$\color{#d91a1a}-2.32\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128]	20.8651ms	20.7404ms	48.2152 Ops/s	48.5085 Ops/s	$\color{#d91a1a}-0.60\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256]	42.4706ms	42.2943ms	23.6438 Ops/s	23.8449 Ops/s	$\color{#d91a1a}-0.84\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128]	0.1075s	0.1069s	9.3558 Ops/s	9.4291 Ops/s	$\color{#d91a1a}-0.78\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256]	0.2461s	0.2457s	4.0706 Ops/s	4.2369 Ops/s	$\color{#d91a1a}-3.93\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128]	38.1247ms	37.9663ms	26.3391 Ops/s	25.7531 Ops/s	$\color{#35bf28}+2.28\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256]	76.3881ms	75.8634ms	13.1816 Ops/s	12.7942 Ops/s	$\color{#35bf28}+3.03\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128]	38.3629ms	37.9968ms	26.3180 Ops/s	25.7866 Ops/s	$\color{#35bf28}+2.06\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256]	76.2466ms	76.0127ms	13.1557 Ops/s	12.7521 Ops/s	$\color{#35bf28}+3.17\%$
test_plain_set_nested	34.8000μs	15.0208μs	66.5745 KOps/s	66.3174 KOps/s	$\color{#35bf28}+0.39\%$
test_plain_set_stack_nested	54.3500μs	14.4322μs	69.2897 KOps/s	66.6381 KOps/s	$\color{#35bf28}+3.98\%$
test_plain_set_nested_inplace	47.3400μs	16.4574μs	60.7630 KOps/s	60.5224 KOps/s	$\color{#35bf28}+0.40\%$
test_plain_set_stack_nested_inplace	68.2010μs	16.0097μs	62.4620 KOps/s	61.4705 KOps/s	$\color{#35bf28}+1.61\%$
test_items	26.3300μs	5.9953μs	166.7962 KOps/s	165.3557 KOps/s	$\color{#35bf28}+0.87\%$
test_items_nested	0.5184ms	0.4631ms	2.1594 KOps/s	2.1309 KOps/s	$\color{#35bf28}+1.34\%$
test_items_nested_locked	0.5129ms	0.4641ms	2.1547 KOps/s	2.1622 KOps/s	$\color{#d91a1a}-0.34\%$
test_items_nested_leaf	0.1320ms	98.9963μs	10.1014 KOps/s	10.0665 KOps/s	$\color{#35bf28}+0.35\%$
test_items_stack_nested	0.5168ms	0.4624ms	2.1625 KOps/s	2.1690 KOps/s	$\color{#d91a1a}-0.30\%$
test_items_stack_nested_leaf	0.1368ms	97.1609μs	10.2922 KOps/s	10.1984 KOps/s	$\color{#35bf28}+0.92\%$
test_items_stack_nested_locked	0.5021ms	0.4662ms	2.1449 KOps/s	2.1235 KOps/s	$\color{#35bf28}+1.01\%$
test_keys	32.0200μs	4.1991μs	238.1460 KOps/s	237.5605 KOps/s	$\color{#35bf28}+0.25\%$
test_keys_nested	0.1632ms	0.1299ms	7.6988 KOps/s	7.6180 KOps/s	$\color{#35bf28}+1.06\%$
test_keys_nested_locked	2.0690ms	0.1381ms	7.2410 KOps/s	7.1177 KOps/s	$\color{#35bf28}+1.73\%$
test_keys_nested_leaf	0.1570ms	0.1212ms	8.2520 KOps/s	8.1149 KOps/s	$\color{#35bf28}+1.69\%$
test_keys_stack_nested	0.1571ms	0.1300ms	7.6919 KOps/s	7.5755 KOps/s	$\color{#35bf28}+1.54\%$
test_keys_stack_nested_leaf	0.1777ms	0.1202ms	8.3195 KOps/s	8.2469 KOps/s	$\color{#35bf28}+0.88\%$
test_keys_stack_nested_locked	0.1870ms	0.1374ms	7.2797 KOps/s	7.2155 KOps/s	$\color{#35bf28}+0.89\%$
test_values	3.6440μs	1.0029μs	997.1513 KOps/s	991.0112 KOps/s	$\color{#35bf28}+0.62\%$
test_values_nested	75.1010μs	52.9279μs	18.8936 KOps/s	18.6128 KOps/s	$\color{#35bf28}+1.51\%$
test_values_nested_locked	0.1019ms	56.5150μs	17.6944 KOps/s	17.6439 KOps/s	$\color{#35bf28}+0.29\%$
test_values_nested_leaf	82.4310μs	60.5871μs	16.5052 KOps/s	16.0995 KOps/s	$\color{#35bf28}+2.52\%$
test_values_stack_nested	81.7120μs	52.5459μs	19.0310 KOps/s	18.6620 KOps/s	$\color{#35bf28}+1.98\%$
test_values_stack_nested_leaf	0.1044ms	60.4649μs	16.5385 KOps/s	16.3414 KOps/s	$\color{#35bf28}+1.21\%$
test_values_stack_nested_locked	93.2110μs	56.1316μs	17.8153 KOps/s	17.6094 KOps/s	$\color{#35bf28}+1.17\%$
test_membership	4.7952μs	0.8421μs	1.1875 MOps/s	1.2120 MOps/s	$\color{#d91a1a}-2.02\%$
test_membership_nested	46.9210μs	3.0060μs	332.6668 KOps/s	337.5210 KOps/s	$\color{#d91a1a}-1.44\%$
test_membership_nested_leaf	16.1900μs	2.9496μs	339.0248 KOps/s	349.8200 KOps/s	$\color{#d91a1a}-3.09\%$
test_membership_stacked_nested	35.8310μs	2.8554μs	350.2181 KOps/s	344.6828 KOps/s	$\color{#35bf28}+1.61\%$
test_membership_stacked_nested_leaf	40.7500μs	2.8736μs	347.9992 KOps/s	346.5653 KOps/s	$\color{#35bf28}+0.41\%$
test_membership_nested_last	41.5500μs	4.5112μs	221.6700 KOps/s	224.6798 KOps/s	$\color{#d91a1a}-1.34\%$
test_membership_nested_leaf_last	36.3500μs	4.5033μs	222.0603 KOps/s	226.2510 KOps/s	$\color{#d91a1a}-1.85\%$
test_membership_stacked_nested_last	25.4100μs	4.3101μs	232.0107 KOps/s	230.1926 KOps/s	$\color{#35bf28}+0.79\%$
test_membership_stacked_nested_leaf_last	36.2300μs	4.2983μs	232.6495 KOps/s	232.5503 KOps/s	$\color{#35bf28}+0.04\%$
test_nested_getleaf	50.5510μs	21.5733μs	46.3535 KOps/s	47.8393 KOps/s	$\color{#d91a1a}-3.11\%$
test_nested_get	49.2710μs	20.4295μs	48.9488 KOps/s	50.1149 KOps/s	$\color{#d91a1a}-2.33\%$
test_stacked_getleaf	51.9700μs	21.3486μs	46.8415 KOps/s	47.2590 KOps/s	$\color{#d91a1a}-0.88\%$
test_stacked_get	79.0320μs	20.1940μs	49.5197 KOps/s	49.8232 KOps/s	$\color{#d91a1a}-0.61\%$
test_nested_getitemleaf	61.0600μs	22.3049μs	44.8331 KOps/s	45.2641 KOps/s	$\color{#d91a1a}-0.95\%$
test_nested_getitem	81.8210μs	21.2789μs	46.9948 KOps/s	48.0726 KOps/s	$\color{#d91a1a}-2.24\%$
test_stacked_getitemleaf	0.1139ms	21.8569μs	45.7522 KOps/s	46.1931 KOps/s	$\color{#d91a1a}-0.95\%$
test_stacked_getitem	48.6000μs	20.7591μs	48.1716 KOps/s	48.5422 KOps/s	$\color{#d91a1a}-0.76\%$
test_lock_nested	4.7030ms	0.5182ms	1.9299 KOps/s	1.9477 KOps/s	$\color{#d91a1a}-0.92\%$
test_lock_stack_nested	0.5851ms	0.5174ms	1.9329 KOps/s	1.9580 KOps/s	$\color{#d91a1a}-1.28\%$
test_unlock_nested	0.4818ms	0.4060ms	2.4628 KOps/s	2.4896 KOps/s	$\color{#d91a1a}-1.08\%$
test_unlock_stack_nested	0.5434ms	0.4085ms	2.4482 KOps/s	2.4756 KOps/s	$\color{#d91a1a}-1.11\%$
test_flatten_speed	0.2555ms	0.1227ms	8.1531 KOps/s	8.1153 KOps/s	$\color{#35bf28}+0.47\%$
test_unflatten_speed	0.6573ms	0.5624ms	1.7781 KOps/s	1.7674 KOps/s	$\color{#35bf28}+0.60\%$
test_common_ops	0.8495ms	0.7202ms	1.3885 KOps/s	1.4151 KOps/s	$\color{#d91a1a}-1.88\%$
test_creation	73.9610μs	3.1729μs	315.1674 KOps/s	315.3046 KOps/s	$\color{#d91a1a}-0.04\%$
test_creation_empty	45.9610μs	6.9942μs	142.9747 KOps/s	142.9332 KOps/s	$\color{#35bf28}+0.03\%$
test_creation_nested_1	34.2410μs	11.5391μs	86.6618 KOps/s	87.2394 KOps/s	$\color{#d91a1a}-0.66\%$
test_creation_nested_2	35.7500μs	13.5283μs	73.9191 KOps/s	74.2158 KOps/s	$\color{#d91a1a}-0.40\%$
test_creation_many_keys[10]	51.5710μs	21.0955μs	47.4035 KOps/s	48.0342 KOps/s	$\color{#d91a1a}-1.31\%$
test_creation_many_keys[50]	0.1364ms	91.4650μs	10.9331 KOps/s	11.0872 KOps/s	$\color{#d91a1a}-1.39\%$
test_creation_many_keys[100]	0.2482ms	0.1794ms	5.5744 KOps/s	5.6932 KOps/s	$\color{#d91a1a}-2.09\%$
test_creation_nested_many_keys[10]	88.2910μs	45.6269μs	21.9169 KOps/s	22.3034 KOps/s	$\color{#d91a1a}-1.73\%$
test_creation_nested_many_keys[50]	0.2451ms	0.1873ms	5.3394 KOps/s	5.4466 KOps/s	$\color{#d91a1a}-1.97\%$
test_clone	0.2836ms	13.6971μs	73.0081 KOps/s	74.4073 KOps/s	$\color{#d91a1a}-1.88\%$
test_getitem[int]	1.4304ms	15.5674μs	64.2367 KOps/s	65.1188 KOps/s	$\color{#d91a1a}-1.35\%$
test_getitem[slice_int]	0.1617ms	24.7321μs	40.4334 KOps/s	40.4256 KOps/s	$\color{#35bf28}+0.02\%$
test_getitem[range]	0.1774ms	64.5113μs	15.5012 KOps/s	15.7099 KOps/s	$\color{#d91a1a}-1.33\%$
test_getitem[tuple]	0.1462ms	24.7616μs	40.3851 KOps/s	41.6422 KOps/s	$\color{#d91a1a}-3.02\%$
test_getitem[list]	0.1987ms	60.0112μs	16.6636 KOps/s	16.9653 KOps/s	$\color{#d91a1a}-1.78\%$
test_setitem_dim[int]	47.4510μs	26.1985μs	38.1701 KOps/s	38.3997 KOps/s	$\color{#d91a1a}-0.60\%$
test_setitem_dim[slice_int]	69.8510μs	43.7010μs	22.8828 KOps/s	22.0309 KOps/s	$\color{#35bf28}+3.87\%$
test_setitem_dim[range]	0.1257ms	96.8523μs	10.3250 KOps/s	9.9574 KOps/s	$\color{#35bf28}+3.69\%$
test_setitem_dim[tuple]	61.0010μs	40.3742μs	24.7683 KOps/s	25.4600 KOps/s	$\color{#d91a1a}-2.72\%$
test_setitem	60.6600μs	18.1006μs	55.2468 KOps/s	56.3803 KOps/s	$\color{#d91a1a}-2.01\%$
test_set	52.4610μs	17.2879μs	57.8438 KOps/s	57.8929 KOps/s	$\color{#d91a1a}-0.08\%$
test_set_shared	0.5460ms	0.2134ms	4.6851 KOps/s	4.7777 KOps/s	$\color{#d91a1a}-1.94\%$
test_update	0.1930ms	22.0716μs	45.3072 KOps/s	45.6624 KOps/s	$\color{#d91a1a}-0.78\%$
test_update_nested	73.3510μs	34.2408μs	29.2049 KOps/s	28.2980 KOps/s	$\color{#35bf28}+3.20\%$
test_update__nested	0.4780ms	33.5569μs	29.8001 KOps/s	28.0664 KOps/s	$\textbf{\color{#35bf28}+6.18\%}$
test_set_nested	54.7500μs	18.8786μs	52.9700 KOps/s	49.0186 KOps/s	$\textbf{\color{#35bf28}+8.06\%}$
test_set_nested_new	64.9510μs	23.6581μs	42.2689 KOps/s	41.9607 KOps/s	$\color{#35bf28}+0.73\%$
test_select	75.0310μs	40.2854μs	24.8229 KOps/s	24.5744 KOps/s	$\color{#35bf28}+1.01\%$
test_select_nested	0.1062ms	73.6230μs	13.5827 KOps/s	13.3857 KOps/s	$\color{#35bf28}+1.47\%$
test_exclude_nested	0.1345ms	89.2759μs	11.2012 KOps/s	10.9615 KOps/s	$\color{#35bf28}+2.19\%$
test_empty[True]	0.4887ms	0.3948ms	2.5327 KOps/s	2.4939 KOps/s	$\color{#35bf28}+1.56\%$
test_empty[False]	9.5700μs	1.3781μs	725.6500 KOps/s	714.7355 KOps/s	$\color{#35bf28}+1.53\%$
test_to	0.1102ms	70.3645μs	14.2117 KOps/s	14.2492 KOps/s	$\color{#d91a1a}-0.26\%$
test_to_nonblocking	0.1086ms	72.7350μs	13.7485 KOps/s	14.3135 KOps/s	$\color{#d91a1a}-3.95\%$
test_unbind_speed	0.3982ms	0.3466ms	2.8855 KOps/s	2.9524 KOps/s	$\color{#d91a1a}-2.27\%$
test_unbind_speed_stack0	0.4242ms	0.3429ms	2.9160 KOps/s	2.9835 KOps/s	$\color{#d91a1a}-2.26\%$
test_unbind_speed_stack1	0.8177ms	0.7770ms	1.2870 KOps/s	1.0457 KOps/s	$\textbf{\color{#35bf28}+23.08\%}$
test_split	1.2262ms	1.1491ms	870.2700 Ops/s	869.1757 Ops/s	$\color{#35bf28}+0.13\%$
test_chunk	0.1139s	1.2227ms	817.8429 Ops/s	911.4879 Ops/s	$\textbf{\color{#d91a1a}-10.27\%}$
test_to_cpu_blocking	20.2238ms	20.1239ms	49.6921 Ops/s	49.5832 Ops/s	$\color{#35bf28}+0.22\%$
test_to_cpu_global_sync	12.0148ms	11.9240ms	83.8642 Ops/s	85.4511 Ops/s	$\color{#d91a1a}-1.86\%$
test_to_cpu_event_sync	15.1112ms	12.9884ms	76.9915 Ops/s	70.3052 Ops/s	$\textbf{\color{#35bf28}+9.51\%}$
test_to_cpu_default	0.1269s	14.4787ms	69.0671 Ops/s	78.4840 Ops/s	$\textbf{\color{#d91a1a}-12.00\%}$
test_consolidate[False-None]	4.6492ms	4.2161ms	237.1865 Ops/s	241.1273 Ops/s	$\color{#d91a1a}-1.63\%$
test_consolidate[default-None]	3.4828ms	2.2031ms	453.9083 Ops/s	460.8513 Ops/s	$\color{#d91a1a}-1.51\%$
test_consolidate[reduce-overhead-None]	3.4633ms	2.1265ms	470.2652 Ops/s	474.8541 Ops/s	$\color{#d91a1a}-0.97\%$
test_consolidate_njt[False-None]	8.8756ms	8.5818ms	116.5250 Ops/s	117.5238 Ops/s	$\color{#d91a1a}-0.85\%$
test_to[False-False-None]	2.2850ms	2.1967ms	455.2243 Ops/s	462.4451 Ops/s	$\color{#d91a1a}-1.56\%$
test_to[True-False-None]	2.2306ms	1.9395ms	515.5896 Ops/s	523.8157 Ops/s	$\color{#d91a1a}-1.57\%$
test_to[within-False-None]	6.3396ms	6.3006ms	158.7151 Ops/s	161.3084 Ops/s	$\color{#d91a1a}-1.61\%$
test_to[True-default-None]	10.9175ms	10.8090ms	92.5155 Ops/s	92.4697 Ops/s	$\color{#35bf28}+0.05\%$
test_to_njt[False-False-None]	8.8057ms	8.6348ms	115.8102 Ops/s	115.2021 Ops/s	$\color{#35bf28}+0.53\%$
test_to_njt[True-False-None]	7.2443ms	6.9917ms	143.0265 Ops/s	145.1407 Ops/s	$\color{#d91a1a}-1.46\%$
test_to_njt[within-False-None]	15.7723ms	15.5363ms	64.3656 Ops/s	64.5994 Ops/s	$\color{#d91a1a}-0.36\%$
test_creation[device0]	0.5060ms	0.1173ms	8.5253 KOps/s	8.6309 KOps/s	$\color{#d91a1a}-1.22\%$
test_creation_from_tensor	0.4487ms	0.1171ms	8.5387 KOps/s	8.8689 KOps/s	$\color{#d91a1a}-3.72\%$
test_add_one[memmap_tensor0]	0.3304ms	6.9657μs	143.5602 KOps/s	146.8423 KOps/s	$\color{#d91a1a}-2.24\%$
test_contiguous[memmap_tensor0]	17.8000μs	0.6501μs	1.5383 MOps/s	2.2098 MOps/s	$\textbf{\color{#d91a1a}-30.39\%}$
test_stack[memmap_tensor0]	36.2710μs	4.4144μs	226.5315 KOps/s	235.1209 KOps/s	$\color{#d91a1a}-3.65\%$
test_memmaptd_index	1.2848ms	0.2809ms	3.5603 KOps/s	3.6669 KOps/s	$\color{#d91a1a}-2.91\%$
test_memmaptd_index_astensor	0.5388ms	0.3829ms	2.6115 KOps/s	2.6290 KOps/s	$\color{#d91a1a}-0.67\%$
test_memmaptd_index_op	0.8028ms	0.6492ms	1.5404 KOps/s	1.5593 KOps/s	$\color{#d91a1a}-1.21\%$
test_serialize_model	0.1380s	0.1349s	7.4142 Ops/s	7.3735 Ops/s	$\color{#35bf28}+0.55\%$
test_serialize_model_pickle	1.3476s	1.2103s	0.8263 Ops/s	0.8264 Ops/s	$\color{#d91a1a}-0.02\%$
test_serialize_weights	0.1360s	0.1338s	7.4759 Ops/s	7.4920 Ops/s	$\color{#d91a1a}-0.21\%$
test_serialize_weights_returnearly	0.4782s	90.3003ms	11.0742 Ops/s	10.8098 Ops/s	$\color{#35bf28}+2.45\%$
test_serialize_weights_pickle	1.3478s	1.2138s	0.8238 Ops/s	0.8230 Ops/s	$\color{#35bf28}+0.10\%$
test_reshape_pytree	0.2095ms	33.2099μs	30.1115 KOps/s	30.4345 KOps/s	$\color{#d91a1a}-1.06\%$
test_reshape_td	71.6910μs	45.3436μs	22.0538 KOps/s	21.9047 KOps/s	$\color{#35bf28}+0.68\%$
test_view_pytree	0.2330ms	32.7054μs	30.5760 KOps/s	30.6824 KOps/s	$\color{#d91a1a}-0.35\%$
test_view_td	0.1056ms	54.1987μs	18.4506 KOps/s	18.1768 KOps/s	$\color{#35bf28}+1.51\%$
test_unbind_pytree	0.2335ms	37.3659μs	26.7624 KOps/s	26.9836 KOps/s	$\color{#d91a1a}-0.82\%$
test_unbind_td	84.6910μs	52.7866μs	18.9442 KOps/s	19.7850 KOps/s	$\color{#d91a1a}-4.25\%$
test_split_pytree	0.2302ms	42.8962μs	23.3121 KOps/s	23.8261 KOps/s	$\color{#d91a1a}-2.16\%$
test_split_td	0.1255ms	67.2117μs	14.8784 KOps/s	15.0900 KOps/s	$\color{#d91a1a}-1.40\%$
test_add_pytree	0.2506ms	43.0619μs	23.2224 KOps/s	23.3690 KOps/s	$\color{#d91a1a}-0.63\%$
test_add_td	0.1087ms	55.0038μs	18.1806 KOps/s	18.1313 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_add_one_nested[tensordict-compile]	0.3176ms	0.2333ms	4.2865 KOps/s	4.2628 KOps/s	$\color{#35bf28}+0.56\%$
test_compile_add_one_nested[tensordict-eager]	0.3245ms	0.2028ms	4.9314 KOps/s	4.9837 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_add_one_nested[pytree-compile]	0.2959ms	0.1349ms	7.4103 KOps/s	7.2138 KOps/s	$\color{#35bf28}+2.72\%$
test_compile_add_one_nested[pytree-eager]	0.4826ms	0.1821ms	5.4916 KOps/s	5.5147 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_copy_nested[tensordict-compile]	69.8910μs	15.8707μs	63.0093 KOps/s	67.7466 KOps/s	$\textbf{\color{#d91a1a}-6.99\%}$
test_compile_copy_nested[tensordict-eager]	0.3424ms	53.8080μs	18.5846 KOps/s	18.6400 KOps/s	$\color{#d91a1a}-0.30\%$
test_compile_copy_nested[pytree-compile]	0.1620ms	15.6790μs	63.7796 KOps/s	65.0856 KOps/s	$\color{#d91a1a}-2.01\%$
test_compile_copy_nested[pytree-eager]	0.4185ms	68.8552μs	14.5232 KOps/s	14.5100 KOps/s	$\color{#35bf28}+0.09\%$
test_compile_add_one_flat[tensordict-compile]	0.4991ms	0.2575ms	3.8840 KOps/s	3.7734 KOps/s	$\color{#35bf28}+2.93\%$
test_compile_add_one_flat[tensordict-eager]	0.3312ms	0.2863ms	3.4927 KOps/s	3.4888 KOps/s	$\color{#35bf28}+0.11\%$
test_compile_add_one_flat[tensorclass-compile]	0.3152ms	0.1899ms	5.2664 KOps/s	5.0810 KOps/s	$\color{#35bf28}+3.65\%$
test_compile_add_one_flat[tensorclass-eager]	0.1354ms	74.7454μs	13.3787 KOps/s	13.4374 KOps/s	$\color{#d91a1a}-0.44\%$
test_compile_add_one_flat[pytree-compile]	0.2617ms	0.1942ms	5.1503 KOps/s	4.9693 KOps/s	$\color{#35bf28}+3.64\%$
test_compile_add_one_flat[pytree-eager]	0.8169ms	0.5459ms	1.8318 KOps/s	1.9070 KOps/s	$\color{#d91a1a}-3.95\%$
test_compile_add_self_flat[tensordict-eager]	0.3894ms	0.3364ms	2.9729 KOps/s	2.9122 KOps/s	$\color{#35bf28}+2.08\%$
test_compile_add_self_flat[tensordict-compile]	0.3982ms	0.2525ms	3.9611 KOps/s	3.6012 KOps/s	$\textbf{\color{#35bf28}+9.99\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1357ms	90.8207μs	11.0107 KOps/s	11.0766 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_self_flat[tensorclass-compile]	0.3740ms	0.1909ms	5.2395 KOps/s	4.8575 KOps/s	$\textbf{\color{#35bf28}+7.87\%}$
test_compile_add_self_flat[pytree-eager]	0.7046ms	0.4395ms	2.2751 KOps/s	2.3108 KOps/s	$\color{#d91a1a}-1.54\%$
test_compile_add_self_flat[pytree-compile]	0.2723ms	0.1932ms	5.1762 KOps/s	4.9737 KOps/s	$\color{#35bf28}+4.07\%$
test_compile_copy_flat[tensordict-compile]	57.1410μs	19.2957μs	51.8250 KOps/s	50.1438 KOps/s	$\color{#35bf28}+3.35\%$
test_compile_copy_flat[tensordict-eager]	79.1210μs	41.4058μs	24.1512 KOps/s	24.2454 KOps/s	$\color{#d91a1a}-0.39\%$
test_compile_copy_flat[pytree-compile]	0.2135ms	21.4722μs	46.5718 KOps/s	45.7515 KOps/s	$\color{#35bf28}+1.79\%$
test_compile_copy_flat[pytree-eager]	0.3471ms	52.4489μs	19.0662 KOps/s	19.1096 KOps/s	$\color{#d91a1a}-0.23\%$
test_compile_assign_and_add[tensordict-compile]	2.1926ms	0.2423ms	4.1268 KOps/s	3.8468 KOps/s	$\textbf{\color{#35bf28}+7.28\%}$
test_compile_assign_and_add[tensordict-eager]	3.5371ms	3.3721ms	296.5472 Ops/s	302.3202 Ops/s	$\color{#d91a1a}-1.91\%$
test_compile_assign_and_add[pytree-compile]	2.1027ms	0.1824ms	5.4834 KOps/s	5.3334 KOps/s	$\color{#35bf28}+2.81\%$
test_compile_assign_and_add[pytree-eager]	3.0712ms	2.8649ms	349.0572 Ops/s	357.2708 Ops/s	$\color{#d91a1a}-2.30\%$
test_compile_indexing[tensor-tensordict-compile]	0.2890ms	0.1347ms	7.4239 KOps/s	6.8596 KOps/s	$\textbf{\color{#35bf28}+8.23\%}$
test_compile_indexing[tensor-tensordict-eager]	0.3838ms	76.0421μs	13.1506 KOps/s	12.8451 KOps/s	$\color{#35bf28}+2.38\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2738ms	0.1195ms	8.3685 KOps/s	7.8964 KOps/s	$\textbf{\color{#35bf28}+5.98\%}$
test_compile_indexing[tensor-tensorclass-eager]	0.3066ms	45.3974μs	22.0277 KOps/s	21.3533 KOps/s	$\color{#35bf28}+3.16\%$
test_compile_indexing[tensor-pytree-compile]	0.1632ms	0.1207ms	8.2854 KOps/s	7.8754 KOps/s	$\textbf{\color{#35bf28}+5.21\%}$
test_compile_indexing[tensor-pytree-eager]	0.2779ms	45.4620μs	21.9964 KOps/s	21.4173 KOps/s	$\color{#35bf28}+2.70\%$
test_compile_indexing[slice-tensordict-compile]	0.2320ms	84.2358μs	11.8714 KOps/s	11.4374 KOps/s	$\color{#35bf28}+3.79\%$
test_compile_indexing[slice-tensordict-eager]	0.2161ms	27.1292μs	36.8607 KOps/s	36.3531 KOps/s	$\color{#35bf28}+1.40\%$
test_compile_indexing[slice-tensorclass-compile]	0.2089ms	70.5845μs	14.1674 KOps/s	14.0897 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_indexing[slice-tensorclass-eager]	0.2720ms	22.8102μs	43.8400 KOps/s	44.8410 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_indexing[slice-pytree-compile]	0.1245ms	71.9974μs	13.8894 KOps/s	13.5674 KOps/s	$\color{#35bf28}+2.37\%$
test_compile_indexing[slice-pytree-eager]	0.2707ms	22.6933μs	44.0658 KOps/s	45.0308 KOps/s	$\color{#d91a1a}-2.14\%$
test_compile_indexing[int-tensordict-compile]	0.2845ms	85.0903μs	11.7522 KOps/s	11.5391 KOps/s	$\color{#35bf28}+1.85\%$
test_compile_indexing[int-tensordict-eager]	0.2084ms	27.6738μs	36.1353 KOps/s	36.9401 KOps/s	$\color{#d91a1a}-2.18\%$
test_compile_indexing[int-tensorclass-compile]	0.1374ms	71.7013μs	13.9467 KOps/s	13.9834 KOps/s	$\color{#d91a1a}-0.26\%$
test_compile_indexing[int-tensorclass-eager]	0.2582ms	22.6250μs	44.1989 KOps/s	44.9309 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[int-pytree-compile]	0.1213ms	72.0669μs	13.8760 KOps/s	14.0152 KOps/s	$\color{#d91a1a}-0.99\%$
test_compile_indexing[int-pytree-eager]	0.2692ms	22.6958μs	44.0610 KOps/s	45.3213 KOps/s	$\color{#d91a1a}-2.78\%$
test_compile_replace[single-eager]	88.3310μs	47.6886μs	20.9694 KOps/s	21.3040 KOps/s	$\color{#d91a1a}-1.57\%$
test_compile_replace[single-compile]	0.2508ms	0.1306ms	7.6543 KOps/s	7.2309 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_compile_replace[multi-eager]	0.6636ms	0.5742ms	1.7415 KOps/s	1.7797 KOps/s	$\color{#d91a1a}-2.15\%$
test_compile_replace[multi-compile]	0.2918ms	0.1389ms	7.1993 KOps/s	7.0375 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_tc_getattr_20[eager]	0.2386ms	0.1760ms	5.6830 KOps/s	6.0060 KOps/s	$\textbf{\color{#d91a1a}-5.38\%}$
test_compile_tc_getattr_20[compile]	0.3357ms	0.1486ms	6.7275 KOps/s	6.4720 KOps/s	$\color{#35bf28}+3.95\%$
test_compile_clone_shallow[20-eager]	47.9100μs	19.3916μs	51.5687 KOps/s	52.5009 KOps/s	$\color{#d91a1a}-1.78\%$
test_compile_clone_shallow[20-compile]	86.8910μs	17.0165μs	58.7666 KOps/s	59.6080 KOps/s	$\color{#d91a1a}-1.41\%$
test_compile_clone_shallow[40-eager]	78.1310μs	33.4707μs	29.8768 KOps/s	29.5281 KOps/s	$\color{#35bf28}+1.18\%$
test_compile_clone_shallow[40-compile]	87.4910μs	18.7112μs	53.4440 KOps/s	53.9590 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_clone_shallow[80-eager]	96.5910μs	62.1503μs	16.0900 KOps/s	15.9453 KOps/s	$\color{#35bf28}+0.91\%$
test_compile_clone_shallow[80-compile]	83.2410μs	22.5723μs	44.3021 KOps/s	45.5780 KOps/s	$\color{#d91a1a}-2.80\%$
test_compile_update_inplace[eager]	0.1095ms	63.2485μs	15.8106 KOps/s	16.2602 KOps/s	$\color{#d91a1a}-2.77\%$
test_compile_update_inplace[compile]	0.3327ms	0.1471ms	6.7961 KOps/s	6.6579 KOps/s	$\color{#35bf28}+2.08\%$
test_mod_add[eager]	0.2756ms	0.2282ms	4.3815 KOps/s	4.4461 KOps/s	$\color{#d91a1a}-1.45\%$
test_mod_add[compile]	0.3522ms	0.1338ms	7.4727 KOps/s	7.4964 KOps/s	$\color{#d91a1a}-0.32\%$
test_mod_add[compile-overhead]	0.4376ms	0.1783ms	5.6089 KOps/s	5.5691 KOps/s	$\color{#35bf28}+0.71\%$
test_mod_wrap[eager]	0.5546ms	0.4725ms	2.1166 KOps/s	2.0435 KOps/s	$\color{#35bf28}+3.58\%$
test_mod_wrap[compile]	0.4959ms	0.4106ms	2.4355 KOps/s	2.4976 KOps/s	$\color{#d91a1a}-2.48\%$
test_mod_wrap[compile-overhead]	8.1826ms	4.5538ms	219.5955 Ops/s	216.7850 Ops/s	$\color{#35bf28}+1.30\%$
test_mod_wrap_and_backward[eager]	2.2912ms	1.7123ms	584.0146 Ops/s	589.3963 Ops/s	$\color{#d91a1a}-0.91\%$
test_mod_wrap_and_backward[compile]	2.2595ms	1.5761ms	634.4764 Ops/s	652.3537 Ops/s	$\color{#d91a1a}-2.74\%$
test_mod_wrap_and_backward[compile-overhead]	1.3960ms	0.9465ms	1.0566 KOps/s	1.0453 KOps/s	$\color{#35bf28}+1.07\%$
test_seq_add[eager]	0.5761ms	0.5120ms	1.9533 KOps/s	1.9555 KOps/s	$\color{#d91a1a}-0.11\%$
test_seq_add[compile]	0.2236ms	0.1479ms	6.7627 KOps/s	6.8514 KOps/s	$\color{#d91a1a}-1.29\%$
test_seq_add[compile-overhead]	0.3095ms	0.1884ms	5.3070 KOps/s	5.2491 KOps/s	$\color{#35bf28}+1.10\%$
test_seq_wrap[eager]	1.5043ms	1.4105ms	708.9726 Ops/s	707.5115 Ops/s	$\color{#35bf28}+0.21\%$
test_seq_wrap[compile]	0.5413ms	0.4158ms	2.4049 KOps/s	2.3875 KOps/s	$\color{#35bf28}+0.73\%$
test_seq_wrap[compile-overhead]	0.4531ms	0.3124ms	3.2008 KOps/s	3.2516 KOps/s	$\color{#d91a1a}-1.56\%$
test_func_call_runtime[False-eager]	0.9124ms	0.8609ms	1.1616 KOps/s	1.1862 KOps/s	$\color{#d91a1a}-2.08\%$
test_func_call_runtime[False-compile]	1.2277ms	1.0397ms	961.8460 Ops/s	1.0128 KOps/s	$\textbf{\color{#d91a1a}-5.03\%}$
test_func_call_runtime[False-compile-overhead]	0.6945ms	0.5083ms	1.9674 KOps/s	1.9478 KOps/s	$\color{#35bf28}+1.00\%$
test_func_call_runtime[True-eager]	1.1751ms	1.0789ms	926.8403 Ops/s	939.9789 Ops/s	$\color{#d91a1a}-1.40\%$
test_func_call_runtime[True-compile]	1.1047ms	1.0161ms	984.1361 Ops/s	997.0203 Ops/s	$\color{#d91a1a}-1.29\%$
test_func_call_runtime[True-compile-overhead]	0.5760ms	0.5226ms	1.9136 KOps/s	1.8931 KOps/s	$\color{#35bf28}+1.08\%$
test_func_call_cm_runtime[False-eager]	0.9180ms	0.8313ms	1.2029 KOps/s	1.2480 KOps/s	$\color{#d91a1a}-3.62\%$
test_func_call_cm_runtime[False-compile]	1.1477ms	0.9784ms	1.0221 KOps/s	1.0262 KOps/s	$\color{#d91a1a}-0.40\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6892ms	0.4897ms	2.0420 KOps/s	2.0184 KOps/s	$\color{#35bf28}+1.17\%$
test_func_call_cm_runtime[True-eager]	1.3376ms	1.2308ms	812.4884 Ops/s	820.4765 Ops/s	$\color{#d91a1a}-0.97\%$
test_func_call_cm_runtime[True-compile]	1.1201ms	1.0376ms	963.7411 Ops/s	968.3004 Ops/s	$\color{#d91a1a}-0.47\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6274ms	0.5519ms	1.8119 KOps/s	1.8011 KOps/s	$\color{#35bf28}+0.60\%$
test_vmap_func_call_cm_runtime[eager]	2.9229ms	2.4196ms	413.2942 Ops/s	414.6568 Ops/s	$\color{#d91a1a}-0.33\%$
test_vmap_func_call_cm_runtime[compile]	3.1378ms	2.5981ms	384.9012 Ops/s	384.8074 Ops/s	$\color{#35bf28}+0.02\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0903ms	2.5970ms	385.0562 Ops/s	384.3363 Ops/s	$\color{#35bf28}+0.19\%$
test_distributed	0.5715ms	0.1451ms	6.8928 KOps/s	6.7899 KOps/s	$\color{#35bf28}+1.52\%$
test_tdmodule	0.3897ms	0.1930ms	5.1822 KOps/s	5.1149 KOps/s	$\color{#35bf28}+1.32\%$
test_tdmodule_dispatch	0.4233ms	0.3761ms	2.6585 KOps/s	2.6435 KOps/s	$\color{#35bf28}+0.57\%$
test_tdseq	49.5210μs	26.8279μs	37.2747 KOps/s	36.5850 KOps/s	$\color{#35bf28}+1.89\%$
test_tdseq_dispatch	0.2727ms	0.2179ms	4.5894 KOps/s	4.5268 KOps/s	$\color{#35bf28}+1.38\%$
test_instantiation_functorch	2.1567ms	2.0766ms	481.5468 Ops/s	484.6572 Ops/s	$\color{#d91a1a}-0.64\%$
test_exec_functorch	0.2338ms	0.1845ms	5.4198 KOps/s	5.5053 KOps/s	$\color{#d91a1a}-1.55\%$
test_exec_functional_call	0.2236ms	0.1653ms	6.0498 KOps/s	6.2733 KOps/s	$\color{#d91a1a}-3.56\%$
test_exec_td_decorator	2.1042ms	0.2530ms	3.9528 KOps/s	3.9549 KOps/s	$\color{#d91a1a}-0.05\%$
test_vmap_mlp_speed_decorator[True-True]	1.2543ms	1.0461ms	955.9416 Ops/s	960.5561 Ops/s	$\color{#d91a1a}-0.48\%$
test_vmap_mlp_speed_decorator[True-False]	1.2628ms	1.0435ms	958.2856 Ops/s	963.9164 Ops/s	$\color{#d91a1a}-0.58\%$
test_vmap_mlp_speed_decorator[False-True]	0.9618ms	0.7432ms	1.3456 KOps/s	1.3564 KOps/s	$\color{#d91a1a}-0.80\%$
test_vmap_mlp_speed_decorator[False-False]	0.9542ms	0.7481ms	1.3367 KOps/s	1.3561 KOps/s	$\color{#d91a1a}-1.43\%$
test_vmap_transformer_speed_decorator[True-True]	22.0526ms	21.2578ms	47.0416 Ops/s	47.3294 Ops/s	$\color{#d91a1a}-0.61\%$
test_vmap_transformer_speed_decorator[True-False]	21.8792ms	21.2543ms	47.0493 Ops/s	47.3463 Ops/s	$\color{#d91a1a}-0.63\%$
test_vmap_transformer_speed_decorator[False-True]	21.6317ms	20.9467ms	47.7403 Ops/s	48.2730 Ops/s	$\color{#d91a1a}-1.10\%$
test_vmap_transformer_speed_decorator[False-False]	21.6783ms	20.9231ms	47.7941 Ops/s	48.2697 Ops/s	$\color{#d91a1a}-0.99\%$
test_to_module_speed[True]	2.2663ms	1.6557ms	603.9611 Ops/s	596.7702 Ops/s	$\color{#35bf28}+1.20\%$
test_to_module_speed[False]	2.2248ms	1.6366ms	611.0228 Ops/s	619.1458 Ops/s	$\color{#d91a1a}-1.31\%$
test_to_module_plain_tensor_speed[None]	2.3782ms	1.7376ms	575.5119 Ops/s	571.4377 Ops/s	$\color{#35bf28}+0.71\%$
test_to_module_plain_tensor_speed[False]	2.1657ms	1.5743ms	635.1945 Ops/s	626.8046 Ops/s	$\color{#35bf28}+1.34\%$
test_to_module_plain_tensor_speed[True]	3.5089ms	3.3822ms	295.6680 Ops/s	296.6928 Ops/s	$\color{#d91a1a}-0.35\%$
test_tc_init	76.2310μs	42.6157μs	23.4655 KOps/s	22.8263 KOps/s	$\color{#35bf28}+2.80\%$
test_tc_init_tensor_only	46.7210μs	8.9558μs	111.6589 KOps/s	109.6920 KOps/s	$\color{#35bf28}+1.79\%$
test_tc_init_nested	0.1140ms	84.3036μs	11.8619 KOps/s	11.6141 KOps/s	$\color{#35bf28}+2.13\%$
test_tc_init_many_fields	44.0610μs	14.7405μs	67.8403 KOps/s	67.0601 KOps/s	$\color{#35bf28}+1.16\%$
test_tc_first_layer_tensor	20.0900μs	1.7865μs	559.7402 KOps/s	545.5487 KOps/s	$\color{#35bf28}+2.60\%$
test_tc_first_layer_tensor_only	2.1875μs	0.3962μs	2.5243 MOps/s	2.4374 MOps/s	$\color{#35bf28}+3.56\%$
test_tc_first_layer_tensor_set	33.9900μs	3.9310μs	254.3910 KOps/s	252.7652 KOps/s	$\color{#35bf28}+0.64\%$
test_tc_first_layer_tensor_only_set	27.1010μs	3.2525μs	307.4533 KOps/s	305.4925 KOps/s	$\color{#35bf28}+0.64\%$
test_tc_first_layer_nontensor	32.3400μs	6.0446μs	165.4356 KOps/s	162.1261 KOps/s	$\color{#35bf28}+2.04\%$
test_tc_second_layer_tensor	31.4500μs	4.3077μs	232.1420 KOps/s	225.7635 KOps/s	$\color{#35bf28}+2.83\%$
test_tc_second_layer_nontensor	43.7410μs	8.3641μs	119.5590 KOps/s	115.6870 KOps/s	$\color{#35bf28}+3.35\%$
test_unbind	0.2756s	13.6881ms	73.0561 Ops/s	66.7238 Ops/s	$\textbf{\color{#35bf28}+9.49\%}$
test_full_like	4.4876ms	3.9617ms	252.4171 Ops/s	228.9630 Ops/s	$\textbf{\color{#35bf28}+10.24\%}$
test_zeros_like	4.4901ms	4.3594ms	229.3874 Ops/s	229.4329 Ops/s	$\color{#d91a1a}-0.02\%$
test_ones_like	4.7129ms	4.3657ms	229.0569 Ops/s	229.1403 Ops/s	$\color{#d91a1a}-0.04\%$
test_clone	6.6284ms	6.4184ms	155.8010 Ops/s	156.9434 Ops/s	$\color{#d91a1a}-0.73\%$
test_squeeze	73.9110μs	14.3738μs	69.5713 KOps/s	68.6443 KOps/s	$\color{#35bf28}+1.35\%$
test_unsqueeze	0.1704ms	0.1167ms	8.5693 KOps/s	9.0622 KOps/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_split	0.4007ms	0.1882ms	5.3146 KOps/s	5.4905 KOps/s	$\color{#d91a1a}-3.20\%$
test_permute	0.2492ms	0.1970ms	5.0759 KOps/s	5.1736 KOps/s	$\color{#d91a1a}-1.89\%$
test_stack	26.8115ms	26.1933ms	38.1778 Ops/s	55.8084 Ops/s	$\textbf{\color{#d91a1a}-31.59\%}$
test_cat	26.7924ms	26.4895ms	37.7509 Ops/s	56.0736 Ops/s	$\textbf{\color{#d91a1a}-32.68\%}$
test_sequential_tensordict	0.8974ms	0.5749ms	1.7395 KOps/s	1.7440 KOps/s	$\color{#d91a1a}-0.26\%$
test_sequential_graph_module	0.1700ms	0.1197ms	8.3576 KOps/s	8.1534 KOps/s	$\color{#35bf28}+2.50\%$
test_nested_tensordict	1.1803ms	0.8160ms	1.2255 KOps/s	1.2275 KOps/s	$\color{#d91a1a}-0.16\%$
test_nested_graph_module	0.1872ms	0.1294ms	7.7273 KOps/s	7.7414 KOps/s	$\color{#d91a1a}-0.18\%$