[Doc] Refresh TensorDict README for 0.13

[vmoens]

Description

Refreshes the README ahead of the 0.13 release with a more direct pitch and a faster path to understanding what TensorDict does.

Highlights:

• lead with TensorDict as a batched, nested dict[str, Tensor] that behaves like a tensor;
• add a short copy-pastable demo covering slicing, device transfer, arithmetic, and stacking;
• explain why TensorDict is preferable to a plain dict for structured tensor batches;
• call out performance-sensitive paths such as TensorDict arithmetic, D2H/H2D transfer, foreach-backed operations, low-allocation workflows, and compile-aware internals;
• add a concise 0.13 teaser covering tabular import/export, broader inplace=True shape ops, compile fixes, robust memmap keys, and to_module(..., preserve_module_state=...).

Checks

• git diff --check
• README internal/ref link sanity script
• README code fence balance script
• Demo execution skipped locally because torch is not installed in the active Python environment

[github-actions]

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

Total Benchmarks: 344. Improved: $\large\color{#35bf28}33$. Worsened: $\large\color{#d91a1a}4$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_collector_preallocated_write[stack_out-cpu-32-2]	0.2190ms	0.1617ms	6.1844 KOps/s	6.0229 KOps/s	$\color{#35bf28}+2.68\%$
test_collector_preallocated_write[stack_out-cpu-32-8]	0.3395ms	0.2859ms	3.4978 KOps/s	3.4459 KOps/s	$\color{#35bf28}+1.51\%$
test_collector_preallocated_write[stack_out-cpu-32-32]	0.8219ms	0.7463ms	1.3400 KOps/s	1.3198 KOps/s	$\color{#35bf28}+1.53\%$
test_collector_preallocated_write[stack_out-cpu-4096-2]	0.4740ms	0.3346ms	2.9885 KOps/s	2.9028 KOps/s	$\color{#35bf28}+2.95\%$
test_collector_preallocated_write[stack_out-cpu-4096-8]	1.2587ms	1.1388ms	878.1497 Ops/s	924.7807 Ops/s	$\textbf{\color{#d91a1a}-5.04\%}$
test_collector_preallocated_write[stack_out-cpu-4096-32]	7.5220ms	7.2568ms	137.8020 Ops/s	136.3594 Ops/s	$\color{#35bf28}+1.06\%$
test_collector_preallocated_write[stack_out-cuda-32-2]	0.2798ms	0.2398ms	4.1706 KOps/s	3.9089 KOps/s	$\textbf{\color{#35bf28}+6.70\%}$
test_collector_preallocated_write[stack_out-cuda-32-8]	0.4549ms	0.3656ms	2.7354 KOps/s	2.7136 KOps/s	$\color{#35bf28}+0.80\%$
test_collector_preallocated_write[stack_out-cuda-32-32]	0.8811ms	0.7943ms	1.2590 KOps/s	1.2541 KOps/s	$\color{#35bf28}+0.39\%$
test_collector_preallocated_write[stack_out-cuda-4096-2]	0.3795ms	0.2549ms	3.9232 KOps/s	3.9123 KOps/s	$\color{#35bf28}+0.28\%$
test_collector_preallocated_write[stack_out-cuda-4096-8]	0.4527ms	0.3716ms	2.6912 KOps/s	2.7444 KOps/s	$\color{#d91a1a}-1.94\%$
test_collector_preallocated_write[stack_out-cuda-4096-32]	0.9440ms	0.8569ms	1.1670 KOps/s	1.1557 KOps/s	$\color{#35bf28}+0.98\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2]	0.2771ms	0.2167ms	4.6148 KOps/s	4.7030 KOps/s	$\color{#d91a1a}-1.88\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8]	0.9834ms	0.8191ms	1.2208 KOps/s	1.1777 KOps/s	$\color{#35bf28}+3.66\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32]	3.3627ms	3.2244ms	310.1357 Ops/s	309.9366 Ops/s	$\color{#35bf28}+0.06\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2]	0.4724ms	0.3658ms	2.7340 KOps/s	2.6745 KOps/s	$\color{#35bf28}+2.23\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8]	1.9219ms	1.7000ms	588.2448 Ops/s	610.0313 Ops/s	$\color{#d91a1a}-3.57\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32]	10.2419ms	10.0494ms	99.5081 Ops/s	98.3733 Ops/s	$\color{#35bf28}+1.15\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2]	0.4416ms	0.3860ms	2.5906 KOps/s	2.5229 KOps/s	$\color{#35bf28}+2.68\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8]	1.6021ms	1.4429ms	693.0285 Ops/s	685.6119 Ops/s	$\color{#35bf28}+1.08\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32]	5.7956ms	5.6478ms	177.0607 Ops/s	174.6005 Ops/s	$\color{#35bf28}+1.41\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2]	0.4696ms	0.3873ms	2.5819 KOps/s	2.5501 KOps/s	$\color{#35bf28}+1.25\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8]	1.6539ms	1.4505ms	689.4317 Ops/s	682.6471 Ops/s	$\color{#35bf28}+0.99\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32]	5.8813ms	5.6867ms	175.8504 Ops/s	174.5376 Ops/s	$\color{#35bf28}+0.75\%$
test_collector_preallocated_write[copy_at-cpu-32-2]	0.6011ms	0.1684ms	5.9383 KOps/s	5.8638 KOps/s	$\color{#35bf28}+1.27\%$
test_collector_preallocated_write[copy_at-cpu-32-8]	0.7303ms	0.6512ms	1.5357 KOps/s	1.5005 KOps/s	$\color{#35bf28}+2.34\%$
test_collector_preallocated_write[copy_at-cpu-32-32]	2.7319ms	2.6022ms	384.2858 Ops/s	379.9325 Ops/s	$\color{#35bf28}+1.15\%$
test_collector_preallocated_write[copy_at-cpu-4096-2]	0.3983ms	0.3072ms	3.2548 KOps/s	3.2172 KOps/s	$\color{#35bf28}+1.17\%$
test_collector_preallocated_write[copy_at-cpu-4096-8]	1.9478ms	1.5034ms	665.1448 Ops/s	681.5286 Ops/s	$\color{#d91a1a}-2.40\%$
test_collector_preallocated_write[copy_at-cpu-4096-32]	9.7880ms	9.4761ms	105.5284 Ops/s	106.7550 Ops/s	$\color{#d91a1a}-1.15\%$
test_collector_preallocated_write[copy_at-cuda-32-2]	0.4041ms	0.3185ms	3.1397 KOps/s	3.1033 KOps/s	$\color{#35bf28}+1.17\%$
test_collector_preallocated_write[copy_at-cuda-32-8]	1.2927ms	1.1888ms	841.2110 Ops/s	831.6142 Ops/s	$\color{#35bf28}+1.15\%$
test_collector_preallocated_write[copy_at-cuda-32-32]	4.8197ms	4.6564ms	214.7583 Ops/s	211.7915 Ops/s	$\color{#35bf28}+1.40\%$
test_collector_preallocated_write[copy_at-cuda-4096-2]	0.4031ms	0.3205ms	3.1197 KOps/s	3.0816 KOps/s	$\color{#35bf28}+1.24\%$
test_collector_preallocated_write[copy_at-cuda-4096-8]	1.2938ms	1.1928ms	838.3303 Ops/s	826.2019 Ops/s	$\color{#35bf28}+1.47\%$
test_collector_preallocated_write[copy_at-cuda-4096-32]	4.8427ms	4.6792ms	213.7130 Ops/s	211.0837 Ops/s	$\color{#35bf28}+1.25\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2]	0.1483ms	0.1154ms	8.6678 KOps/s	8.6127 KOps/s	$\color{#35bf28}+0.64\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8]	0.5252ms	0.4520ms	2.2122 KOps/s	2.1907 KOps/s	$\color{#35bf28}+0.98\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32]	1.9097ms	1.7997ms	555.6567 Ops/s	551.4438 Ops/s	$\color{#35bf28}+0.76\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2]	0.3850ms	0.2435ms	4.1071 KOps/s	4.0181 KOps/s	$\color{#35bf28}+2.21\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8]	1.6767ms	1.2264ms	815.3690 Ops/s	830.7674 Ops/s	$\color{#d91a1a}-1.85\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32]	8.7775ms	8.5197ms	117.3748 Ops/s	117.4982 Ops/s	$\color{#d91a1a}-0.10\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2]	0.3359ms	0.2719ms	3.6778 KOps/s	3.6499 KOps/s	$\color{#35bf28}+0.77\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8]	1.1047ms	1.0129ms	987.3105 Ops/s	978.8340 Ops/s	$\color{#35bf28}+0.87\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32]	4.1183ms	3.9652ms	252.1971 Ops/s	249.6830 Ops/s	$\color{#35bf28}+1.01\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2]	0.3498ms	0.2715ms	3.6826 KOps/s	3.6427 KOps/s	$\color{#35bf28}+1.09\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8]	1.0991ms	1.0114ms	988.7048 Ops/s	970.1529 Ops/s	$\color{#35bf28}+1.91\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32]	4.2038ms	3.9752ms	251.5614 Ops/s	249.5549 Ops/s	$\color{#35bf28}+0.80\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128]	16.2219ms	15.8647ms	63.0330 Ops/s	63.0464 Ops/s	$\color{#d91a1a}-0.02\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256]	31.8754ms	31.7285ms	31.5174 Ops/s	31.3896 Ops/s	$\color{#35bf28}+0.41\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128]	83.4315ms	83.0988ms	12.0339 Ops/s	12.0338 Ops/s	$+0.00\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256]	0.1986s	0.1984s	5.0403 Ops/s	5.1196 Ops/s	$\color{#d91a1a}-1.55\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128]	13.3360ms	13.1196ms	76.2220 Ops/s	75.6014 Ops/s	$\color{#35bf28}+0.82\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256]	26.1283ms	25.8981ms	38.6129 Ops/s	38.8084 Ops/s	$\color{#d91a1a}-0.50\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128]	13.5276ms	13.3122ms	75.1190 Ops/s	74.6967 Ops/s	$\color{#35bf28}+0.57\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256]	26.5005ms	26.2683ms	38.0687 Ops/s	38.0982 Ops/s	$\color{#d91a1a}-0.08\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128]	51.4995ms	50.9128ms	19.6414 Ops/s	18.4902 Ops/s	$\textbf{\color{#35bf28}+6.23\%}$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256]	0.1030s	0.1022s	9.7885 Ops/s	9.1851 Ops/s	$\textbf{\color{#35bf28}+6.57\%}$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128]	0.1462s	0.1450s	6.8945 Ops/s	7.0536 Ops/s	$\color{#d91a1a}-2.26\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256]	0.3275s	0.3261s	3.0667 Ops/s	3.1685 Ops/s	$\color{#d91a1a}-3.21\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128]	73.4315ms	72.7659ms	13.7427 Ops/s	12.9201 Ops/s	$\textbf{\color{#35bf28}+6.37\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256]	0.1469s	0.1460s	6.8501 Ops/s	6.4340 Ops/s	$\textbf{\color{#35bf28}+6.47\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128]	74.5429ms	73.7783ms	13.5541 Ops/s	12.5990 Ops/s	$\textbf{\color{#35bf28}+7.58\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256]	0.1479s	0.1473s	6.7867 Ops/s	6.4121 Ops/s	$\textbf{\color{#35bf28}+5.84\%}$
test_wide_nested_preallocated_write[copy_at-cpu-128-128]	30.1226ms	29.7204ms	33.6469 Ops/s	33.5192 Ops/s	$\color{#35bf28}+0.38\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256]	60.7460ms	60.4367ms	16.5462 Ops/s	16.6681 Ops/s	$\color{#d91a1a}-0.73\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128]	0.1202s	0.1198s	8.3466 Ops/s	8.5761 Ops/s	$\color{#d91a1a}-2.68\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256]	0.2640s	0.2633s	3.7976 Ops/s	3.8356 Ops/s	$\color{#d91a1a}-0.99\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128]	42.5801ms	42.4331ms	23.5665 Ops/s	23.2944 Ops/s	$\color{#35bf28}+1.17\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256]	85.8638ms	85.5223ms	11.6929 Ops/s	11.6720 Ops/s	$\color{#35bf28}+0.18\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128]	42.9909ms	42.6562ms	23.4432 Ops/s	23.1630 Ops/s	$\color{#35bf28}+1.21\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256]	86.0841ms	85.8620ms	11.6466 Ops/s	11.5928 Ops/s	$\color{#35bf28}+0.46\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128]	20.0511ms	19.9000ms	50.2512 Ops/s	50.5648 Ops/s	$\color{#d91a1a}-0.62\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256]	41.0881ms	40.7522ms	24.5385 Ops/s	24.6906 Ops/s	$\color{#d91a1a}-0.62\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128]	0.1076s	0.1073s	9.3167 Ops/s	9.5220 Ops/s	$\color{#d91a1a}-2.16\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256]	0.2408s	0.2401s	4.1656 Ops/s	4.2253 Ops/s	$\color{#d91a1a}-1.41\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128]	38.6911ms	37.1047ms	26.9508 Ops/s	27.2872 Ops/s	$\color{#d91a1a}-1.23\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256]	77.5143ms	74.1582ms	13.4847 Ops/s	13.6799 Ops/s	$\color{#d91a1a}-1.43\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128]	38.7022ms	37.0715ms	26.9749 Ops/s	27.1522 Ops/s	$\color{#d91a1a}-0.65\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256]	77.4455ms	75.4323ms	13.2569 Ops/s	13.6536 Ops/s	$\color{#d91a1a}-2.91\%$
test_plain_set_nested	46.9130μs	15.0161μs	66.5952 KOps/s	66.7874 KOps/s	$\color{#d91a1a}-0.29\%$
test_plain_set_stack_nested	40.2120μs	14.8082μs	67.5304 KOps/s	67.9997 KOps/s	$\color{#d91a1a}-0.69\%$
test_plain_set_nested_inplace	45.6920μs	16.3394μs	61.2019 KOps/s	59.9999 KOps/s	$\color{#35bf28}+2.00\%$
test_plain_set_stack_nested_inplace	40.6320μs	16.0512μs	62.3007 KOps/s	61.2068 KOps/s	$\color{#35bf28}+1.79\%$
test_items	27.0420μs	5.5308μs	180.8047 KOps/s	181.6392 KOps/s	$\color{#d91a1a}-0.46\%$
test_items_nested	0.5174ms	0.4539ms	2.2031 KOps/s	2.2144 KOps/s	$\color{#d91a1a}-0.51\%$
test_items_nested_locked	0.5219ms	0.4523ms	2.2112 KOps/s	2.2099 KOps/s	$\color{#35bf28}+0.06\%$
test_items_nested_leaf	0.1516ms	92.0373μs	10.8652 KOps/s	10.8167 KOps/s	$\color{#35bf28}+0.45\%$
test_items_stack_nested	0.5473ms	0.4523ms	2.2110 KOps/s	2.2299 KOps/s	$\color{#d91a1a}-0.85\%$
test_items_stack_nested_leaf	0.1492ms	90.8555μs	11.0065 KOps/s	10.8142 KOps/s	$\color{#35bf28}+1.78\%$
test_items_stack_nested_locked	0.5750ms	0.4597ms	2.1752 KOps/s	2.2162 KOps/s	$\color{#d91a1a}-1.85\%$
test_keys	27.2710μs	4.1262μs	242.3515 KOps/s	240.6518 KOps/s	$\color{#35bf28}+0.71\%$
test_keys_nested	0.1723ms	0.1308ms	7.6476 KOps/s	7.6599 KOps/s	$\color{#d91a1a}-0.16\%$
test_keys_nested_locked	2.1260ms	0.1395ms	7.1662 KOps/s	7.2723 KOps/s	$\color{#d91a1a}-1.46\%$
test_keys_nested_leaf	0.1643ms	0.1216ms	8.2212 KOps/s	8.3180 KOps/s	$\color{#d91a1a}-1.16\%$
test_keys_stack_nested	0.1637ms	0.1301ms	7.6870 KOps/s	7.6689 KOps/s	$\color{#35bf28}+0.24\%$
test_keys_stack_nested_leaf	0.1681ms	0.1212ms	8.2496 KOps/s	8.3850 KOps/s	$\color{#d91a1a}-1.61\%$
test_keys_stack_nested_locked	0.1870ms	0.1383ms	7.2327 KOps/s	7.2340 KOps/s	$\color{#d91a1a}-0.02\%$
test_values	7.0064μs	0.9967μs	1.0033 MOps/s	996.5500 KOps/s	$\color{#35bf28}+0.68\%$
test_values_nested	80.8850μs	53.4838μs	18.6973 KOps/s	19.1564 KOps/s	$\color{#d91a1a}-2.40\%$
test_values_nested_locked	82.8150μs	56.3874μs	17.7345 KOps/s	18.0643 KOps/s	$\color{#d91a1a}-1.83\%$
test_values_nested_leaf	89.4860μs	59.9954μs	16.6679 KOps/s	16.7445 KOps/s	$\color{#d91a1a}-0.46\%$
test_values_stack_nested	79.2950μs	53.1679μs	18.8083 KOps/s	19.2114 KOps/s	$\color{#d91a1a}-2.10\%$
test_values_stack_nested_leaf	88.7050μs	60.1194μs	16.6336 KOps/s	16.7209 KOps/s	$\color{#d91a1a}-0.52\%$
test_values_stack_nested_locked	81.3750μs	56.1988μs	17.7940 KOps/s	18.0513 KOps/s	$\color{#d91a1a}-1.43\%$
test_membership	4.6337μs	0.7943μs	1.2590 MOps/s	1.2738 MOps/s	$\color{#d91a1a}-1.16\%$
test_membership_nested	25.3820μs	2.8082μs	356.1042 KOps/s	355.9579 KOps/s	$\color{#35bf28}+0.04\%$
test_membership_nested_leaf	28.6920μs	2.8155μs	355.1754 KOps/s	354.6083 KOps/s	$\color{#35bf28}+0.16\%$
test_membership_stacked_nested	34.2420μs	2.7186μs	367.8312 KOps/s	360.2936 KOps/s	$\color{#35bf28}+2.09\%$
test_membership_stacked_nested_leaf	36.5530μs	2.7039μs	369.8313 KOps/s	366.7718 KOps/s	$\color{#35bf28}+0.83\%$
test_membership_nested_last	20.7620μs	4.2291μs	236.4542 KOps/s	236.9663 KOps/s	$\color{#d91a1a}-0.22\%$
test_membership_nested_leaf_last	30.1420μs	4.2292μs	236.4531 KOps/s	238.7855 KOps/s	$\color{#d91a1a}-0.98\%$
test_membership_stacked_nested_last	38.0820μs	4.1671μs	239.9770 KOps/s	242.5931 KOps/s	$\color{#d91a1a}-1.08\%$
test_membership_stacked_nested_leaf_last	34.1420μs	4.1337μs	241.9141 KOps/s	244.1975 KOps/s	$\color{#d91a1a}-0.94\%$
test_nested_getleaf	62.8240μs	20.6284μs	48.4768 KOps/s	48.2951 KOps/s	$\color{#35bf28}+0.38\%$
test_nested_get	49.6730μs	19.6491μs	50.8928 KOps/s	51.7701 KOps/s	$\color{#d91a1a}-1.69\%$
test_stacked_getleaf	0.1005ms	20.4941μs	48.7946 KOps/s	48.2918 KOps/s	$\color{#35bf28}+1.04\%$
test_stacked_get	37.6120μs	19.7017μs	50.7570 KOps/s	50.6074 KOps/s	$\color{#35bf28}+0.30\%$
test_nested_getitemleaf	47.8330μs	21.2204μs	47.1245 KOps/s	46.8872 KOps/s	$\color{#35bf28}+0.51\%$
test_nested_getitem	56.3040μs	20.2838μs	49.3004 KOps/s	49.3139 KOps/s	$\color{#d91a1a}-0.03\%$
test_stacked_getitemleaf	48.1130μs	21.2109μs	47.1455 KOps/s	47.3659 KOps/s	$\color{#d91a1a}-0.47\%$
test_stacked_getitem	46.7030μs	20.2079μs	49.4857 KOps/s	49.1738 KOps/s	$\color{#35bf28}+0.63\%$
test_lock_nested	0.5553ms	0.4777ms	2.0933 KOps/s	2.0507 KOps/s	$\color{#35bf28}+2.08\%$
test_lock_stack_nested	0.5776ms	0.4844ms	2.0646 KOps/s	2.0623 KOps/s	$\color{#35bf28}+0.11\%$
test_unlock_nested	0.4991ms	0.3802ms	2.6302 KOps/s	2.6232 KOps/s	$\color{#35bf28}+0.27\%$
test_unlock_stack_nested	0.4682ms	0.3820ms	2.6176 KOps/s	2.5977 KOps/s	$\color{#35bf28}+0.77\%$
test_flatten_speed	0.1905ms	0.1155ms	8.6573 KOps/s	8.6271 KOps/s	$\color{#35bf28}+0.35\%$
test_unflatten_speed	0.6187ms	0.5500ms	1.8180 KOps/s	1.8078 KOps/s	$\color{#35bf28}+0.56\%$
test_common_ops	0.1000s	1.6274ms	614.4859 Ops/s	263.2751 Ops/s	$\textbf{\color{#35bf28}+133.40\%}$
test_creation	0.1261ms	2.9968μs	333.6887 KOps/s	336.8858 KOps/s	$\color{#d91a1a}-0.95\%$
test_creation_empty	34.6330μs	6.5858μs	151.8426 KOps/s	151.3372 KOps/s	$\color{#35bf28}+0.33\%$
test_creation_nested_1	30.1310μs	10.8575μs	92.1026 KOps/s	91.3834 KOps/s	$\color{#35bf28}+0.79\%$
test_creation_nested_2	38.5620μs	12.9027μs	77.5030 KOps/s	77.2844 KOps/s	$\color{#35bf28}+0.28\%$
test_creation_many_keys[10]	48.5730μs	19.6618μs	50.8601 KOps/s	50.9966 KOps/s	$\color{#d91a1a}-0.27\%$
test_creation_many_keys[50]	0.1133ms	84.9659μs	11.7694 KOps/s	11.7746 KOps/s	$\color{#d91a1a}-0.04\%$
test_creation_many_keys[100]	0.2136ms	0.1658ms	6.0330 KOps/s	6.0368 KOps/s	$\color{#d91a1a}-0.06\%$
test_creation_nested_many_keys[10]	65.0040μs	42.5515μs	23.5009 KOps/s	23.5484 KOps/s	$\color{#d91a1a}-0.20\%$
test_creation_nested_many_keys[50]	0.2205ms	0.1732ms	5.7743 KOps/s	5.7556 KOps/s	$\color{#35bf28}+0.32\%$
test_clone	40.5430μs	12.9003μs	77.5179 KOps/s	77.4721 KOps/s	$\color{#35bf28}+0.06\%$
test_getitem[int]	1.4976ms	14.5046μs	68.9437 KOps/s	68.6267 KOps/s	$\color{#35bf28}+0.46\%$
test_getitem[slice_int]	0.1343ms	24.0929μs	41.5060 KOps/s	41.9667 KOps/s	$\color{#d91a1a}-1.10\%$
test_getitem[range]	0.1651ms	61.1990μs	16.3401 KOps/s	15.9732 KOps/s	$\color{#35bf28}+2.30\%$
test_getitem[tuple]	0.1458ms	23.2254μs	43.0563 KOps/s	41.9413 KOps/s	$\color{#35bf28}+2.66\%$
test_getitem[list]	0.1769ms	57.8320μs	17.2915 KOps/s	17.2905 KOps/s	$+0.01\%$
test_setitem_dim[int]	44.1830μs	24.5020μs	40.8131 KOps/s	39.2894 KOps/s	$\color{#35bf28}+3.88\%$
test_setitem_dim[slice_int]	60.5430μs	40.8677μs	24.4692 KOps/s	23.9854 KOps/s	$\color{#35bf28}+2.02\%$
test_setitem_dim[range]	0.1168ms	91.7437μs	10.8999 KOps/s	10.7671 KOps/s	$\color{#35bf28}+1.23\%$
test_setitem_dim[tuple]	61.2840μs	38.6052μs	25.9032 KOps/s	25.1706 KOps/s	$\color{#35bf28}+2.91\%$
test_setitem	46.3330μs	17.2590μs	57.9408 KOps/s	57.7035 KOps/s	$\color{#35bf28}+0.41\%$
test_set	50.3030μs	16.6155μs	60.1846 KOps/s	60.4581 KOps/s	$\color{#d91a1a}-0.45\%$
test_set_shared	0.6354ms	0.2069ms	4.8339 KOps/s	4.8311 KOps/s	$\color{#35bf28}+0.06\%$
test_update	63.5140μs	21.1954μs	47.1799 KOps/s	46.7612 KOps/s	$\color{#35bf28}+0.90\%$
test_update_nested	65.2140μs	32.5921μs	30.6823 KOps/s	30.1190 KOps/s	$\color{#35bf28}+1.87\%$
test_update__nested	0.4563ms	32.3190μs	30.9415 KOps/s	30.8616 KOps/s	$\color{#35bf28}+0.26\%$
test_set_nested	49.2530μs	18.4127μs	54.3105 KOps/s	53.7419 KOps/s	$\color{#35bf28}+1.06\%$
test_set_nested_new	49.7830μs	23.1736μs	43.1526 KOps/s	42.5983 KOps/s	$\color{#35bf28}+1.30\%$
test_select	70.9550μs	39.0347μs	25.6182 KOps/s	25.2217 KOps/s	$\color{#35bf28}+1.57\%$
test_select_nested	92.8660μs	70.9945μs	14.0856 KOps/s	14.1278 KOps/s	$\color{#d91a1a}-0.30\%$
test_exclude_nested	0.1239ms	87.3740μs	11.4451 KOps/s	11.5829 KOps/s	$\color{#d91a1a}-1.19\%$
test_empty[True]	0.5243ms	0.3905ms	2.5609 KOps/s	2.5840 KOps/s	$\color{#d91a1a}-0.89\%$
test_empty[False]	6.7978μs	1.3148μs	760.5708 KOps/s	759.0103 KOps/s	$\color{#35bf28}+0.21\%$
test_to	0.1334ms	67.6549μs	14.7809 KOps/s	14.8064 KOps/s	$\color{#d91a1a}-0.17\%$
test_to_nonblocking	0.1063ms	67.1710μs	14.8874 KOps/s	14.5779 KOps/s	$\color{#35bf28}+2.12\%$
test_unbind_speed	0.3602ms	0.3227ms	3.0985 KOps/s	3.0859 KOps/s	$\color{#35bf28}+0.41\%$
test_unbind_speed_stack0	0.3648ms	0.3217ms	3.1082 KOps/s	3.1524 KOps/s	$\color{#d91a1a}-1.40\%$
test_unbind_speed_stack1	0.1157s	0.8278ms	1.2080 KOps/s	938.4833 Ops/s	$\textbf{\color{#35bf28}+28.72\%}$
test_split	0.1150s	1.2251ms	816.2918 Ops/s	919.5146 Ops/s	$\textbf{\color{#d91a1a}-11.23\%}$
test_chunk	1.1036ms	1.0491ms	953.2223 Ops/s	953.2012 Ops/s	$+0.00\%$
test_to_cpu_blocking	20.0983ms	19.9823ms	50.0442 Ops/s	49.9143 Ops/s	$\color{#35bf28}+0.26\%$
test_to_cpu_global_sync	11.8096ms	11.6700ms	85.6899 Ops/s	75.5154 Ops/s	$\textbf{\color{#35bf28}+13.47\%}$
test_to_cpu_event_sync	12.9321ms	12.6511ms	79.0442 Ops/s	78.2504 Ops/s	$\color{#35bf28}+1.01\%$
test_to_cpu_default	12.9124ms	12.6404ms	79.1117 Ops/s	78.3228 Ops/s	$\color{#35bf28}+1.01\%$
test_consolidate[False-None]	4.2680ms	4.0314ms	248.0547 Ops/s	246.1325 Ops/s	$\color{#35bf28}+0.78\%$
test_consolidate[default-None]	3.4874ms	2.0902ms	478.4278 Ops/s	466.7460 Ops/s	$\color{#35bf28}+2.50\%$
test_consolidate[reduce-overhead-None]	3.2942ms	1.9993ms	500.1875 Ops/s	479.1723 Ops/s	$\color{#35bf28}+4.39\%$
test_consolidate_njt[False-None]	9.1928ms	8.3443ms	119.8424 Ops/s	119.6906 Ops/s	$\color{#35bf28}+0.13\%$
test_to[False-False-None]	2.1852ms	2.1335ms	468.7061 Ops/s	465.5011 Ops/s	$\color{#35bf28}+0.69\%$
test_to[True-False-None]	2.1144ms	1.8334ms	545.4389 Ops/s	531.5536 Ops/s	$\color{#35bf28}+2.61\%$
test_to[within-False-None]	6.0907ms	5.9704ms	167.4922 Ops/s	164.7493 Ops/s	$\color{#35bf28}+1.66\%$
test_to[True-default-None]	10.8504ms	10.4951ms	95.2829 Ops/s	94.2831 Ops/s	$\color{#35bf28}+1.06\%$
test_to_njt[False-False-None]	8.7352ms	8.4070ms	118.9488 Ops/s	117.6245 Ops/s	$\color{#35bf28}+1.13\%$
test_to_njt[True-False-None]	7.0226ms	6.7877ms	147.3244 Ops/s	148.8487 Ops/s	$\color{#d91a1a}-1.02\%$
test_to_njt[within-False-None]	15.4016ms	14.9790ms	66.7600 Ops/s	62.3933 Ops/s	$\textbf{\color{#35bf28}+7.00\%}$
test_creation[device0]	0.4016ms	0.1196ms	8.3625 KOps/s	8.2628 KOps/s	$\color{#35bf28}+1.21\%$
test_creation_from_tensor	0.5239ms	0.1166ms	8.5766 KOps/s	8.4812 KOps/s	$\color{#35bf28}+1.12\%$
test_add_one[memmap_tensor0]	83.2050μs	6.4903μs	154.0768 KOps/s	152.3362 KOps/s	$\color{#35bf28}+1.14\%$
test_contiguous[memmap_tensor0]	25.9820μs	0.5928μs	1.6870 MOps/s	2.2991 MOps/s	$\textbf{\color{#d91a1a}-26.62\%}$
test_stack[memmap_tensor0]	26.9920μs	3.9972μs	250.1767 KOps/s	246.1269 KOps/s	$\color{#35bf28}+1.65\%$
test_memmaptd_index	1.1431ms	0.2655ms	3.7669 KOps/s	3.7096 KOps/s	$\color{#35bf28}+1.55\%$
test_memmaptd_index_astensor	0.5185ms	0.3654ms	2.7369 KOps/s	2.7173 KOps/s	$\color{#35bf28}+0.72\%$
test_memmaptd_index_op	0.7933ms	0.6140ms	1.6286 KOps/s	1.5280 KOps/s	$\textbf{\color{#35bf28}+6.58\%}$
test_serialize_model	0.1344s	0.1328s	7.5321 Ops/s	7.3876 Ops/s	$\color{#35bf28}+1.96\%$
test_serialize_model_pickle	1.3471s	1.2097s	0.8267 Ops/s	0.8221 Ops/s	$\color{#35bf28}+0.56\%$
test_serialize_weights	0.3168s	0.1591s	6.2835 Ops/s	7.4592 Ops/s	$\textbf{\color{#d91a1a}-15.76\%}$
test_serialize_weights_returnearly	84.6801ms	63.7906ms	15.6763 Ops/s	11.0849 Ops/s	$\textbf{\color{#35bf28}+41.42\%}$
test_serialize_weights_pickle	1.3693s	1.2131s	0.8243 Ops/s	0.8244 Ops/s	$-0.01\%$
test_reshape_pytree	0.2027ms	31.2605μs	31.9893 KOps/s	31.9769 KOps/s	$\color{#35bf28}+0.04\%$
test_reshape_td	87.4460μs	43.5612μs	22.9562 KOps/s	22.9969 KOps/s	$\color{#d91a1a}-0.18\%$
test_view_pytree	0.2234ms	30.7498μs	32.5205 KOps/s	32.6981 KOps/s	$\color{#d91a1a}-0.54\%$
test_view_td	94.5250μs	51.4983μs	19.4181 KOps/s	19.8461 KOps/s	$\color{#d91a1a}-2.16\%$
test_unbind_pytree	0.2516ms	36.0494μs	27.7397 KOps/s	28.4268 KOps/s	$\color{#d91a1a}-2.42\%$
test_unbind_td	0.1453ms	49.0661μs	20.3807 KOps/s	20.6126 KOps/s	$\color{#d91a1a}-1.13\%$
test_split_pytree	0.2442ms	40.8931μs	24.4540 KOps/s	24.4135 KOps/s	$\color{#35bf28}+0.17\%$
test_split_td	0.1051ms	61.8975μs	16.1557 KOps/s	16.4622 KOps/s	$\color{#d91a1a}-1.86\%$
test_add_pytree	0.2279ms	42.1837μs	23.7059 KOps/s	24.7350 KOps/s	$\color{#d91a1a}-4.16\%$
test_add_td	96.0460μs	53.6143μs	18.6517 KOps/s	18.7667 KOps/s	$\color{#d91a1a}-0.61\%$
test_compile_add_one_nested[tensordict-compile]	0.5120ms	0.2177ms	4.5940 KOps/s	4.4415 KOps/s	$\color{#35bf28}+3.43\%$
test_compile_add_one_nested[tensordict-eager]	20.2780ms	0.2038ms	4.9070 KOps/s	5.1507 KOps/s	$\color{#d91a1a}-4.73\%$
test_compile_add_one_nested[pytree-compile]	0.3634ms	0.1299ms	7.7002 KOps/s	7.4694 KOps/s	$\color{#35bf28}+3.09\%$
test_compile_add_one_nested[pytree-eager]	0.4010ms	0.1724ms	5.8016 KOps/s	5.4932 KOps/s	$\textbf{\color{#35bf28}+5.61\%}$
test_compile_copy_nested[tensordict-compile]	0.4725ms	15.1051μs	66.2027 KOps/s	62.9153 KOps/s	$\textbf{\color{#35bf28}+5.23\%}$
test_compile_copy_nested[tensordict-eager]	0.1016ms	51.0739μs	19.5795 KOps/s	19.4632 KOps/s	$\color{#35bf28}+0.60\%$
test_compile_copy_nested[pytree-compile]	0.1156ms	15.1252μs	66.1148 KOps/s	60.6544 KOps/s	$\textbf{\color{#35bf28}+9.00\%}$
test_compile_copy_nested[pytree-eager]	0.3630ms	65.0964μs	15.3618 KOps/s	15.6225 KOps/s	$\color{#d91a1a}-1.67\%$
test_compile_add_one_flat[tensordict-compile]	0.4295ms	0.2402ms	4.1633 KOps/s	3.9094 KOps/s	$\textbf{\color{#35bf28}+6.49\%}$
test_compile_add_one_flat[tensordict-eager]	0.4312ms	0.2778ms	3.6003 KOps/s	3.5561 KOps/s	$\color{#35bf28}+1.24\%$
test_compile_add_one_flat[tensorclass-compile]	0.2577ms	0.1779ms	5.6196 KOps/s	5.2840 KOps/s	$\textbf{\color{#35bf28}+6.35\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1478ms	74.3978μs	13.4413 KOps/s	13.5213 KOps/s	$\color{#d91a1a}-0.59\%$
test_compile_add_one_flat[pytree-compile]	0.4434ms	0.1860ms	5.3750 KOps/s	5.1560 KOps/s	$\color{#35bf28}+4.25\%$
test_compile_add_one_flat[pytree-eager]	0.7953ms	0.5103ms	1.9595 KOps/s	1.9552 KOps/s	$\color{#35bf28}+0.22\%$
test_compile_add_self_flat[tensordict-eager]	0.4176ms	0.3240ms	3.0869 KOps/s	3.0391 KOps/s	$\color{#35bf28}+1.57\%$
test_compile_add_self_flat[tensordict-compile]	0.3856ms	0.2421ms	4.1313 KOps/s	3.8574 KOps/s	$\textbf{\color{#35bf28}+7.10\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1657ms	88.9331μs	11.2444 KOps/s	11.2018 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_add_self_flat[tensorclass-compile]	0.4000ms	0.1813ms	5.5159 KOps/s	5.2308 KOps/s	$\textbf{\color{#35bf28}+5.45\%}$
test_compile_add_self_flat[pytree-eager]	0.6400ms	0.4203ms	2.3790 KOps/s	2.3541 KOps/s	$\color{#35bf28}+1.06\%$
test_compile_add_self_flat[pytree-compile]	0.3283ms	0.1868ms	5.3532 KOps/s	5.1868 KOps/s	$\color{#35bf28}+3.21\%$
test_compile_copy_flat[tensordict-compile]	70.5250μs	18.9154μs	52.8670 KOps/s	52.2807 KOps/s	$\color{#35bf28}+1.12\%$
test_compile_copy_flat[tensordict-eager]	75.5150μs	40.1018μs	24.9365 KOps/s	24.8842 KOps/s	$\color{#35bf28}+0.21\%$
test_compile_copy_flat[pytree-compile]	0.2713ms	20.9984μs	47.6227 KOps/s	45.8088 KOps/s	$\color{#35bf28}+3.96\%$
test_compile_copy_flat[pytree-eager]	0.3331ms	51.0412μs	19.5920 KOps/s	19.7169 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_assign_and_add[tensordict-compile]	2.1796ms	0.2337ms	4.2782 KOps/s	4.0092 KOps/s	$\textbf{\color{#35bf28}+6.71\%}$
test_compile_assign_and_add[tensordict-eager]	3.3863ms	3.1563ms	316.8276 Ops/s	309.2371 Ops/s	$\color{#35bf28}+2.45\%$
test_compile_assign_and_add[pytree-compile]	2.1195ms	0.1752ms	5.7082 KOps/s	5.5495 KOps/s	$\color{#35bf28}+2.86\%$
test_compile_assign_and_add[pytree-eager]	2.8781ms	2.7114ms	368.8136 Ops/s	353.7132 Ops/s	$\color{#35bf28}+4.27\%$
test_compile_indexing[tensor-tensordict-compile]	0.2001ms	0.1354ms	7.3878 KOps/s	7.4229 KOps/s	$\color{#d91a1a}-0.47\%$
test_compile_indexing[tensor-tensordict-eager]	0.3153ms	73.4934μs	13.6067 KOps/s	13.8588 KOps/s	$\color{#d91a1a}-1.82\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2478ms	0.1142ms	8.7565 KOps/s	8.5988 KOps/s	$\color{#35bf28}+1.83\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2655ms	43.2392μs	23.1272 KOps/s	22.1624 KOps/s	$\color{#35bf28}+4.35\%$
test_compile_indexing[tensor-pytree-compile]	0.1735ms	0.1148ms	8.7093 KOps/s	8.3816 KOps/s	$\color{#35bf28}+3.91\%$
test_compile_indexing[tensor-pytree-eager]	0.2930ms	43.0940μs	23.2051 KOps/s	21.3950 KOps/s	$\textbf{\color{#35bf28}+8.46\%}$
test_compile_indexing[slice-tensordict-compile]	0.2124ms	80.7380μs	12.3857 KOps/s	11.5430 KOps/s	$\textbf{\color{#35bf28}+7.30\%}$
test_compile_indexing[slice-tensordict-eager]	0.2023ms	27.4686μs	36.4052 KOps/s	37.5417 KOps/s	$\color{#d91a1a}-3.03\%$
test_compile_indexing[slice-tensorclass-compile]	0.1698ms	68.0611μs	14.6927 KOps/s	14.2312 KOps/s	$\color{#35bf28}+3.24\%$
test_compile_indexing[slice-tensorclass-eager]	0.2326ms	21.2366μs	47.0885 KOps/s	47.4482 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_indexing[slice-pytree-compile]	0.1105ms	68.5094μs	14.5965 KOps/s	14.4869 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_indexing[slice-pytree-eager]	0.3262ms	21.2647μs	47.0264 KOps/s	47.6816 KOps/s	$\color{#d91a1a}-1.37\%$
test_compile_indexing[int-tensordict-compile]	0.1303ms	81.6288μs	12.2506 KOps/s	11.8530 KOps/s	$\color{#35bf28}+3.35\%$
test_compile_indexing[int-tensordict-eager]	0.2892ms	26.9838μs	37.0593 KOps/s	37.7645 KOps/s	$\color{#d91a1a}-1.87\%$
test_compile_indexing[int-tensorclass-compile]	0.1154ms	68.4273μs	14.6141 KOps/s	14.3765 KOps/s	$\color{#35bf28}+1.65\%$
test_compile_indexing[int-tensorclass-eager]	0.2438ms	21.1081μs	47.3752 KOps/s	47.4326 KOps/s	$\color{#d91a1a}-0.12\%$
test_compile_indexing[int-pytree-compile]	0.1160ms	69.9040μs	14.3053 KOps/s	14.5644 KOps/s	$\color{#d91a1a}-1.78\%$
test_compile_indexing[int-pytree-eager]	0.2335ms	21.3236μs	46.8965 KOps/s	48.1483 KOps/s	$\color{#d91a1a}-2.60\%$
test_compile_replace[single-eager]	80.2250μs	46.2285μs	21.6317 KOps/s	20.6489 KOps/s	$\color{#35bf28}+4.76\%$
test_compile_replace[single-compile]	0.2351ms	0.1252ms	7.9892 KOps/s	7.4134 KOps/s	$\textbf{\color{#35bf28}+7.77\%}$
test_compile_replace[multi-eager]	0.5990ms	0.5545ms	1.8035 KOps/s	1.7047 KOps/s	$\textbf{\color{#35bf28}+5.80\%}$
test_compile_replace[multi-compile]	0.2965ms	0.1339ms	7.4659 KOps/s	7.4082 KOps/s	$\color{#35bf28}+0.78\%$
test_compile_tc_getattr_20[eager]	0.2008ms	0.1648ms	6.0671 KOps/s	6.1692 KOps/s	$\color{#d91a1a}-1.66\%$
test_compile_tc_getattr_20[compile]	0.3730ms	0.1426ms	7.0119 KOps/s	6.8545 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_clone_shallow[20-eager]	52.7730μs	18.7133μs	53.4380 KOps/s	53.5840 KOps/s	$\color{#d91a1a}-0.27\%$
test_compile_clone_shallow[20-compile]	87.8160μs	16.4097μs	60.9397 KOps/s	52.0278 KOps/s	$\textbf{\color{#35bf28}+17.13\%}$
test_compile_clone_shallow[40-eager]	61.6240μs	33.1284μs	30.1856 KOps/s	30.9239 KOps/s	$\color{#d91a1a}-2.39\%$
test_compile_clone_shallow[40-compile]	74.0040μs	18.1328μs	55.1487 KOps/s	55.4028 KOps/s	$\color{#d91a1a}-0.46\%$
test_compile_clone_shallow[80-eager]	96.9560μs	61.2581μs	16.3244 KOps/s	16.4621 KOps/s	$\color{#d91a1a}-0.84\%$
test_compile_clone_shallow[80-compile]	77.5250μs	21.2898μs	46.9708 KOps/s	45.7041 KOps/s	$\color{#35bf28}+2.77\%$
test_compile_update_inplace[eager]	0.2084ms	59.3408μs	16.8518 KOps/s	16.5617 KOps/s	$\color{#35bf28}+1.75\%$
test_compile_update_inplace[compile]	0.3464ms	0.1404ms	7.1233 KOps/s	6.8831 KOps/s	$\color{#35bf28}+3.49\%$
test_mod_add[eager]	0.2694ms	0.2209ms	4.5259 KOps/s	4.5339 KOps/s	$\color{#d91a1a}-0.18\%$
test_mod_add[compile]	0.2068ms	0.1278ms	7.8229 KOps/s	7.4355 KOps/s	$\textbf{\color{#35bf28}+5.21\%}$
test_mod_add[compile-overhead]	0.3966ms	0.1738ms	5.7535 KOps/s	5.6496 KOps/s	$\color{#35bf28}+1.84\%$
test_mod_wrap[eager]	0.5363ms	0.4557ms	2.1944 KOps/s	2.0948 KOps/s	$\color{#35bf28}+4.75\%$
test_mod_wrap[compile]	0.4702ms	0.3830ms	2.6107 KOps/s	2.5318 KOps/s	$\color{#35bf28}+3.12\%$
test_mod_wrap[compile-overhead]	8.5223ms	4.6518ms	214.9718 Ops/s	215.9954 Ops/s	$\color{#d91a1a}-0.47\%$
test_mod_wrap_and_backward[eager]	1.8123ms	1.6541ms	604.5619 Ops/s	592.6719 Ops/s	$\color{#35bf28}+2.01\%$
test_mod_wrap_and_backward[compile]	2.5389ms	1.5716ms	636.2810 Ops/s	654.2532 Ops/s	$\color{#d91a1a}-2.75\%$
test_mod_wrap_and_backward[compile-overhead]	1.2963ms	0.9262ms	1.0797 KOps/s	969.9680 Ops/s	$\textbf{\color{#35bf28}+11.31\%}$
test_seq_add[eager]	0.6211ms	0.5155ms	1.9398 KOps/s	2.0121 KOps/s	$\color{#d91a1a}-3.59\%$
test_seq_add[compile]	0.2855ms	0.1363ms	7.3358 KOps/s	6.7121 KOps/s	$\textbf{\color{#35bf28}+9.29\%}$
test_seq_add[compile-overhead]	0.3132ms	0.1810ms	5.5247 KOps/s	5.4664 KOps/s	$\color{#35bf28}+1.07\%$
test_seq_wrap[eager]	1.4635ms	1.3738ms	727.9186 Ops/s	721.8508 Ops/s	$\color{#35bf28}+0.84\%$
test_seq_wrap[compile]	0.4789ms	0.4065ms	2.4600 KOps/s	2.4452 KOps/s	$\color{#35bf28}+0.60\%$
test_seq_wrap[compile-overhead]	0.3762ms	0.2958ms	3.3807 KOps/s	3.3170 KOps/s	$\color{#35bf28}+1.92\%$
test_func_call_runtime[False-eager]	0.8559ms	0.7642ms	1.3086 KOps/s	1.2697 KOps/s	$\color{#35bf28}+3.07\%$
test_func_call_runtime[False-compile]	1.1916ms	0.9529ms	1.0494 KOps/s	1.0406 KOps/s	$\color{#35bf28}+0.84\%$
test_func_call_runtime[False-compile-overhead]	0.5482ms	0.4917ms	2.0338 KOps/s	2.0143 KOps/s	$\color{#35bf28}+0.97\%$
test_func_call_runtime[True-eager]	1.1516ms	1.0204ms	980.0339 Ops/s	959.4558 Ops/s	$\color{#35bf28}+2.14\%$
test_func_call_runtime[True-compile]	1.0725ms	0.9672ms	1.0339 KOps/s	1.0247 KOps/s	$\color{#35bf28}+0.89\%$
test_func_call_runtime[True-compile-overhead]	0.5687ms	0.5067ms	1.9736 KOps/s	1.9515 KOps/s	$\color{#35bf28}+1.13\%$
test_func_call_cm_runtime[False-eager]	0.8796ms	0.7956ms	1.2569 KOps/s	1.2750 KOps/s	$\color{#d91a1a}-1.42\%$
test_func_call_cm_runtime[False-compile]	1.0924ms	0.9453ms	1.0579 KOps/s	1.0580 KOps/s	$\color{#d91a1a}-0.01\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6283ms	0.4728ms	2.1148 KOps/s	2.1065 KOps/s	$\color{#35bf28}+0.40\%$
test_func_call_cm_runtime[True-eager]	1.3016ms	1.1667ms	857.0903 Ops/s	839.4947 Ops/s	$\color{#35bf28}+2.10\%$
test_func_call_cm_runtime[True-compile]	1.1484ms	1.0094ms	990.6633 Ops/s	996.7503 Ops/s	$\color{#d91a1a}-0.61\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6873ms	0.5315ms	1.8815 KOps/s	1.8602 KOps/s	$\color{#35bf28}+1.15\%$
test_vmap_func_call_cm_runtime[eager]	2.8457ms	2.3673ms	422.4147 Ops/s	415.2454 Ops/s	$\color{#35bf28}+1.73\%$
test_vmap_func_call_cm_runtime[compile]	3.1312ms	2.6048ms	383.9109 Ops/s	383.4665 Ops/s	$\color{#35bf28}+0.12\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0315ms	2.5603ms	390.5799 Ops/s	383.4868 Ops/s	$\color{#35bf28}+1.85\%$
test_distributed	1.6019ms	0.1571ms	6.3661 KOps/s	6.6817 KOps/s	$\color{#d91a1a}-4.72\%$
test_tdmodule	0.3720ms	0.1869ms	5.3515 KOps/s	5.1840 KOps/s	$\color{#35bf28}+3.23\%$
test_tdmodule_dispatch	0.4079ms	0.3605ms	2.7741 KOps/s	2.7551 KOps/s	$\color{#35bf28}+0.69\%$
test_tdseq	44.6630μs	25.7389μs	38.8516 KOps/s	38.3656 KOps/s	$\color{#35bf28}+1.27\%$
test_tdseq_dispatch	0.2514ms	0.2111ms	4.7365 KOps/s	4.7353 KOps/s	$\color{#35bf28}+0.03\%$
test_instantiation_functorch	2.1011ms	1.9585ms	510.6051 Ops/s	506.2499 Ops/s	$\color{#35bf28}+0.86\%$
test_exec_functorch	0.2167ms	0.1751ms	5.7115 KOps/s	5.6369 KOps/s	$\color{#35bf28}+1.32\%$
test_exec_functional_call	0.2158ms	0.1569ms	6.3726 KOps/s	6.3553 KOps/s	$\color{#35bf28}+0.27\%$
test_exec_td_decorator	0.4835ms	0.2433ms	4.1098 KOps/s	4.0601 KOps/s	$\color{#35bf28}+1.22\%$
test_vmap_mlp_speed_decorator[True-True]	1.1759ms	1.0143ms	985.8754 Ops/s	967.4665 Ops/s	$\color{#35bf28}+1.90\%$
test_vmap_mlp_speed_decorator[True-False]	1.2025ms	1.0100ms	990.1131 Ops/s	974.1977 Ops/s	$\color{#35bf28}+1.63\%$
test_vmap_mlp_speed_decorator[False-True]	0.9364ms	0.7208ms	1.3873 KOps/s	1.3324 KOps/s	$\color{#35bf28}+4.12\%$
test_vmap_mlp_speed_decorator[False-False]	0.9124ms	0.7203ms	1.3883 KOps/s	1.3612 KOps/s	$\color{#35bf28}+1.99\%$
test_vmap_transformer_speed_decorator[True-True]	21.7042ms	20.7863ms	48.1086 Ops/s	47.4200 Ops/s	$\color{#35bf28}+1.45\%$
test_vmap_transformer_speed_decorator[True-False]	21.2133ms	20.7226ms	48.2564 Ops/s	47.4414 Ops/s	$\color{#35bf28}+1.72\%$
test_vmap_transformer_speed_decorator[False-True]	21.0579ms	20.3601ms	49.1157 Ops/s	48.3616 Ops/s	$\color{#35bf28}+1.56\%$
test_vmap_transformer_speed_decorator[False-False]	21.0224ms	20.3860ms	49.0532 Ops/s	48.2600 Ops/s	$\color{#35bf28}+1.64\%$
test_to_module_speed[True]	1.6834ms	1.5770ms	634.1172 Ops/s	629.7749 Ops/s	$\color{#35bf28}+0.69\%$
test_to_module_speed[False]	1.9512ms	1.5551ms	643.0476 Ops/s	635.0288 Ops/s	$\color{#35bf28}+1.26\%$
test_to_module_plain_tensor_speed[None]	2.1689ms	1.6753ms	596.9216 Ops/s	589.3783 Ops/s	$\color{#35bf28}+1.28\%$
test_to_module_plain_tensor_speed[False]	1.9845ms	1.5301ms	653.5674 Ops/s	650.2576 Ops/s	$\color{#35bf28}+0.51\%$
test_to_module_plain_tensor_speed[True]	3.3560ms	3.2627ms	306.4931 Ops/s	306.7955 Ops/s	$\color{#d91a1a}-0.10\%$
test_tc_init	76.1750μs	41.8190μs	23.9126 KOps/s	24.3410 KOps/s	$\color{#d91a1a}-1.76\%$
test_tc_init_tensor_only	80.6850μs	8.7043μs	114.8859 KOps/s	116.4978 KOps/s	$\color{#d91a1a}-1.38\%$
test_tc_init_nested	0.1237ms	82.1726μs	12.1695 KOps/s	12.3623 KOps/s	$\color{#d91a1a}-1.56\%$
test_tc_init_many_fields	54.9940μs	14.4058μs	69.4167 KOps/s	71.4443 KOps/s	$\color{#d91a1a}-2.84\%$
test_tc_first_layer_tensor	29.6810μs	1.6935μs	590.4989 KOps/s	586.9932 KOps/s	$\color{#35bf28}+0.60\%$
test_tc_first_layer_tensor_only	1.9832μs	0.3790μs	2.6386 MOps/s	2.5472 MOps/s	$\color{#35bf28}+3.59\%$
test_tc_first_layer_tensor_set	30.9920μs	3.6919μs	270.8628 KOps/s	267.6720 KOps/s	$\color{#35bf28}+1.19\%$
test_tc_first_layer_tensor_only_set	25.2110μs	3.1250μs	319.9980 KOps/s	322.5943 KOps/s	$\color{#d91a1a}-0.80\%$
test_tc_first_layer_nontensor	34.9020μs	5.8541μs	170.8218 KOps/s	162.6207 KOps/s	$\textbf{\color{#35bf28}+5.04\%}$
test_tc_second_layer_tensor	41.5830μs	4.1536μs	240.7561 KOps/s	236.7273 KOps/s	$\color{#35bf28}+1.70\%$
test_tc_second_layer_nontensor	36.6420μs	8.2118μs	121.7765 KOps/s	114.9566 KOps/s	$\textbf{\color{#35bf28}+5.93\%}$
test_unbind	0.2789s	13.5686ms	73.6998 Ops/s	71.4464 Ops/s	$\color{#35bf28}+3.15\%$
test_full_like	4.5482ms	4.3594ms	229.3882 Ops/s	228.0881 Ops/s	$\color{#35bf28}+0.57\%$
test_zeros_like	4.7957ms	4.3371ms	230.5698 Ops/s	228.3874 Ops/s	$\color{#35bf28}+0.96\%$
test_ones_like	4.5174ms	4.3464ms	230.0755 Ops/s	227.9054 Ops/s	$\color{#35bf28}+0.95\%$
test_clone	6.6588ms	6.3986ms	156.2848 Ops/s	155.5287 Ops/s	$\color{#35bf28}+0.49\%$
test_squeeze	77.7750μs	13.7690μs	72.6267 KOps/s	72.3235 KOps/s	$\color{#35bf28}+0.42\%$
test_unsqueeze	0.1808ms	0.1129ms	8.8586 KOps/s	8.9626 KOps/s	$\color{#d91a1a}-1.16\%$
test_split	0.2395ms	0.1816ms	5.5064 KOps/s	5.6997 KOps/s	$\color{#d91a1a}-3.39\%$
test_permute	0.2602ms	0.2094ms	4.7750 KOps/s	4.9694 KOps/s	$\color{#d91a1a}-3.91\%$
test_stack	18.3405ms	18.0028ms	55.5468 Ops/s	19.5301 Ops/s	$\textbf{\color{#35bf28}+184.42\%}$
test_cat	18.2297ms	17.8909ms	55.8943 Ops/s	19.5227 Ops/s	$\textbf{\color{#35bf28}+186.30\%}$
test_sequential_tensordict	0.9884ms	0.5630ms	1.7763 KOps/s	1.7581 KOps/s	$\color{#35bf28}+1.03\%$
test_sequential_graph_module	0.1663ms	0.1221ms	8.1892 KOps/s	8.2761 KOps/s	$\color{#d91a1a}-1.05\%$
test_nested_tensordict	1.1944ms	0.8115ms	1.2322 KOps/s	1.2583 KOps/s	$\color{#d91a1a}-2.07\%$
test_nested_graph_module	0.5231ms	0.1311ms	7.6305 KOps/s	7.7521 KOps/s	$\color{#d91a1a}-1.57\%$

[github-actions]

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

Total Benchmarks: 344. Improved: $\large\color{#35bf28}30$. Worsened: $\large\color{#d91a1a}27$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_collector_preallocated_write[stack_out-cpu-32-2]	0.2173ms	0.1646ms	6.0737 KOps/s	6.0891 KOps/s	$\color{#d91a1a}-0.25\%$
test_collector_preallocated_write[stack_out-cpu-32-8]	0.3403ms	0.2847ms	3.5125 KOps/s	3.5149 KOps/s	$\color{#d91a1a}-0.07\%$
test_collector_preallocated_write[stack_out-cpu-32-32]	0.8603ms	0.7485ms	1.3360 KOps/s	1.3257 KOps/s	$\color{#35bf28}+0.77\%$
test_collector_preallocated_write[stack_out-cpu-4096-2]	0.4615ms	0.3423ms	2.9218 KOps/s	2.9788 KOps/s	$\color{#d91a1a}-1.91\%$
test_collector_preallocated_write[stack_out-cpu-4096-8]	1.3486ms	1.1556ms	865.3181 Ops/s	914.3775 Ops/s	$\textbf{\color{#d91a1a}-5.37\%}$
test_collector_preallocated_write[stack_out-cpu-4096-32]	8.1235ms	7.3532ms	135.9954 Ops/s	136.4748 Ops/s	$\color{#d91a1a}-0.35\%$
test_collector_preallocated_write[stack_out-cuda-32-2]	0.3128ms	0.2475ms	4.0411 KOps/s	4.1373 KOps/s	$\color{#d91a1a}-2.32\%$
test_collector_preallocated_write[stack_out-cuda-32-8]	0.4347ms	0.3750ms	2.6665 KOps/s	2.8195 KOps/s	$\textbf{\color{#d91a1a}-5.43\%}$
test_collector_preallocated_write[stack_out-cuda-32-32]	1.1271ms	0.8021ms	1.2467 KOps/s	1.2737 KOps/s	$\color{#d91a1a}-2.12\%$
test_collector_preallocated_write[stack_out-cuda-4096-2]	0.3140ms	0.2565ms	3.8993 KOps/s	4.1342 KOps/s	$\textbf{\color{#d91a1a}-5.68\%}$
test_collector_preallocated_write[stack_out-cuda-4096-8]	0.5534ms	0.3772ms	2.6510 KOps/s	2.7737 KOps/s	$\color{#d91a1a}-4.42\%$
test_collector_preallocated_write[stack_out-cuda-4096-32]	0.9919ms	0.8621ms	1.1600 KOps/s	1.1783 KOps/s	$\color{#d91a1a}-1.55\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2]	0.2701ms	0.2150ms	4.6513 KOps/s	4.7953 KOps/s	$\color{#d91a1a}-3.00\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8]	0.9550ms	0.8014ms	1.2478 KOps/s	1.2400 KOps/s	$\color{#35bf28}+0.63\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32]	3.2701ms	3.1381ms	318.6629 Ops/s	311.3215 Ops/s	$\color{#35bf28}+2.36\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2]	0.5064ms	0.3549ms	2.8179 KOps/s	2.6271 KOps/s	$\textbf{\color{#35bf28}+7.26\%}$
test_collector_preallocated_write[set_at_loop-cpu-4096-8]	2.0593ms	1.6592ms	602.7103 Ops/s	618.8134 Ops/s	$\color{#d91a1a}-2.60\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32]	11.1173ms	10.5887ms	94.4407 Ops/s	98.6764 Ops/s	$\color{#d91a1a}-4.29\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2]	0.5200ms	0.3896ms	2.5668 KOps/s	2.6001 KOps/s	$\color{#d91a1a}-1.28\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8]	1.6122ms	1.4293ms	699.6674 Ops/s	700.2586 Ops/s	$\color{#d91a1a}-0.08\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32]	5.8134ms	5.6771ms	176.1473 Ops/s	178.1842 Ops/s	$\color{#d91a1a}-1.14\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2]	0.4507ms	0.3856ms	2.5932 KOps/s	2.5951 KOps/s	$\color{#d91a1a}-0.07\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8]	1.5630ms	1.4460ms	691.5802 Ops/s	688.5701 Ops/s	$\color{#35bf28}+0.44\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32]	5.7578ms	5.6809ms	176.0289 Ops/s	176.8251 Ops/s	$\color{#d91a1a}-0.45\%$
test_collector_preallocated_write[copy_at-cpu-32-2]	0.6262ms	0.1684ms	5.9368 KOps/s	5.9272 KOps/s	$\color{#35bf28}+0.16\%$
test_collector_preallocated_write[copy_at-cpu-32-8]	0.7669ms	0.6549ms	1.5268 KOps/s	1.5080 KOps/s	$\color{#35bf28}+1.25\%$
test_collector_preallocated_write[copy_at-cpu-32-32]	2.6954ms	2.5937ms	385.5474 Ops/s	384.8996 Ops/s	$\color{#35bf28}+0.17\%$
test_collector_preallocated_write[copy_at-cpu-4096-2]	0.4120ms	0.3048ms	3.2803 KOps/s	3.1353 KOps/s	$\color{#35bf28}+4.63\%$
test_collector_preallocated_write[copy_at-cpu-4096-8]	1.9943ms	1.5303ms	653.4705 Ops/s	705.6741 Ops/s	$\textbf{\color{#d91a1a}-7.40\%}$
test_collector_preallocated_write[copy_at-cpu-4096-32]	10.0187ms	9.6080ms	104.0801 Ops/s	105.6788 Ops/s	$\color{#d91a1a}-1.51\%$
test_collector_preallocated_write[copy_at-cuda-32-2]	0.4613ms	0.3241ms	3.0850 KOps/s	3.1295 KOps/s	$\color{#d91a1a}-1.42\%$
test_collector_preallocated_write[copy_at-cuda-32-8]	1.3041ms	1.1909ms	839.6684 Ops/s	841.3932 Ops/s	$\color{#d91a1a}-0.20\%$
test_collector_preallocated_write[copy_at-cuda-32-32]	4.8872ms	4.6569ms	214.7338 Ops/s	215.4950 Ops/s	$\color{#d91a1a}-0.35\%$
test_collector_preallocated_write[copy_at-cuda-4096-2]	0.3978ms	0.3216ms	3.1095 KOps/s	3.1300 KOps/s	$\color{#d91a1a}-0.66\%$
test_collector_preallocated_write[copy_at-cuda-4096-8]	1.2869ms	1.1958ms	836.2714 Ops/s	837.2449 Ops/s	$\color{#d91a1a}-0.12\%$
test_collector_preallocated_write[copy_at-cuda-4096-32]	4.9666ms	4.7021ms	212.6707 Ops/s	211.7983 Ops/s	$\color{#35bf28}+0.41\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2]	0.1703ms	0.1167ms	8.5656 KOps/s	8.5959 KOps/s	$\color{#d91a1a}-0.35\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8]	0.5692ms	0.4573ms	2.1868 KOps/s	2.2150 KOps/s	$\color{#d91a1a}-1.27\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32]	1.8837ms	1.8209ms	549.1816 Ops/s	551.3775 Ops/s	$\color{#d91a1a}-0.40\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2]	0.6763ms	0.2546ms	3.9273 KOps/s	3.8399 KOps/s	$\color{#35bf28}+2.28\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8]	1.5522ms	1.3726ms	728.5326 Ops/s	784.3684 Ops/s	$\textbf{\color{#d91a1a}-7.12\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32]	9.5768ms	8.9384ms	111.8774 Ops/s	117.5297 Ops/s	$\color{#d91a1a}-4.81\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2]	0.3873ms	0.2935ms	3.4070 KOps/s	3.6683 KOps/s	$\textbf{\color{#d91a1a}-7.12\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8]	1.1672ms	1.0907ms	916.8622 Ops/s	995.8951 Ops/s	$\textbf{\color{#d91a1a}-7.94\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32]	4.3818ms	4.2416ms	235.7614 Ops/s	254.8461 Ops/s	$\textbf{\color{#d91a1a}-7.49\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2]	0.3505ms	0.2925ms	3.4187 KOps/s	3.6960 KOps/s	$\textbf{\color{#d91a1a}-7.50\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8]	1.1479ms	1.0922ms	915.6003 Ops/s	992.5475 Ops/s	$\textbf{\color{#d91a1a}-7.75\%}$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32]	4.3804ms	4.2820ms	233.5343 Ops/s	250.6993 Ops/s	$\textbf{\color{#d91a1a}-6.85\%}$
test_wide_nested_preallocated_write[stack_out-cpu-128-128]	16.2824ms	15.7297ms	63.5740 Ops/s	63.9903 Ops/s	$\color{#d91a1a}-0.65\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256]	32.1827ms	31.9343ms	31.3143 Ops/s	31.7717 Ops/s	$\color{#d91a1a}-1.44\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128]	88.4724ms	88.2971ms	11.3254 Ops/s	12.1792 Ops/s	$\textbf{\color{#d91a1a}-7.01\%}$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256]	0.2241s	0.2214s	4.5161 Ops/s	5.1253 Ops/s	$\textbf{\color{#d91a1a}-11.89\%}$
test_wide_nested_preallocated_write[stack_out-cuda-128-128]	13.5426ms	13.1078ms	76.2903 Ops/s	75.9915 Ops/s	$\color{#35bf28}+0.39\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256]	26.6612ms	25.8462ms	38.6904 Ops/s	38.8752 Ops/s	$\color{#d91a1a}-0.48\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128]	13.4776ms	13.3044ms	75.1633 Ops/s	75.4669 Ops/s	$\color{#d91a1a}-0.40\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256]	26.4526ms	26.2270ms	38.1287 Ops/s	38.3470 Ops/s	$\color{#d91a1a}-0.57\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128]	50.7068ms	50.4332ms	19.8282 Ops/s	19.8087 Ops/s	$\color{#35bf28}+0.10\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256]	0.1020s	0.1017s	9.8313 Ops/s	9.8730 Ops/s	$\color{#d91a1a}-0.42\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128]	0.1494s	0.1488s	6.7188 Ops/s	7.1485 Ops/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256]	0.3586s	0.3482s	2.8723 Ops/s	3.2161 Ops/s	$\textbf{\color{#d91a1a}-10.69\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128]	78.1487ms	77.6831ms	12.8728 Ops/s	13.9519 Ops/s	$\textbf{\color{#d91a1a}-7.73\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256]	0.1560s	0.1555s	6.4300 Ops/s	6.9775 Ops/s	$\textbf{\color{#d91a1a}-7.85\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128]	78.8600ms	78.5601ms	12.7291 Ops/s	13.8464 Ops/s	$\textbf{\color{#d91a1a}-8.07\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256]	0.1572s	0.1565s	6.3899 Ops/s	6.7985 Ops/s	$\textbf{\color{#d91a1a}-6.01\%}$
test_wide_nested_preallocated_write[copy_at-cpu-128-128]	29.3635ms	29.2577ms	34.1790 Ops/s	33.4482 Ops/s	$\color{#35bf28}+2.18\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256]	60.1041ms	59.9224ms	16.6882 Ops/s	16.6872 Ops/s	$+0.01\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128]	0.1228s	0.1216s	8.2260 Ops/s	8.6515 Ops/s	$\color{#d91a1a}-4.92\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256]	0.2703s	0.2662s	3.7564 Ops/s	3.8370 Ops/s	$\color{#d91a1a}-2.10\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128]	43.0139ms	42.6901ms	23.4246 Ops/s	23.5098 Ops/s	$\color{#d91a1a}-0.36\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256]	85.9616ms	85.7445ms	11.6626 Ops/s	11.7767 Ops/s	$\color{#d91a1a}-0.97\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128]	44.0875ms	43.0789ms	23.2132 Ops/s	23.3897 Ops/s	$\color{#d91a1a}-0.75\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256]	86.4599ms	86.2070ms	11.6000 Ops/s	11.6954 Ops/s	$\color{#d91a1a}-0.82\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128]	20.1972ms	19.8897ms	50.2773 Ops/s	50.3834 Ops/s	$\color{#d91a1a}-0.21\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256]	40.6611ms	40.4589ms	24.7164 Ops/s	24.6874 Ops/s	$\color{#35bf28}+0.12\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128]	0.1073s	0.1070s	9.3476 Ops/s	9.5721 Ops/s	$\color{#d91a1a}-2.35\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256]	0.2473s	0.2441s	4.0961 Ops/s	4.2013 Ops/s	$\color{#d91a1a}-2.51\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128]	39.1090ms	38.7128ms	25.8313 Ops/s	28.1913 Ops/s	$\textbf{\color{#d91a1a}-8.37\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256]	78.6394ms	78.1054ms	12.8032 Ops/s	14.0607 Ops/s	$\textbf{\color{#d91a1a}-8.94\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128]	39.2059ms	38.9447ms	25.6775 Ops/s	28.0743 Ops/s	$\textbf{\color{#d91a1a}-8.54\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256]	77.7041ms	77.2747ms	12.9409 Ops/s	14.0256 Ops/s	$\textbf{\color{#d91a1a}-7.73\%}$
test_plain_set_nested	54.6510μs	15.0282μs	66.5418 KOps/s	68.0032 KOps/s	$\color{#d91a1a}-2.15\%$
test_plain_set_stack_nested	47.0210μs	14.6058μs	68.4658 KOps/s	69.1399 KOps/s	$\color{#d91a1a}-0.98\%$
test_plain_set_nested_inplace	44.8620μs	16.1590μs	61.8850 KOps/s	62.3969 KOps/s	$\color{#d91a1a}-0.82\%$
test_plain_set_stack_nested_inplace	68.3520μs	15.9207μs	62.8113 KOps/s	63.0302 KOps/s	$\color{#d91a1a}-0.35\%$
test_items	34.2610μs	5.5222μs	181.0886 KOps/s	180.7767 KOps/s	$\color{#35bf28}+0.17\%$
test_items_nested	0.5050ms	0.4548ms	2.1988 KOps/s	2.1986 KOps/s	$+0.01\%$
test_items_nested_locked	0.5657ms	0.4574ms	2.1864 KOps/s	2.2017 KOps/s	$\color{#d91a1a}-0.69\%$
test_items_nested_leaf	0.1375ms	92.5834μs	10.8011 KOps/s	10.9330 KOps/s	$\color{#d91a1a}-1.21\%$
test_items_stack_nested	0.5454ms	0.4538ms	2.2036 KOps/s	2.2253 KOps/s	$\color{#d91a1a}-0.98\%$
test_items_stack_nested_leaf	0.1333ms	92.2269μs	10.8428 KOps/s	10.9290 KOps/s	$\color{#d91a1a}-0.79\%$
test_items_stack_nested_locked	0.5239ms	0.4621ms	2.1642 KOps/s	2.1996 KOps/s	$\color{#d91a1a}-1.61\%$
test_keys	25.9300μs	4.1252μs	242.4136 KOps/s	241.2135 KOps/s	$\color{#35bf28}+0.50\%$
test_keys_nested	0.1700ms	0.1297ms	7.7089 KOps/s	7.8002 KOps/s	$\color{#d91a1a}-1.17\%$
test_keys_nested_locked	2.0508ms	0.1362ms	7.3414 KOps/s	7.3117 KOps/s	$\color{#35bf28}+0.41\%$
test_keys_nested_leaf	0.1621ms	0.1186ms	8.4308 KOps/s	8.3570 KOps/s	$\color{#35bf28}+0.88\%$
test_keys_stack_nested	0.1875ms	0.1291ms	7.7484 KOps/s	7.8226 KOps/s	$\color{#d91a1a}-0.95\%$
test_keys_stack_nested_leaf	0.1638ms	0.1190ms	8.4050 KOps/s	8.5205 KOps/s	$\color{#d91a1a}-1.36\%$
test_keys_stack_nested_locked	0.1863ms	0.1368ms	7.3109 KOps/s	7.3341 KOps/s	$\color{#d91a1a}-0.32\%$
test_values	6.1342μs	1.0017μs	998.3335 KOps/s	1.0009 MOps/s	$\color{#d91a1a}-0.26\%$
test_values_nested	83.6530μs	52.3577μs	19.0994 KOps/s	19.6018 KOps/s	$\color{#d91a1a}-2.56\%$
test_values_nested_locked	90.8530μs	55.8590μs	17.9022 KOps/s	18.1056 KOps/s	$\color{#d91a1a}-1.12\%$
test_values_nested_leaf	92.9930μs	59.5913μs	16.7810 KOps/s	16.8157 KOps/s	$\color{#d91a1a}-0.21\%$
test_values_stack_nested	78.9720μs	52.0629μs	19.2075 KOps/s	19.3594 KOps/s	$\color{#d91a1a}-0.78\%$
test_values_stack_nested_leaf	84.2830μs	59.5301μs	16.7982 KOps/s	16.8195 KOps/s	$\color{#d91a1a}-0.13\%$
test_values_stack_nested_locked	83.1120μs	55.6796μs	17.9599 KOps/s	18.1563 KOps/s	$\color{#d91a1a}-1.08\%$
test_membership	4.8368μs	0.8002μs	1.2497 MOps/s	1.2714 MOps/s	$\color{#d91a1a}-1.71\%$
test_membership_nested	33.0800μs	2.8048μs	356.5329 KOps/s	355.8796 KOps/s	$\color{#35bf28}+0.18\%$
test_membership_nested_leaf	39.1910μs	2.8121μs	355.6011 KOps/s	369.0687 KOps/s	$\color{#d91a1a}-3.65\%$
test_membership_stacked_nested	29.7010μs	2.7278μs	366.5994 KOps/s	371.5203 KOps/s	$\color{#d91a1a}-1.32\%$
test_membership_stacked_nested_leaf	26.9810μs	2.7140μs	368.4533 KOps/s	364.9196 KOps/s	$\color{#35bf28}+0.97\%$
test_membership_nested_last	41.6510μs	4.2141μs	237.2989 KOps/s	240.4751 KOps/s	$\color{#d91a1a}-1.32\%$
test_membership_nested_leaf_last	34.6110μs	4.1942μs	238.4254 KOps/s	238.8474 KOps/s	$\color{#d91a1a}-0.18\%$
test_membership_stacked_nested_last	35.4810μs	4.0960μs	244.1381 KOps/s	246.3615 KOps/s	$\color{#d91a1a}-0.90\%$
test_membership_stacked_nested_leaf_last	32.3710μs	4.1466μs	241.1635 KOps/s	244.4379 KOps/s	$\color{#d91a1a}-1.34\%$
test_nested_getleaf	48.5420μs	20.3821μs	49.0628 KOps/s	48.7694 KOps/s	$\color{#35bf28}+0.60\%$
test_nested_get	45.2810μs	19.5425μs	51.1705 KOps/s	51.4043 KOps/s	$\color{#d91a1a}-0.45\%$
test_stacked_getleaf	45.7420μs	20.4325μs	48.9416 KOps/s	49.1886 KOps/s	$\color{#d91a1a}-0.50\%$
test_stacked_get	45.5610μs	19.3215μs	51.7559 KOps/s	51.3816 KOps/s	$\color{#35bf28}+0.73\%$
test_nested_getitemleaf	43.6710μs	21.0121μs	47.5917 KOps/s	47.3127 KOps/s	$\color{#35bf28}+0.59\%$
test_nested_getitem	50.0010μs	19.9383μs	50.1546 KOps/s	50.3685 KOps/s	$\color{#d91a1a}-0.42\%$
test_stacked_getitemleaf	50.7820μs	21.1727μs	47.2307 KOps/s	47.5316 KOps/s	$\color{#d91a1a}-0.63\%$
test_stacked_getitem	51.1010μs	20.0856μs	49.7870 KOps/s	50.2363 KOps/s	$\color{#d91a1a}-0.89\%$
test_lock_nested	0.5455ms	0.4713ms	2.1219 KOps/s	2.0758 KOps/s	$\color{#35bf28}+2.22\%$
test_lock_stack_nested	0.5136ms	0.4805ms	2.0813 KOps/s	2.0741 KOps/s	$\color{#35bf28}+0.34\%$
test_unlock_nested	0.4424ms	0.3779ms	2.6460 KOps/s	2.6597 KOps/s	$\color{#d91a1a}-0.51\%$
test_unlock_stack_nested	0.4064ms	0.3785ms	2.6421 KOps/s	2.6316 KOps/s	$\color{#35bf28}+0.40\%$
test_flatten_speed	0.1700ms	0.1151ms	8.6850 KOps/s	8.6855 KOps/s	$-0.00\%$
test_unflatten_speed	0.6257ms	0.5466ms	1.8294 KOps/s	1.8184 KOps/s	$\color{#35bf28}+0.61\%$
test_common_ops	99.9382ms	1.9326ms	517.4444 Ops/s	1.3473 KOps/s	$\textbf{\color{#d91a1a}-61.59\%}$
test_creation	0.1471ms	2.9492μs	339.0707 KOps/s	342.1176 KOps/s	$\color{#d91a1a}-0.89\%$
test_creation_empty	25.7900μs	6.5306μs	153.1253 KOps/s	154.6366 KOps/s	$\color{#d91a1a}-0.98\%$
test_creation_nested_1	32.1410μs	10.7669μs	92.8772 KOps/s	93.0302 KOps/s	$\color{#d91a1a}-0.16\%$
test_creation_nested_2	39.2410μs	12.7205μs	78.6135 KOps/s	79.0801 KOps/s	$\color{#d91a1a}-0.59\%$
test_creation_many_keys[10]	49.2610μs	19.1875μs	52.1172 KOps/s	52.1290 KOps/s	$\color{#d91a1a}-0.02\%$
test_creation_many_keys[50]	0.1358ms	82.7155μs	12.0896 KOps/s	12.1531 KOps/s	$\color{#d91a1a}-0.52\%$
test_creation_many_keys[100]	0.2159ms	0.1637ms	6.1091 KOps/s	6.1879 KOps/s	$\color{#d91a1a}-1.27\%$
test_creation_nested_many_keys[10]	70.2020μs	41.4293μs	24.1375 KOps/s	23.9877 KOps/s	$\color{#35bf28}+0.62\%$
test_creation_nested_many_keys[50]	0.2339ms	0.1687ms	5.9294 KOps/s	5.8995 KOps/s	$\color{#35bf28}+0.51\%$
test_clone	31.5010μs	12.8779μs	77.6521 KOps/s	78.0593 KOps/s	$\color{#d91a1a}-0.52\%$
test_getitem[int]	1.5598ms	14.4713μs	69.1023 KOps/s	69.6065 KOps/s	$\color{#d91a1a}-0.72\%$
test_getitem[slice_int]	0.1382ms	23.7518μs	42.1021 KOps/s	43.3990 KOps/s	$\color{#d91a1a}-2.99\%$
test_getitem[range]	0.1890ms	61.6947μs	16.2088 KOps/s	16.2119 KOps/s	$\color{#d91a1a}-0.02\%$
test_getitem[tuple]	0.1391ms	23.2177μs	43.0705 KOps/s	43.0808 KOps/s	$\color{#d91a1a}-0.02\%$
test_getitem[list]	0.1851ms	57.3862μs	17.4258 KOps/s	17.6714 KOps/s	$\color{#d91a1a}-1.39\%$
test_setitem_dim[int]	47.3620μs	25.4600μs	39.2773 KOps/s	40.8344 KOps/s	$\color{#d91a1a}-3.81\%$
test_setitem_dim[slice_int]	64.7420μs	42.2630μs	23.6614 KOps/s	24.2398 KOps/s	$\color{#d91a1a}-2.39\%$
test_setitem_dim[range]	0.1280ms	95.9714μs	10.4198 KOps/s	10.8733 KOps/s	$\color{#d91a1a}-4.17\%$
test_setitem_dim[tuple]	68.7320μs	37.7898μs	26.4621 KOps/s	25.8582 KOps/s	$\color{#35bf28}+2.34\%$
test_setitem	49.5410μs	16.8593μs	59.3145 KOps/s	54.6049 KOps/s	$\textbf{\color{#35bf28}+8.62\%}$
test_set	49.6910μs	16.0153μs	62.4404 KOps/s	59.4197 KOps/s	$\textbf{\color{#35bf28}+5.08\%}$
test_set_shared	0.6905ms	0.2094ms	4.7748 KOps/s	4.6504 KOps/s	$\color{#35bf28}+2.68\%$
test_update	0.3622ms	20.8751μs	47.9041 KOps/s	44.2545 KOps/s	$\textbf{\color{#35bf28}+8.25\%}$
test_update_nested	68.5720μs	32.6111μs	30.6645 KOps/s	28.8767 KOps/s	$\textbf{\color{#35bf28}+6.19\%}$
test_update__nested	0.5112ms	32.0760μs	31.1760 KOps/s	29.8578 KOps/s	$\color{#35bf28}+4.41\%$
test_set_nested	53.9320μs	18.1583μs	55.0713 KOps/s	51.8182 KOps/s	$\textbf{\color{#35bf28}+6.28\%}$
test_set_nested_new	69.4020μs	22.0813μs	45.2872 KOps/s	41.0974 KOps/s	$\textbf{\color{#35bf28}+10.19\%}$
test_select	86.2320μs	37.5551μs	26.6275 KOps/s	24.4043 KOps/s	$\textbf{\color{#35bf28}+9.11\%}$
test_select_nested	0.1035ms	68.5971μs	14.5779 KOps/s	14.3120 KOps/s	$\color{#35bf28}+1.86\%$
test_exclude_nested	0.1440ms	84.6729μs	11.8102 KOps/s	11.5513 KOps/s	$\color{#35bf28}+2.24\%$
test_empty[True]	0.4213ms	0.3854ms	2.5947 KOps/s	2.5699 KOps/s	$\color{#35bf28}+0.96\%$
test_empty[False]	8.4127μs	1.2916μs	774.2358 KOps/s	769.6512 KOps/s	$\color{#35bf28}+0.60\%$
test_to	0.1118ms	68.8450μs	14.5254 KOps/s	14.0176 KOps/s	$\color{#35bf28}+3.62\%$
test_to_nonblocking	0.1127ms	67.5219μs	14.8100 KOps/s	14.6423 KOps/s	$\color{#35bf28}+1.15\%$
test_unbind_speed	0.4332ms	0.3259ms	3.0681 KOps/s	3.1602 KOps/s	$\color{#d91a1a}-2.92\%$
test_unbind_speed_stack0	0.3897ms	0.3151ms	3.1737 KOps/s	3.1841 KOps/s	$\color{#d91a1a}-0.33\%$
test_unbind_speed_stack1	0.1158s	0.8150ms	1.2270 KOps/s	1.2047 KOps/s	$\color{#35bf28}+1.86\%$
test_split	0.1162s	1.2205ms	819.3155 Ops/s	718.5855 Ops/s	$\textbf{\color{#35bf28}+14.02\%}$
test_chunk	1.1321ms	1.0388ms	962.6653 Ops/s	958.8923 Ops/s	$\color{#35bf28}+0.39\%$
test_to_cpu_blocking	20.0668ms	19.8979ms	50.2566 Ops/s	49.7340 Ops/s	$\color{#35bf28}+1.05\%$
test_to_cpu_global_sync	11.9378ms	11.7142ms	85.3665 Ops/s	84.9934 Ops/s	$\color{#35bf28}+0.44\%$
test_to_cpu_event_sync	13.1156ms	12.7524ms	78.4164 Ops/s	77.9123 Ops/s	$\color{#35bf28}+0.65\%$
test_to_cpu_default	13.1367ms	12.7986ms	78.1335 Ops/s	69.7292 Ops/s	$\textbf{\color{#35bf28}+12.05\%}$
test_consolidate[False-None]	4.0605ms	3.9953ms	250.2922 Ops/s	249.4491 Ops/s	$\color{#35bf28}+0.34\%$
test_consolidate[default-None]	3.2986ms	2.0549ms	486.6449 Ops/s	479.8286 Ops/s	$\color{#35bf28}+1.42\%$
test_consolidate[reduce-overhead-None]	3.5411ms	1.9928ms	501.7999 Ops/s	490.9385 Ops/s	$\color{#35bf28}+2.21\%$
test_consolidate_njt[False-None]	8.4090ms	8.3090ms	120.3516 Ops/s	121.6453 Ops/s	$\color{#d91a1a}-1.06\%$
test_to[False-False-None]	2.2842ms	2.1488ms	465.3792 Ops/s	464.7096 Ops/s	$\color{#35bf28}+0.14\%$
test_to[True-False-None]	2.1150ms	1.8165ms	550.5020 Ops/s	533.8617 Ops/s	$\color{#35bf28}+3.12\%$
test_to[within-False-None]	6.2891ms	5.9511ms	168.0369 Ops/s	164.1708 Ops/s	$\color{#35bf28}+2.35\%$
test_to[True-default-None]	10.5245ms	10.3449ms	96.6659 Ops/s	94.1637 Ops/s	$\color{#35bf28}+2.66\%$
test_to_njt[False-False-None]	8.4086ms	8.2894ms	120.6365 Ops/s	117.1680 Ops/s	$\color{#35bf28}+2.96\%$
test_to_njt[True-False-None]	6.8193ms	6.5965ms	151.5946 Ops/s	145.9143 Ops/s	$\color{#35bf28}+3.89\%$
test_to_njt[within-False-None]	15.1205ms	14.8670ms	67.2629 Ops/s	65.1751 Ops/s	$\color{#35bf28}+3.20\%$
test_creation[device0]	0.3469ms	0.1125ms	8.8876 KOps/s	8.6659 KOps/s	$\color{#35bf28}+2.56\%$
test_creation_from_tensor	0.3575ms	0.1101ms	9.0860 KOps/s	8.7179 KOps/s	$\color{#35bf28}+4.22\%$
test_add_one[memmap_tensor0]	0.1747ms	6.4459μs	155.1380 KOps/s	150.7909 KOps/s	$\color{#35bf28}+2.88\%$
test_contiguous[memmap_tensor0]	27.6300μs	0.6454μs	1.5494 MOps/s	2.3542 MOps/s	$\textbf{\color{#d91a1a}-34.19\%}$
test_stack[memmap_tensor0]	36.7610μs	4.1844μs	238.9852 KOps/s	235.3583 KOps/s	$\color{#35bf28}+1.54\%$
test_memmaptd_index	1.1319ms	0.2655ms	3.7669 KOps/s	3.7567 KOps/s	$\color{#35bf28}+0.27\%$
test_memmaptd_index_astensor	0.4733ms	0.3657ms	2.7346 KOps/s	2.7034 KOps/s	$\color{#35bf28}+1.15\%$
test_memmaptd_index_op	0.8402ms	0.6153ms	1.6253 KOps/s	1.6050 KOps/s	$\color{#35bf28}+1.26\%$
test_serialize_model	0.1347s	0.1331s	7.5117 Ops/s	7.4295 Ops/s	$\color{#35bf28}+1.11\%$
test_serialize_model_pickle	1.3474s	1.2094s	0.8269 Ops/s	0.8234 Ops/s	$\color{#35bf28}+0.42\%$
test_serialize_weights	0.1350s	0.1330s	7.5173 Ops/s	3.4118 Ops/s	$\textbf{\color{#35bf28}+120.34\%}$
test_serialize_weights_returnearly	0.3143s	77.9225ms	12.8333 Ops/s	16.1052 Ops/s	$\textbf{\color{#d91a1a}-20.32\%}$
test_serialize_weights_pickle	1.3473s	1.2131s	0.8243 Ops/s	0.8230 Ops/s	$\color{#35bf28}+0.17\%$
test_reshape_pytree	0.1994ms	30.9193μs	32.3422 KOps/s	32.0598 KOps/s	$\color{#35bf28}+0.88\%$
test_reshape_td	87.0030μs	42.8383μs	23.3436 KOps/s	22.6084 KOps/s	$\color{#35bf28}+3.25\%$
test_view_pytree	0.2127ms	30.6892μs	32.5847 KOps/s	32.4759 KOps/s	$\color{#35bf28}+0.34\%$
test_view_td	93.6730μs	51.7464μs	19.3250 KOps/s	18.5355 KOps/s	$\color{#35bf28}+4.26\%$
test_unbind_pytree	0.2209ms	34.7471μs	28.7794 KOps/s	27.9648 KOps/s	$\color{#35bf28}+2.91\%$
test_unbind_td	82.5320μs	48.6663μs	20.5481 KOps/s	19.8966 KOps/s	$\color{#35bf28}+3.27\%$
test_split_pytree	0.2662ms	40.1030μs	24.9358 KOps/s	23.9012 KOps/s	$\color{#35bf28}+4.33\%$
test_split_td	0.1082ms	63.0592μs	15.8581 KOps/s	15.8639 KOps/s	$\color{#d91a1a}-0.04\%$
test_add_pytree	0.2264ms	39.8659μs	25.0841 KOps/s	24.4563 KOps/s	$\color{#35bf28}+2.57\%$
test_add_td	97.2430μs	55.1971μs	18.1169 KOps/s	18.0737 KOps/s	$\color{#35bf28}+0.24\%$
test_compile_add_one_nested[tensordict-compile]	0.3310ms	0.2318ms	4.3137 KOps/s	4.4715 KOps/s	$\color{#d91a1a}-3.53\%$
test_compile_add_one_nested[tensordict-eager]	0.2847ms	0.1960ms	5.1023 KOps/s	4.1648 KOps/s	$\textbf{\color{#35bf28}+22.51\%}$
test_compile_add_one_nested[pytree-compile]	0.2724ms	0.1354ms	7.3845 KOps/s	7.3868 KOps/s	$\color{#d91a1a}-0.03\%$
test_compile_add_one_nested[pytree-eager]	0.4285ms	0.1714ms	5.8341 KOps/s	5.8011 KOps/s	$\color{#35bf28}+0.57\%$
test_compile_copy_nested[tensordict-compile]	72.0620μs	16.2153μs	61.6700 KOps/s	62.4362 KOps/s	$\color{#d91a1a}-1.23\%$
test_compile_copy_nested[tensordict-eager]	0.1387ms	50.3314μs	19.8683 KOps/s	19.6588 KOps/s	$\color{#35bf28}+1.07\%$
test_compile_copy_nested[pytree-compile]	0.1311ms	15.3286μs	65.2375 KOps/s	63.5898 KOps/s	$\color{#35bf28}+2.59\%$
test_compile_copy_nested[pytree-eager]	0.3618ms	63.8417μs	15.6638 KOps/s	15.6125 KOps/s	$\color{#35bf28}+0.33\%$
test_compile_add_one_flat[tensordict-compile]	0.2857ms	0.2406ms	4.1556 KOps/s	3.7323 KOps/s	$\textbf{\color{#35bf28}+11.34\%}$
test_compile_add_one_flat[tensordict-eager]	0.4065ms	0.2766ms	3.6153 KOps/s	3.6145 KOps/s	$\color{#35bf28}+0.02\%$
test_compile_add_one_flat[tensorclass-compile]	0.2228ms	0.1803ms	5.5448 KOps/s	5.2666 KOps/s	$\textbf{\color{#35bf28}+5.28\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1832ms	72.5321μs	13.7870 KOps/s	13.6306 KOps/s	$\color{#35bf28}+1.15\%$
test_compile_add_one_flat[pytree-compile]	0.4653ms	0.1874ms	5.3352 KOps/s	5.1543 KOps/s	$\color{#35bf28}+3.51\%$
test_compile_add_one_flat[pytree-eager]	0.7929ms	0.5045ms	1.9820 KOps/s	1.9308 KOps/s	$\color{#35bf28}+2.65\%$
test_compile_add_self_flat[tensordict-eager]	0.4556ms	0.3225ms	3.1009 KOps/s	3.0848 KOps/s	$\color{#35bf28}+0.52\%$
test_compile_add_self_flat[tensordict-compile]	0.5966ms	0.2459ms	4.0660 KOps/s	3.8654 KOps/s	$\textbf{\color{#35bf28}+5.19\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1489ms	88.3931μs	11.3131 KOps/s	11.2125 KOps/s	$\color{#35bf28}+0.90\%$
test_compile_add_self_flat[tensorclass-compile]	0.3553ms	0.1837ms	5.4449 KOps/s	5.1667 KOps/s	$\textbf{\color{#35bf28}+5.38\%}$
test_compile_add_self_flat[pytree-eager]	0.6416ms	0.4202ms	2.3799 KOps/s	2.3490 KOps/s	$\color{#35bf28}+1.32\%$
test_compile_add_self_flat[pytree-compile]	0.4479ms	0.1890ms	5.2908 KOps/s	5.1116 KOps/s	$\color{#35bf28}+3.51\%$
test_compile_copy_flat[tensordict-compile]	64.1020μs	19.2629μs	51.9131 KOps/s	48.2803 KOps/s	$\textbf{\color{#35bf28}+7.52\%}$
test_compile_copy_flat[tensordict-eager]	69.1920μs	39.8492μs	25.0946 KOps/s	25.0476 KOps/s	$\color{#35bf28}+0.19\%$
test_compile_copy_flat[pytree-compile]	0.2215ms	20.9571μs	47.7165 KOps/s	46.8703 KOps/s	$\color{#35bf28}+1.81\%$
test_compile_copy_flat[pytree-eager]	0.3411ms	50.9778μs	19.6164 KOps/s	19.5883 KOps/s	$\color{#35bf28}+0.14\%$
test_compile_assign_and_add[tensordict-compile]	2.1250ms	0.2362ms	4.2346 KOps/s	3.9220 KOps/s	$\textbf{\color{#35bf28}+7.97\%}$
test_compile_assign_and_add[tensordict-eager]	3.4406ms	3.2026ms	312.2497 Ops/s	303.4525 Ops/s	$\color{#35bf28}+2.90\%$
test_compile_assign_and_add[pytree-compile]	2.0791ms	0.1754ms	5.7005 KOps/s	5.5773 KOps/s	$\color{#35bf28}+2.21\%$
test_compile_assign_and_add[pytree-eager]	2.7958ms	2.6611ms	375.7820 Ops/s	367.3775 Ops/s	$\color{#35bf28}+2.29\%$
test_compile_indexing[tensor-tensordict-compile]	0.2147ms	0.1362ms	7.3447 KOps/s	7.5122 KOps/s	$\color{#d91a1a}-2.23\%$
test_compile_indexing[tensor-tensordict-eager]	0.3007ms	75.8184μs	13.1894 KOps/s	13.2359 KOps/s	$\color{#d91a1a}-0.35\%$
test_compile_indexing[tensor-tensorclass-compile]	0.2185ms	0.1149ms	8.7032 KOps/s	8.4774 KOps/s	$\color{#35bf28}+2.66\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2552ms	43.3147μs	23.0868 KOps/s	22.8027 KOps/s	$\color{#35bf28}+1.25\%$
test_compile_indexing[tensor-pytree-compile]	0.1640ms	0.1159ms	8.6280 KOps/s	8.4158 KOps/s	$\color{#35bf28}+2.52\%$
test_compile_indexing[tensor-pytree-eager]	0.2645ms	43.4629μs	23.0081 KOps/s	22.6912 KOps/s	$\color{#35bf28}+1.40\%$
test_compile_indexing[slice-tensordict-compile]	0.2283ms	81.4729μs	12.2740 KOps/s	11.7783 KOps/s	$\color{#35bf28}+4.21\%$
test_compile_indexing[slice-tensordict-eager]	0.2029ms	26.8254μs	37.2782 KOps/s	37.1404 KOps/s	$\color{#35bf28}+0.37\%$
test_compile_indexing[slice-tensorclass-compile]	0.1505ms	66.9207μs	14.9431 KOps/s	14.0010 KOps/s	$\textbf{\color{#35bf28}+6.73\%}$
test_compile_indexing[slice-tensorclass-eager]	0.2426ms	21.0455μs	47.5160 KOps/s	46.8484 KOps/s	$\color{#35bf28}+1.43\%$
test_compile_indexing[slice-pytree-compile]	0.1177ms	69.7870μs	14.3293 KOps/s	13.9592 KOps/s	$\color{#35bf28}+2.65\%$
test_compile_indexing[slice-pytree-eager]	0.2476ms	21.1874μs	47.1979 KOps/s	46.3367 KOps/s	$\color{#35bf28}+1.86\%$
test_compile_indexing[int-tensordict-compile]	0.1339ms	82.2052μs	12.1647 KOps/s	11.5668 KOps/s	$\textbf{\color{#35bf28}+5.17\%}$
test_compile_indexing[int-tensordict-eager]	0.2791ms	26.6527μs	37.5197 KOps/s	37.4222 KOps/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[int-tensorclass-compile]	0.1081ms	68.7223μs	14.5513 KOps/s	13.9922 KOps/s	$\color{#35bf28}+4.00\%$
test_compile_indexing[int-tensorclass-eager]	0.2437ms	20.9263μs	47.7868 KOps/s	47.0251 KOps/s	$\color{#35bf28}+1.62\%$
test_compile_indexing[int-pytree-compile]	0.1076ms	68.4830μs	14.6022 KOps/s	14.1692 KOps/s	$\color{#35bf28}+3.06\%$
test_compile_indexing[int-pytree-eager]	0.2931ms	21.0271μs	47.5578 KOps/s	47.4310 KOps/s	$\color{#35bf28}+0.27\%$
test_compile_replace[single-eager]	95.2130μs	46.5871μs	21.4652 KOps/s	21.2345 KOps/s	$\color{#35bf28}+1.09\%$
test_compile_replace[single-compile]	0.2716ms	0.1268ms	7.8841 KOps/s	7.3567 KOps/s	$\textbf{\color{#35bf28}+7.17\%}$
test_compile_replace[multi-eager]	0.6543ms	0.5498ms	1.8187 KOps/s	1.7472 KOps/s	$\color{#35bf28}+4.10\%$
test_compile_replace[multi-compile]	0.2958ms	0.1347ms	7.4242 KOps/s	7.0134 KOps/s	$\textbf{\color{#35bf28}+5.86\%}$
test_compile_tc_getattr_20[eager]	0.1979ms	0.1606ms	6.2264 KOps/s	6.1468 KOps/s	$\color{#35bf28}+1.30\%$
test_compile_tc_getattr_20[compile]	0.3942ms	0.1427ms	7.0070 KOps/s	6.5527 KOps/s	$\textbf{\color{#35bf28}+6.93\%}$
test_compile_clone_shallow[20-eager]	62.2110μs	18.5192μs	53.9981 KOps/s	53.9167 KOps/s	$\color{#35bf28}+0.15\%$
test_compile_clone_shallow[20-compile]	92.8530μs	16.4914μs	60.6378 KOps/s	54.6728 KOps/s	$\textbf{\color{#35bf28}+10.91\%}$
test_compile_clone_shallow[40-eager]	62.6520μs	32.7609μs	30.5242 KOps/s	31.0060 KOps/s	$\color{#d91a1a}-1.55\%$
test_compile_clone_shallow[40-compile]	74.8420μs	17.9614μs	55.6751 KOps/s	54.1039 KOps/s	$\color{#35bf28}+2.90\%$
test_compile_clone_shallow[80-eager]	89.6920μs	60.6340μs	16.4924 KOps/s	16.5004 KOps/s	$\color{#d91a1a}-0.05\%$
test_compile_clone_shallow[80-compile]	91.0130μs	21.3231μs	46.8975 KOps/s	45.2146 KOps/s	$\color{#35bf28}+3.72\%$
test_compile_update_inplace[eager]	0.1004ms	58.8136μs	17.0029 KOps/s	16.6588 KOps/s	$\color{#35bf28}+2.07\%$
test_compile_update_inplace[compile]	0.2829ms	0.1397ms	7.1558 KOps/s	6.8786 KOps/s	$\color{#35bf28}+4.03\%$
test_mod_add[eager]	0.2713ms	0.2183ms	4.5805 KOps/s	4.5314 KOps/s	$\color{#35bf28}+1.08\%$
test_mod_add[compile]	0.2123ms	0.1275ms	7.8449 KOps/s	7.3087 KOps/s	$\textbf{\color{#35bf28}+7.34\%}$
test_mod_add[compile-overhead]	0.3866ms	0.1736ms	5.7598 KOps/s	5.5804 KOps/s	$\color{#35bf28}+3.21\%$
test_mod_wrap[eager]	0.5334ms	0.4555ms	2.1953 KOps/s	2.1547 KOps/s	$\color{#35bf28}+1.88\%$
test_mod_wrap[compile]	0.4660ms	0.3830ms	2.6108 KOps/s	2.5410 KOps/s	$\color{#35bf28}+2.75\%$
test_mod_wrap[compile-overhead]	9.0447ms	4.7667ms	209.7870 Ops/s	213.6846 Ops/s	$\color{#d91a1a}-1.82\%$
test_mod_wrap_and_backward[eager]	1.8579ms	1.6642ms	600.8831 Ops/s	577.8644 Ops/s	$\color{#35bf28}+3.98\%$
test_mod_wrap_and_backward[compile]	2.5595ms	1.5624ms	640.0368 Ops/s	666.8516 Ops/s	$\color{#d91a1a}-4.02\%$
test_mod_wrap_and_backward[compile-overhead]	1.3035ms	0.9168ms	1.0907 KOps/s	1.0693 KOps/s	$\color{#35bf28}+2.00\%$
test_seq_add[eager]	0.5780ms	0.4946ms	2.0217 KOps/s	2.0223 KOps/s	$\color{#d91a1a}-0.03\%$
test_seq_add[compile]	0.2476ms	0.1370ms	7.2983 KOps/s	7.0755 KOps/s	$\color{#35bf28}+3.15\%$
test_seq_add[compile-overhead]	0.2988ms	0.1778ms	5.6253 KOps/s	5.4600 KOps/s	$\color{#35bf28}+3.03\%$
test_seq_wrap[eager]	1.4464ms	1.3776ms	725.8843 Ops/s	720.9275 Ops/s	$\color{#35bf28}+0.69\%$
test_seq_wrap[compile]	0.5115ms	0.3960ms	2.5252 KOps/s	2.4362 KOps/s	$\color{#35bf28}+3.65\%$
test_seq_wrap[compile-overhead]	0.3872ms	0.2970ms	3.3673 KOps/s	3.2888 KOps/s	$\color{#35bf28}+2.39\%$
test_func_call_runtime[False-eager]	0.9033ms	0.8248ms	1.2125 KOps/s	1.2316 KOps/s	$\color{#d91a1a}-1.55\%$
test_func_call_runtime[False-compile]	1.0528ms	0.9430ms	1.0605 KOps/s	1.0570 KOps/s	$\color{#35bf28}+0.33\%$
test_func_call_runtime[False-compile-overhead]	0.6314ms	0.4922ms	2.0316 KOps/s	2.0218 KOps/s	$\color{#35bf28}+0.49\%$
test_func_call_runtime[True-eager]	1.1314ms	1.0304ms	970.4681 Ops/s	972.1703 Ops/s	$\color{#d91a1a}-0.18\%$
test_func_call_runtime[True-compile]	1.0568ms	0.9534ms	1.0489 KOps/s	1.0393 KOps/s	$\color{#35bf28}+0.93\%$
test_func_call_runtime[True-compile-overhead]	0.5505ms	0.5059ms	1.9766 KOps/s	1.9519 KOps/s	$\color{#35bf28}+1.26\%$
test_func_call_cm_runtime[False-eager]	0.9931ms	0.7767ms	1.2875 KOps/s	1.2904 KOps/s	$\color{#d91a1a}-0.23\%$
test_func_call_cm_runtime[False-compile]	1.0776ms	0.9188ms	1.0884 KOps/s	1.0716 KOps/s	$\color{#35bf28}+1.56\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6171ms	0.4724ms	2.1168 KOps/s	2.0939 KOps/s	$\color{#35bf28}+1.09\%$
test_func_call_cm_runtime[True-eager]	1.2782ms	1.1724ms	852.9268 Ops/s	841.6784 Ops/s	$\color{#35bf28}+1.34\%$
test_func_call_cm_runtime[True-compile]	1.0435ms	0.9833ms	1.0170 KOps/s	1.0125 KOps/s	$\color{#35bf28}+0.45\%$
test_func_call_cm_runtime[True-compile-overhead]	0.6773ms	0.5279ms	1.8943 KOps/s	1.8656 KOps/s	$\color{#35bf28}+1.54\%$
test_vmap_func_call_cm_runtime[eager]	2.8731ms	2.3661ms	422.6303 Ops/s	419.5252 Ops/s	$\color{#35bf28}+0.74\%$
test_vmap_func_call_cm_runtime[compile]	3.0255ms	2.5456ms	392.8310 Ops/s	389.9190 Ops/s	$\color{#35bf28}+0.75\%$
test_vmap_func_call_cm_runtime[compile-overhead]	3.0192ms	2.5405ms	393.6166 Ops/s	390.7505 Ops/s	$\color{#35bf28}+0.73\%$
test_distributed	2.6350ms	0.1689ms	5.9218 KOps/s	6.6744 KOps/s	$\textbf{\color{#d91a1a}-11.28\%}$
test_tdmodule	0.2871ms	0.1868ms	5.3535 KOps/s	5.2579 KOps/s	$\color{#35bf28}+1.82\%$
test_tdmodule_dispatch	0.3883ms	0.3627ms	2.7571 KOps/s	2.7348 KOps/s	$\color{#35bf28}+0.81\%$
test_tdseq	43.8410μs	25.7198μs	38.8805 KOps/s	38.6624 KOps/s	$\color{#35bf28}+0.56\%$
test_tdseq_dispatch	0.2380ms	0.2099ms	4.7637 KOps/s	4.7625 KOps/s	$\color{#35bf28}+0.02\%$
test_instantiation_functorch	2.0564ms	1.9720ms	507.1086 Ops/s	503.3109 Ops/s	$\color{#35bf28}+0.75\%$
test_exec_functorch	0.2268ms	0.1751ms	5.7109 KOps/s	5.6701 KOps/s	$\color{#35bf28}+0.72\%$
test_exec_functional_call	0.2442ms	0.1552ms	6.4417 KOps/s	6.4374 KOps/s	$\color{#35bf28}+0.07\%$
test_exec_td_decorator	0.4776ms	0.2411ms	4.1470 KOps/s	4.1074 KOps/s	$\color{#35bf28}+0.96\%$
test_vmap_mlp_speed_decorator[True-True]	1.1673ms	1.0163ms	983.9526 Ops/s	983.5999 Ops/s	$\color{#35bf28}+0.04\%$
test_vmap_mlp_speed_decorator[True-False]	1.2121ms	1.0084ms	991.6639 Ops/s	982.6267 Ops/s	$\color{#35bf28}+0.92\%$
test_vmap_mlp_speed_decorator[False-True]	0.9538ms	0.7205ms	1.3879 KOps/s	1.3632 KOps/s	$\color{#35bf28}+1.81\%$
test_vmap_mlp_speed_decorator[False-False]	0.9146ms	0.7216ms	1.3859 KOps/s	1.3819 KOps/s	$\color{#35bf28}+0.29\%$
test_vmap_transformer_speed_decorator[True-True]	21.9025ms	20.8276ms	48.0133 Ops/s	47.8968 Ops/s	$\color{#35bf28}+0.24\%$
test_vmap_transformer_speed_decorator[True-False]	20.8946ms	20.7422ms	48.2108 Ops/s	47.8481 Ops/s	$\color{#35bf28}+0.76\%$
test_vmap_transformer_speed_decorator[False-True]	20.9816ms	20.3512ms	49.1371 Ops/s	48.8855 Ops/s	$\color{#35bf28}+0.51\%$
test_vmap_transformer_speed_decorator[False-False]	21.1970ms	20.3813ms	49.0647 Ops/s	48.8366 Ops/s	$\color{#35bf28}+0.47\%$
test_to_module_speed[True]	2.1371ms	1.5696ms	637.1083 Ops/s	630.9796 Ops/s	$\color{#35bf28}+0.97\%$
test_to_module_speed[False]	2.1146ms	1.5386ms	649.9543 Ops/s	639.7726 Ops/s	$\color{#35bf28}+1.59\%$
test_to_module_plain_tensor_speed[None]	2.1539ms	1.6589ms	602.8232 Ops/s	595.1573 Ops/s	$\color{#35bf28}+1.29\%$
test_to_module_plain_tensor_speed[False]	1.9552ms	1.5046ms	664.6200 Ops/s	656.0320 Ops/s	$\color{#35bf28}+1.31\%$
test_to_module_plain_tensor_speed[True]	3.3316ms	3.2295ms	309.6490 Ops/s	304.2319 Ops/s	$\color{#35bf28}+1.78\%$
test_tc_init	95.2230μs	41.8520μs	23.8937 KOps/s	24.0224 KOps/s	$\color{#d91a1a}-0.54\%$
test_tc_init_tensor_only	31.8810μs	8.5298μs	117.2358 KOps/s	117.9112 KOps/s	$\color{#d91a1a}-0.57\%$
test_tc_init_nested	0.1319ms	83.8342μs	11.9283 KOps/s	12.3236 KOps/s	$\color{#d91a1a}-3.21\%$
test_tc_init_many_fields	38.3110μs	14.1393μs	70.7246 KOps/s	70.9629 KOps/s	$\color{#d91a1a}-0.34\%$
test_tc_first_layer_tensor	26.5810μs	1.7419μs	574.1020 KOps/s	584.8148 KOps/s	$\color{#d91a1a}-1.83\%$
test_tc_first_layer_tensor_only	3.1851μs	0.3867μs	2.5862 MOps/s	2.6156 MOps/s	$\color{#d91a1a}-1.12\%$
test_tc_first_layer_tensor_set	1.8544ms	3.6657μs	272.8016 KOps/s	272.0461 KOps/s	$\color{#35bf28}+0.28\%$
test_tc_first_layer_tensor_only_set	19.3610μs	3.1033μs	322.2360 KOps/s	324.5809 KOps/s	$\color{#d91a1a}-0.72\%$
test_tc_first_layer_nontensor	24.0610μs	5.7582μs	173.6652 KOps/s	165.7327 KOps/s	$\color{#35bf28}+4.79\%$
test_tc_second_layer_tensor	30.5710μs	4.1342μs	241.8866 KOps/s	240.7939 KOps/s	$\color{#35bf28}+0.45\%$
test_tc_second_layer_nontensor	46.3720μs	8.1810μs	122.2347 KOps/s	117.8033 KOps/s	$\color{#35bf28}+3.76\%$
test_unbind	0.2684s	13.4556ms	74.3185 Ops/s	69.3976 Ops/s	$\textbf{\color{#35bf28}+7.09\%}$
test_full_like	4.5701ms	4.3654ms	229.0717 Ops/s	232.8613 Ops/s	$\color{#d91a1a}-1.63\%$
test_zeros_like	4.5314ms	4.3391ms	230.4649 Ops/s	228.5197 Ops/s	$\color{#35bf28}+0.85\%$
test_ones_like	4.4621ms	4.3379ms	230.5252 Ops/s	229.2833 Ops/s	$\color{#35bf28}+0.54\%$
test_clone	6.6650ms	6.3855ms	156.6055 Ops/s	155.6255 Ops/s	$\color{#35bf28}+0.63\%$
test_squeeze	63.5420μs	13.8000μs	72.4637 KOps/s	68.1887 KOps/s	$\textbf{\color{#35bf28}+6.27\%}$
test_unsqueeze	0.1624ms	0.1067ms	9.3723 KOps/s	8.8306 KOps/s	$\textbf{\color{#35bf28}+6.13\%}$
test_split	0.2340ms	0.1740ms	5.7477 KOps/s	5.6862 KOps/s	$\color{#35bf28}+1.08\%$
test_permute	0.2798ms	0.2061ms	4.8526 KOps/s	4.9116 KOps/s	$\color{#d91a1a}-1.20\%$
test_stack	18.2243ms	18.0583ms	55.3761 Ops/s	28.6853 Ops/s	$\textbf{\color{#35bf28}+93.05\%}$
test_cat	28.4927ms	27.0843ms	36.9217 Ops/s	28.7617 Ops/s	$\textbf{\color{#35bf28}+28.37\%}$
test_sequential_tensordict	0.6940ms	0.5555ms	1.8002 KOps/s	1.7968 KOps/s	$\color{#35bf28}+0.19\%$
test_sequential_graph_module	0.4881ms	0.1202ms	8.3176 KOps/s	8.4967 KOps/s	$\color{#d91a1a}-2.11\%$
test_nested_tensordict	1.0211ms	0.8029ms	1.2455 KOps/s	1.2638 KOps/s	$\color{#d91a1a}-1.45\%$
test_nested_graph_module	0.5363ms	0.1306ms	7.6561 KOps/s	7.7957 KOps/s	$\color{#d91a1a}-1.79\%$