[Deprecation] Default memmap robust_key to True

[vmoens]

Summary

• Enact the advertised robust memmap key encoding default by treating robust_key=None as robust behavior.
• Change public robust_key defaults to True while preserving robust_key=False for legacy file names.
• Remove the obsolete FutureWarning path and update tests/docs.

Validation

• python -m pytest test/test_utils_key_json_split.py test/test_tensordict.py::TestMemmap -q
• git diff --check

Release context

This addresses the deprecation warning audit for TensorDict 0.13.0. Other warnings found are either targeted for v0.14 or have no explicit removal target.

[github-actions]

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

Total Benchmarks: 341. Improved: $\large\color{#35bf28}9$. Worsened: $\large\color{#d91a1a}19$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_collector_preallocated_write[stack_out-cpu-32-2]	0.2214ms	0.1673ms	5.9771 KOps/s	5.8625 KOps/s	$\color{#35bf28}+1.96\%$
test_collector_preallocated_write[stack_out-cpu-32-8]	0.3737ms	0.2965ms	3.3732 KOps/s	3.3700 KOps/s	$\color{#35bf28}+0.09\%$
test_collector_preallocated_write[stack_out-cpu-32-32]	0.9309ms	0.7727ms	1.2942 KOps/s	1.2792 KOps/s	$\color{#35bf28}+1.17\%$
test_collector_preallocated_write[stack_out-cpu-4096-2]	0.3944ms	0.3466ms	2.8854 KOps/s	2.8732 KOps/s	$\color{#35bf28}+0.42\%$
test_collector_preallocated_write[stack_out-cpu-4096-8]	1.4648ms	1.1997ms	833.5605 Ops/s	866.9477 Ops/s	$\color{#d91a1a}-3.85\%$
test_collector_preallocated_write[stack_out-cpu-4096-32]	7.8960ms	7.5512ms	132.4285 Ops/s	132.9309 Ops/s	$\color{#d91a1a}-0.38\%$
test_collector_preallocated_write[stack_out-cuda-32-2]	0.3067ms	0.2592ms	3.8583 KOps/s	4.0563 KOps/s	$\color{#d91a1a}-4.88\%$
test_collector_preallocated_write[stack_out-cuda-32-8]	0.4495ms	0.3839ms	2.6048 KOps/s	2.7049 KOps/s	$\color{#d91a1a}-3.70\%$
test_collector_preallocated_write[stack_out-cuda-32-32]	0.9519ms	0.8302ms	1.2046 KOps/s	1.2178 KOps/s	$\color{#d91a1a}-1.09\%$
test_collector_preallocated_write[stack_out-cuda-4096-2]	0.3082ms	0.2575ms	3.8830 KOps/s	4.0600 KOps/s	$\color{#d91a1a}-4.36\%$
test_collector_preallocated_write[stack_out-cuda-4096-8]	0.4817ms	0.3818ms	2.6190 KOps/s	2.7012 KOps/s	$\color{#d91a1a}-3.04\%$
test_collector_preallocated_write[stack_out-cuda-4096-32]	1.0367ms	0.8908ms	1.1225 KOps/s	1.1304 KOps/s	$\color{#d91a1a}-0.69\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2]	0.2743ms	0.2146ms	4.6599 KOps/s	4.5600 KOps/s	$\color{#35bf28}+2.19\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8]	0.8821ms	0.8247ms	1.2126 KOps/s	1.1953 KOps/s	$\color{#35bf28}+1.45\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32]	3.3844ms	3.2900ms	303.9532 Ops/s	302.9519 Ops/s	$\color{#35bf28}+0.33\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2]	0.4491ms	0.3693ms	2.7077 KOps/s	2.6169 KOps/s	$\color{#35bf28}+3.47\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8]	1.9102ms	1.7359ms	576.0624 Ops/s	595.7228 Ops/s	$\color{#d91a1a}-3.30\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-32]	10.9683ms	10.4540ms	95.6571 Ops/s	94.8847 Ops/s	$\color{#35bf28}+0.81\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2]	0.4369ms	0.3915ms	2.5540 KOps/s	2.5619 KOps/s	$\color{#d91a1a}-0.31\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8]	1.5550ms	1.4381ms	695.3619 Ops/s	688.0956 Ops/s	$\color{#35bf28}+1.06\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32]	5.8100ms	5.6072ms	178.3415 Ops/s	167.4152 Ops/s	$\textbf{\color{#35bf28}+6.53\%}$
test_collector_preallocated_write[set_at_loop-cuda-4096-2]	0.5441ms	0.4037ms	2.4771 KOps/s	2.4021 KOps/s	$\color{#35bf28}+3.12\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8]	1.6341ms	1.5379ms	650.2292 Ops/s	641.6959 Ops/s	$\color{#35bf28}+1.33\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32]	6.1770ms	5.9235ms	168.8181 Ops/s	164.0137 Ops/s	$\color{#35bf28}+2.93\%$
test_collector_preallocated_write[copy_at-cpu-32-2]	0.2249ms	0.1749ms	5.7166 KOps/s	5.7870 KOps/s	$\color{#d91a1a}-1.22\%$
test_collector_preallocated_write[copy_at-cpu-32-8]	0.7669ms	0.6801ms	1.4704 KOps/s	1.4764 KOps/s	$\color{#d91a1a}-0.40\%$
test_collector_preallocated_write[copy_at-cpu-32-32]	2.7845ms	2.7108ms	368.8949 Ops/s	371.9779 Ops/s	$\color{#d91a1a}-0.83\%$
test_collector_preallocated_write[copy_at-cpu-4096-2]	0.4036ms	0.3306ms	3.0247 KOps/s	3.1544 KOps/s	$\color{#d91a1a}-4.11\%$
test_collector_preallocated_write[copy_at-cpu-4096-8]	1.8457ms	1.5782ms	633.6507 Ops/s	676.1264 Ops/s	$\textbf{\color{#d91a1a}-6.28\%}$
test_collector_preallocated_write[copy_at-cpu-4096-32]	10.2576ms	9.8470ms	101.5539 Ops/s	102.1990 Ops/s	$\color{#d91a1a}-0.63\%$
test_collector_preallocated_write[copy_at-cuda-32-2]	0.3884ms	0.3229ms	3.0971 KOps/s	3.1072 KOps/s	$\color{#d91a1a}-0.33\%$
test_collector_preallocated_write[copy_at-cuda-32-8]	1.4201ms	1.1999ms	833.4279 Ops/s	836.4630 Ops/s	$\color{#d91a1a}-0.36\%$
test_collector_preallocated_write[copy_at-cuda-32-32]	4.8017ms	4.6806ms	213.6491 Ops/s	213.2014 Ops/s	$\color{#35bf28}+0.21\%$
test_collector_preallocated_write[copy_at-cuda-4096-2]	0.4033ms	0.3235ms	3.0914 KOps/s	3.0970 KOps/s	$\color{#d91a1a}-0.18\%$
test_collector_preallocated_write[copy_at-cuda-4096-8]	1.3244ms	1.2027ms	831.4769 Ops/s	827.8345 Ops/s	$\color{#35bf28}+0.44\%$
test_collector_preallocated_write[copy_at-cuda-4096-32]	4.8589ms	4.7187ms	211.9235 Ops/s	211.6000 Ops/s	$\color{#35bf28}+0.15\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2]	0.1711ms	0.1206ms	8.2924 KOps/s	8.2833 KOps/s	$\color{#35bf28}+0.11\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8]	0.7188ms	0.4708ms	2.1241 KOps/s	2.1226 KOps/s	$\color{#35bf28}+0.07\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32]	1.9431ms	1.8765ms	532.8968 Ops/s	533.7890 Ops/s	$\color{#d91a1a}-0.17\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2]	0.3111ms	0.2524ms	3.9622 KOps/s	3.9816 KOps/s	$\color{#d91a1a}-0.49\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8]	1.6434ms	1.3799ms	724.7064 Ops/s	799.8571 Ops/s	$\textbf{\color{#d91a1a}-9.40\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32]	9.3952ms	8.8906ms	112.4789 Ops/s	113.4260 Ops/s	$\color{#d91a1a}-0.83\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2]	0.3306ms	0.2705ms	3.6967 KOps/s	3.7240 KOps/s	$\color{#d91a1a}-0.73\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8]	1.1562ms	1.0077ms	992.3458 Ops/s	1.0072 KOps/s	$\color{#d91a1a}-1.48\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32]	4.1431ms	3.9422ms	253.6657 Ops/s	259.0538 Ops/s	$\color{#d91a1a}-2.08\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2]	0.3288ms	0.2707ms	3.6947 KOps/s	3.7077 KOps/s	$\color{#d91a1a}-0.35\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8]	1.0825ms	1.0024ms	997.6418 Ops/s	999.7955 Ops/s	$\color{#d91a1a}-0.22\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32]	4.1309ms	3.9590ms	252.5859 Ops/s	255.2440 Ops/s	$\color{#d91a1a}-1.04\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128]	18.2595ms	16.4367ms	60.8394 Ops/s	61.1609 Ops/s	$\color{#d91a1a}-0.53\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256]	33.8165ms	33.1569ms	30.1596 Ops/s	30.4646 Ops/s	$\color{#d91a1a}-1.00\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128]	89.5227ms	88.1909ms	11.3390 Ops/s	11.3678 Ops/s	$\color{#d91a1a}-0.25\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256]	0.2061s	0.2050s	4.8777 Ops/s	4.9075 Ops/s	$\color{#d91a1a}-0.61\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128]	14.0191ms	13.8902ms	71.9931 Ops/s	72.4839 Ops/s	$\color{#d91a1a}-0.68\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256]	27.4038ms	27.1666ms	36.8099 Ops/s	37.1167 Ops/s	$\color{#d91a1a}-0.83\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128]	14.1931ms	13.9937ms	71.4606 Ops/s	71.3816 Ops/s	$\color{#35bf28}+0.11\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256]	27.6078ms	27.4405ms	36.4425 Ops/s	36.3591 Ops/s	$\color{#35bf28}+0.23\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128]	52.3645ms	52.1472ms	19.1765 Ops/s	19.1281 Ops/s	$\color{#35bf28}+0.25\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256]	0.1062s	0.1054s	9.4903 Ops/s	9.5163 Ops/s	$\color{#d91a1a}-0.27\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128]	0.1499s	0.1492s	6.7011 Ops/s	6.6589 Ops/s	$\color{#35bf28}+0.63\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256]	0.3367s	0.3344s	2.9908 Ops/s	3.0377 Ops/s	$\color{#d91a1a}-1.54\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128]	75.3526ms	73.6243ms	13.5825 Ops/s	13.7094 Ops/s	$\color{#d91a1a}-0.93\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256]	0.1500s	0.1477s	6.7684 Ops/s	6.5058 Ops/s	$\color{#35bf28}+4.04\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128]	75.5910ms	74.5399ms	13.4156 Ops/s	12.6520 Ops/s	$\textbf{\color{#35bf28}+6.04\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256]	0.1499s	0.1497s	6.6812 Ops/s	6.7768 Ops/s	$\color{#d91a1a}-1.41\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128]	30.7952ms	30.6127ms	32.6662 Ops/s	32.9793 Ops/s	$\color{#d91a1a}-0.95\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256]	62.7098ms	62.3077ms	16.0494 Ops/s	16.2152 Ops/s	$\color{#d91a1a}-1.02\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128]	0.1254s	0.1243s	8.0457 Ops/s	8.1907 Ops/s	$\color{#d91a1a}-1.77\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256]	0.2763s	0.2746s	3.6421 Ops/s	3.6026 Ops/s	$\color{#35bf28}+1.10\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128]	43.5130ms	43.0054ms	23.2529 Ops/s	23.3390 Ops/s	$\color{#d91a1a}-0.37\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256]	87.5177ms	86.2380ms	11.5958 Ops/s	11.6731 Ops/s	$\color{#d91a1a}-0.66\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128]	43.9811ms	43.4429ms	23.0187 Ops/s	23.1744 Ops/s	$\color{#d91a1a}-0.67\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256]	87.2416ms	86.6806ms	11.5366 Ops/s	11.5804 Ops/s	$\color{#d91a1a}-0.38\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128]	20.4474ms	20.3427ms	49.1577 Ops/s	48.9890 Ops/s	$\color{#35bf28}+0.34\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256]	42.0011ms	41.6738ms	23.9959 Ops/s	23.8979 Ops/s	$\color{#35bf28}+0.41\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128]	0.1140s	0.1123s	8.9032 Ops/s	9.1404 Ops/s	$\color{#d91a1a}-2.59\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256]	0.2520s	0.2498s	4.0039 Ops/s	3.9748 Ops/s	$\color{#35bf28}+0.73\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128]	38.8408ms	37.7457ms	26.4931 Ops/s	28.2864 Ops/s	$\textbf{\color{#d91a1a}-6.34\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256]	77.3986ms	76.0099ms	13.1562 Ops/s	14.1016 Ops/s	$\textbf{\color{#d91a1a}-6.70\%}$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128]	38.6902ms	36.2141ms	27.6135 Ops/s	28.2965 Ops/s	$\color{#d91a1a}-2.41\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256]	77.0708ms	74.9040ms	13.3504 Ops/s	14.0676 Ops/s	$\textbf{\color{#d91a1a}-5.10\%}$
test_plain_set_nested	79.2720μs	15.5878μs	64.1528 KOps/s	64.6816 KOps/s	$\color{#d91a1a}-0.82\%$
test_plain_set_stack_nested	30.6010μs	15.3773μs	65.0310 KOps/s	65.3961 KOps/s	$\color{#d91a1a}-0.56\%$
test_plain_set_nested_inplace	51.3210μs	17.1515μs	58.3041 KOps/s	59.6748 KOps/s	$\color{#d91a1a}-2.30\%$
test_plain_set_stack_nested_inplace	48.8510μs	16.7105μs	59.8426 KOps/s	60.7860 KOps/s	$\color{#d91a1a}-1.55\%$
test_items	32.9210μs	6.0749μs	164.6118 KOps/s	166.9159 KOps/s	$\color{#d91a1a}-1.38\%$
test_items_nested	0.6527ms	0.4695ms	2.1298 KOps/s	2.1767 KOps/s	$\color{#d91a1a}-2.16\%$
test_items_nested_locked	0.5318ms	0.4722ms	2.1177 KOps/s	2.1519 KOps/s	$\color{#d91a1a}-1.59\%$
test_items_nested_leaf	0.1373ms	96.2595μs	10.3886 KOps/s	10.4169 KOps/s	$\color{#d91a1a}-0.27\%$
test_items_stack_nested	0.5227ms	0.4724ms	2.1168 KOps/s	2.1676 KOps/s	$\color{#d91a1a}-2.34\%$
test_items_stack_nested_leaf	0.1297ms	97.8788μs	10.2167 KOps/s	10.3495 KOps/s	$\color{#d91a1a}-1.28\%$
test_items_stack_nested_locked	0.5415ms	0.4709ms	2.1235 KOps/s	2.1637 KOps/s	$\color{#d91a1a}-1.86\%$
test_keys	32.3410μs	4.2395μs	235.8775 KOps/s	236.2153 KOps/s	$\color{#d91a1a}-0.14\%$
test_keys_nested	0.2005ms	0.1301ms	7.6860 KOps/s	7.6409 KOps/s	$\color{#35bf28}+0.59\%$
test_keys_nested_locked	0.7441ms	0.1403ms	7.1280 KOps/s	7.2058 KOps/s	$\color{#d91a1a}-1.08\%$
test_keys_nested_leaf	0.1707ms	0.1221ms	8.1922 KOps/s	8.2878 KOps/s	$\color{#d91a1a}-1.15\%$
test_keys_stack_nested	0.1994ms	0.1313ms	7.6173 KOps/s	7.6416 KOps/s	$\color{#d91a1a}-0.32\%$
test_keys_stack_nested_leaf	0.1795ms	0.1209ms	8.2733 KOps/s	8.3130 KOps/s	$\color{#d91a1a}-0.48\%$
test_keys_stack_nested_locked	0.1925ms	0.1403ms	7.1271 KOps/s	7.2241 KOps/s	$\color{#d91a1a}-1.34\%$
test_values	6.5242μs	1.0060μs	994.0292 KOps/s	976.6347 KOps/s	$\color{#35bf28}+1.78\%$
test_values_nested	76.2310μs	53.9453μs	18.5373 KOps/s	19.0749 KOps/s	$\color{#d91a1a}-2.82\%$
test_values_nested_locked	0.1303ms	57.2450μs	17.4688 KOps/s	17.9153 KOps/s	$\color{#d91a1a}-2.49\%$
test_values_nested_leaf	95.8730μs	61.5433μs	16.2487 KOps/s	16.6820 KOps/s	$\color{#d91a1a}-2.60\%$
test_values_stack_nested	93.3720μs	53.5457μs	18.6756 KOps/s	19.1651 KOps/s	$\color{#d91a1a}-2.55\%$
test_values_stack_nested_leaf	85.8420μs	61.0668μs	16.3755 KOps/s	16.6425 KOps/s	$\color{#d91a1a}-1.60\%$
test_values_stack_nested_locked	0.1502ms	57.4215μs	17.4151 KOps/s	18.0632 KOps/s	$\color{#d91a1a}-3.59\%$
test_membership	5.1518μs	0.8552μs	1.1693 MOps/s	1.2005 MOps/s	$\color{#d91a1a}-2.59\%$
test_membership_nested	35.5610μs	2.9860μs	334.8956 KOps/s	337.8665 KOps/s	$\color{#d91a1a}-0.88\%$
test_membership_nested_leaf	30.3710μs	2.9990μs	333.4406 KOps/s	336.8154 KOps/s	$\color{#d91a1a}-1.00\%$
test_membership_stacked_nested	30.7010μs	2.9018μs	344.6178 KOps/s	348.2526 KOps/s	$\color{#d91a1a}-1.04\%$
test_membership_stacked_nested_leaf	30.7210μs	2.8762μs	347.6858 KOps/s	347.8159 KOps/s	$\color{#d91a1a}-0.04\%$
test_membership_nested_last	37.7310μs	4.4645μs	223.9881 KOps/s	224.4620 KOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested_leaf_last	37.5310μs	4.4952μs	222.4594 KOps/s	223.6306 KOps/s	$\color{#d91a1a}-0.52\%$
test_membership_stacked_nested_last	46.0810μs	4.3636μs	229.1662 KOps/s	228.2199 KOps/s	$\color{#35bf28}+0.41\%$
test_membership_stacked_nested_leaf_last	40.2910μs	4.3517μs	229.7954 KOps/s	228.9653 KOps/s	$\color{#35bf28}+0.36\%$
test_nested_getleaf	52.9010μs	21.9928μs	45.4694 KOps/s	45.7837 KOps/s	$\color{#d91a1a}-0.69\%$
test_nested_get	51.7320μs	20.6460μs	48.4355 KOps/s	48.3038 KOps/s	$\color{#35bf28}+0.27\%$
test_stacked_getleaf	80.1420μs	22.0651μs	45.3205 KOps/s	46.1300 KOps/s	$\color{#d91a1a}-1.75\%$
test_stacked_get	49.2310μs	20.6954μs	48.3199 KOps/s	49.9243 KOps/s	$\color{#d91a1a}-3.21\%$
test_nested_getitemleaf	50.2510μs	22.4211μs	44.6009 KOps/s	44.7647 KOps/s	$\color{#d91a1a}-0.37\%$
test_nested_getitem	53.5610μs	21.3544μs	46.8287 KOps/s	47.3700 KOps/s	$\color{#d91a1a}-1.14\%$
test_stacked_getitemleaf	52.7010μs	22.3293μs	44.7841 KOps/s	45.1333 KOps/s	$\color{#d91a1a}-0.77\%$
test_stacked_getitem	57.9120μs	21.0413μs	47.5255 KOps/s	47.2486 KOps/s	$\color{#35bf28}+0.59\%$
test_lock_nested	0.5838ms	0.5003ms	1.9987 KOps/s	1.9956 KOps/s	$\color{#35bf28}+0.15\%$
test_lock_stack_nested	0.5443ms	0.5068ms	1.9731 KOps/s	1.9850 KOps/s	$\color{#d91a1a}-0.60\%$
test_unlock_nested	0.4687ms	0.3981ms	2.5120 KOps/s	2.5297 KOps/s	$\color{#d91a1a}-0.70\%$
test_unlock_stack_nested	0.4652ms	0.4000ms	2.4999 KOps/s	2.5040 KOps/s	$\color{#d91a1a}-0.16\%$
test_flatten_speed	0.1687ms	0.1214ms	8.2380 KOps/s	8.1423 KOps/s	$\color{#35bf28}+1.18\%$
test_unflatten_speed	0.6541ms	0.5769ms	1.7334 KOps/s	1.7325 KOps/s	$\color{#35bf28}+0.05\%$
test_common_ops	0.1040s	1.8924ms	528.4403 Ops/s	243.3726 Ops/s	$\textbf{\color{#35bf28}+117.13\%}$
test_creation	0.1033ms	3.1707μs	315.3862 KOps/s	318.7641 KOps/s	$\color{#d91a1a}-1.06\%$
test_creation_empty	26.9710μs	7.0079μs	142.6961 KOps/s	142.9990 KOps/s	$\color{#d91a1a}-0.21\%$
test_creation_nested_1	43.6010μs	11.6496μs	85.8397 KOps/s	87.1022 KOps/s	$\color{#d91a1a}-1.45\%$
test_creation_nested_2	42.9810μs	13.6852μs	73.0715 KOps/s	74.0157 KOps/s	$\color{#d91a1a}-1.28\%$
test_creation_many_keys[10]	47.3310μs	21.0649μs	47.4724 KOps/s	47.7819 KOps/s	$\color{#d91a1a}-0.65\%$
test_creation_many_keys[50]	0.1251ms	89.1803μs	11.2132 KOps/s	11.0549 KOps/s	$\color{#35bf28}+1.43\%$
test_creation_many_keys[100]	0.2340ms	0.1738ms	5.7532 KOps/s	5.6589 KOps/s	$\color{#35bf28}+1.67\%$
test_creation_nested_many_keys[10]	83.5320μs	45.5496μs	21.9541 KOps/s	21.9564 KOps/s	$\color{#d91a1a}-0.01\%$
test_creation_nested_many_keys[50]	0.2359ms	0.1820ms	5.4934 KOps/s	5.3870 KOps/s	$\color{#35bf28}+1.97\%$
test_clone	33.0910μs	13.6247μs	73.3963 KOps/s	74.5579 KOps/s	$\color{#d91a1a}-1.56\%$
test_getitem[int]	1.5227ms	15.2569μs	65.5442 KOps/s	66.3399 KOps/s	$\color{#d91a1a}-1.20\%$
test_getitem[slice_int]	0.1437ms	24.7040μs	40.4792 KOps/s	41.3984 KOps/s	$\color{#d91a1a}-2.22\%$
test_getitem[range]	0.1936ms	68.9100μs	14.5117 KOps/s	15.5440 KOps/s	$\textbf{\color{#d91a1a}-6.64\%}$
test_getitem[tuple]	0.1486ms	24.6581μs	40.5547 KOps/s	41.2228 KOps/s	$\color{#d91a1a}-1.62\%$
test_getitem[list]	0.1824ms	61.1472μs	16.3540 KOps/s	16.6932 KOps/s	$\color{#d91a1a}-2.03\%$
test_setitem_dim[int]	40.2800μs	27.0963μs	36.9054 KOps/s	39.0909 KOps/s	$\textbf{\color{#d91a1a}-5.59\%}$
test_setitem_dim[slice_int]	82.7620μs	44.9472μs	22.2483 KOps/s	23.2060 KOps/s	$\color{#d91a1a}-4.13\%$
test_setitem_dim[range]	0.1463ms	0.1001ms	9.9903 KOps/s	10.4048 KOps/s	$\color{#d91a1a}-3.98\%$
test_setitem_dim[tuple]	74.9620μs	39.1928μs	25.5149 KOps/s	25.0103 KOps/s	$\color{#35bf28}+2.02\%$
test_setitem	52.2510μs	17.8600μs	55.9911 KOps/s	56.2241 KOps/s	$\color{#d91a1a}-0.41\%$
test_set	48.0410μs	16.9837μs	58.8801 KOps/s	58.8247 KOps/s	$\color{#35bf28}+0.09\%$
test_set_shared	0.5616ms	0.2119ms	4.7197 KOps/s	4.7208 KOps/s	$\color{#d91a1a}-0.02\%$
test_update	0.2147ms	22.0497μs	45.3520 KOps/s	45.2025 KOps/s	$\color{#35bf28}+0.33\%$
test_update_nested	67.8020μs	33.8714μs	29.5234 KOps/s	29.4077 KOps/s	$\color{#35bf28}+0.39\%$
test_update__nested	0.5350ms	33.3713μs	29.9658 KOps/s	30.1632 KOps/s	$\color{#d91a1a}-0.65\%$
test_set_nested	6.8663ms	19.4185μs	51.4973 KOps/s	52.1849 KOps/s	$\color{#d91a1a}-1.32\%$
test_set_nested_new	50.0710μs	23.6876μs	42.2163 KOps/s	42.1350 KOps/s	$\color{#35bf28}+0.19\%$
test_select	72.4420μs	40.7042μs	24.5675 KOps/s	24.4554 KOps/s	$\color{#35bf28}+0.46\%$
test_select_nested	0.1367ms	73.4599μs	13.6129 KOps/s	13.4149 KOps/s	$\color{#35bf28}+1.48\%$
test_exclude_nested	0.1236ms	91.3069μs	10.9521 KOps/s	10.9003 KOps/s	$\color{#35bf28}+0.48\%$
test_empty[True]	0.5213ms	0.4017ms	2.4892 KOps/s	2.4793 KOps/s	$\color{#35bf28}+0.40\%$
test_empty[False]	7.0678μs	1.3971μs	715.7439 KOps/s	723.6402 KOps/s	$\color{#d91a1a}-1.09\%$
test_to	0.1135ms	69.3234μs	14.4251 KOps/s	13.8073 KOps/s	$\color{#35bf28}+4.47\%$
test_to_nonblocking	0.1063ms	68.3783μs	14.6245 KOps/s	14.5646 KOps/s	$\color{#35bf28}+0.41\%$
test_unbind_speed	0.3820ms	0.3428ms	2.9174 KOps/s	2.9429 KOps/s	$\color{#d91a1a}-0.87\%$
test_unbind_speed_stack0	0.4401ms	0.3355ms	2.9808 KOps/s	3.0098 KOps/s	$\color{#d91a1a}-0.96\%$
test_unbind_speed_stack1	0.1161s	0.8615ms	1.1607 KOps/s	1.1652 KOps/s	$\color{#d91a1a}-0.39\%$
test_split	1.2047ms	1.1543ms	866.3296 Ops/s	870.2814 Ops/s	$\color{#d91a1a}-0.45\%$
test_chunk	0.1154s	1.2307ms	812.5684 Ops/s	658.4911 Ops/s	$\textbf{\color{#35bf28}+23.40\%}$
test_to_cpu_blocking	19.4238ms	19.1397ms	52.2474 Ops/s	52.2460 Ops/s	$+0.00\%$
test_to_cpu_global_sync	13.1380ms	11.8264ms	84.5565 Ops/s	85.3797 Ops/s	$\color{#d91a1a}-0.96\%$
test_to_cpu_event_sync	12.9848ms	12.5965ms	79.3873 Ops/s	80.0183 Ops/s	$\color{#d91a1a}-0.79\%$
test_to_cpu_default	12.9305ms	12.6071ms	79.3202 Ops/s	71.3527 Ops/s	$\textbf{\color{#35bf28}+11.17\%}$
test_consolidate[False-None]	0.1439s	4.7938ms	208.6044 Ops/s	239.1357 Ops/s	$\textbf{\color{#d91a1a}-12.77\%}$
test_consolidate[default-None]	3.5156ms	2.1600ms	462.9647 Ops/s	456.5913 Ops/s	$\color{#35bf28}+1.40\%$
test_consolidate[reduce-overhead-None]	3.4192ms	2.0621ms	484.9353 Ops/s	468.0637 Ops/s	$\color{#35bf28}+3.60\%$
test_consolidate_njt[False-None]	8.8342ms	8.5913ms	116.3964 Ops/s	115.4164 Ops/s	$\color{#35bf28}+0.85\%$
test_to[False-False-None]	2.3233ms	2.1800ms	458.7221 Ops/s	458.5403 Ops/s	$\color{#35bf28}+0.04\%$
test_to[True-False-None]	0.1781s	2.2487ms	444.6937 Ops/s	514.7280 Ops/s	$\textbf{\color{#d91a1a}-13.61\%}$
test_to[within-False-None]	6.5320ms	6.1900ms	161.5522 Ops/s	160.7493 Ops/s	$\color{#35bf28}+0.50\%$
test_to[True-default-None]	10.9849ms	10.7609ms	92.9293 Ops/s	93.7607 Ops/s	$\color{#d91a1a}-0.89\%$
test_to_njt[False-False-None]	8.7391ms	8.5970ms	116.3198 Ops/s	115.0284 Ops/s	$\color{#35bf28}+1.12\%$
test_to_njt[True-False-None]	7.1366ms	6.9380ms	144.1330 Ops/s	143.8579 Ops/s	$\color{#35bf28}+0.19\%$
test_to_njt[within-False-None]	15.7944ms	15.4734ms	64.6271 Ops/s	63.4309 Ops/s	$\color{#35bf28}+1.89\%$
test_creation[device0]	0.3967ms	0.1168ms	8.5618 KOps/s	8.5749 KOps/s	$\color{#d91a1a}-0.15\%$
test_creation_from_tensor	0.4418ms	0.1147ms	8.7175 KOps/s	8.8031 KOps/s	$\color{#d91a1a}-0.97\%$
test_add_one[memmap_tensor0]	0.2052ms	6.8511μs	145.9611 KOps/s	147.3176 KOps/s	$\color{#d91a1a}-0.92\%$
test_contiguous[memmap_tensor0]	23.9310μs	0.6711μs	1.4902 MOps/s	2.0426 MOps/s	$\textbf{\color{#d91a1a}-27.04\%}$
test_stack[memmap_tensor0]	28.3100μs	4.1732μs	239.6253 KOps/s	240.4501 KOps/s	$\color{#d91a1a}-0.34\%$
test_memmaptd_index	1.2349ms	0.2750ms	3.6362 KOps/s	3.6125 KOps/s	$\color{#35bf28}+0.65\%$
test_memmaptd_index_astensor	0.5504ms	0.3831ms	2.6102 KOps/s	2.6398 KOps/s	$\color{#d91a1a}-1.12\%$
test_memmaptd_index_op	0.8492ms	0.6411ms	1.5598 KOps/s	1.5519 KOps/s	$\color{#35bf28}+0.51\%$
test_serialize_model	0.3204s	0.1612s	6.2028 Ops/s	7.3746 Ops/s	$\textbf{\color{#d91a1a}-15.89\%}$
test_serialize_model_pickle	1.3673s	1.2131s	0.8244 Ops/s	0.8220 Ops/s	$\color{#35bf28}+0.29\%$
test_serialize_weights	0.1377s	0.1339s	7.4666 Ops/s	7.4219 Ops/s	$\color{#35bf28}+0.60\%$
test_serialize_weights_returnearly	0.4751s	88.2095ms	11.3367 Ops/s	15.0983 Ops/s	$\textbf{\color{#d91a1a}-24.91\%}$
test_serialize_weights_pickle	1.3698s	1.2128s	0.8245 Ops/s	0.8237 Ops/s	$\color{#35bf28}+0.11\%$
test_reshape_pytree	0.2014ms	32.6719μs	30.6074 KOps/s	30.1431 KOps/s	$\color{#35bf28}+1.54\%$
test_reshape_td	78.3620μs	45.5526μs	21.9527 KOps/s	22.0836 KOps/s	$\color{#d91a1a}-0.59\%$
test_view_pytree	0.2239ms	32.1672μs	31.0876 KOps/s	30.6697 KOps/s	$\color{#35bf28}+1.36\%$
test_view_td	0.1236ms	54.0421μs	18.5041 KOps/s	18.5379 KOps/s	$\color{#d91a1a}-0.18\%$
test_unbind_pytree	0.2902ms	37.5935μs	26.6003 KOps/s	26.6430 KOps/s	$\color{#d91a1a}-0.16\%$
test_unbind_td	0.1741ms	50.1148μs	19.9542 KOps/s	19.7584 KOps/s	$\color{#35bf28}+0.99\%$
test_split_pytree	0.1904ms	43.1199μs	23.1911 KOps/s	23.3330 KOps/s	$\color{#d91a1a}-0.61\%$
test_split_td	0.1382ms	64.6610μs	15.4653 KOps/s	15.5382 KOps/s	$\color{#d91a1a}-0.47\%$
test_add_pytree	0.2315ms	41.9722μs	23.8253 KOps/s	23.0627 KOps/s	$\color{#35bf28}+3.31\%$
test_add_td	0.1109ms	56.4355μs	17.7193 KOps/s	18.2762 KOps/s	$\color{#d91a1a}-3.05\%$
test_compile_add_one_nested[tensordict-compile]	0.4278ms	0.2289ms	4.3678 KOps/s	4.2632 KOps/s	$\color{#35bf28}+2.45\%$
test_compile_add_one_nested[tensordict-eager]	0.3131ms	0.2027ms	4.9330 KOps/s	4.9191 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_add_one_nested[pytree-compile]	0.3389ms	0.1363ms	7.3386 KOps/s	7.5124 KOps/s	$\color{#d91a1a}-2.31\%$
test_compile_add_one_nested[pytree-eager]	0.4237ms	0.1738ms	5.7535 KOps/s	5.7218 KOps/s	$\color{#35bf28}+0.55\%$
test_compile_copy_nested[tensordict-compile]	0.2051ms	17.1570μs	58.2853 KOps/s	63.0686 KOps/s	$\textbf{\color{#d91a1a}-7.58\%}$
test_compile_copy_nested[tensordict-eager]	0.1077ms	53.6980μs	18.6227 KOps/s	18.4815 KOps/s	$\color{#35bf28}+0.76\%$
test_compile_copy_nested[pytree-compile]	0.1495ms	16.7121μs	59.8368 KOps/s	62.4093 KOps/s	$\color{#d91a1a}-4.12\%$
test_compile_copy_nested[pytree-eager]	0.3585ms	67.1663μs	14.8884 KOps/s	14.4639 KOps/s	$\color{#35bf28}+2.94\%$
test_compile_add_one_flat[tensordict-compile]	0.3185ms	0.2637ms	3.7919 KOps/s	3.7870 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_add_one_flat[tensordict-eager]	0.3806ms	0.2827ms	3.5368 KOps/s	3.5542 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_add_one_flat[tensorclass-compile]	0.3139ms	0.1941ms	5.1518 KOps/s	4.9803 KOps/s	$\color{#35bf28}+3.44\%$
test_compile_add_one_flat[tensorclass-eager]	0.1175ms	75.6516μs	13.2185 KOps/s	12.8953 KOps/s	$\color{#35bf28}+2.51\%$
test_compile_add_one_flat[pytree-compile]	0.5067ms	0.2007ms	4.9836 KOps/s	5.0083 KOps/s	$\color{#d91a1a}-0.49\%$
test_compile_add_one_flat[pytree-eager]	0.7848ms	0.5045ms	1.9822 KOps/s	1.9841 KOps/s	$\color{#d91a1a}-0.10\%$
test_compile_add_self_flat[tensordict-eager]	0.4145ms	0.3302ms	3.0280 KOps/s	3.0131 KOps/s	$\color{#35bf28}+0.49\%$
test_compile_add_self_flat[tensordict-compile]	0.3132ms	0.2621ms	3.8154 KOps/s	3.6361 KOps/s	$\color{#35bf28}+4.93\%$
test_compile_add_self_flat[tensorclass-eager]	0.1381ms	91.5712μs	10.9205 KOps/s	10.6595 KOps/s	$\color{#35bf28}+2.45\%$
test_compile_add_self_flat[tensorclass-compile]	0.3411ms	0.1956ms	5.1120 KOps/s	5.0142 KOps/s	$\color{#35bf28}+1.95\%$
test_compile_add_self_flat[pytree-eager]	0.6412ms	0.4188ms	2.3876 KOps/s	2.4034 KOps/s	$\color{#d91a1a}-0.66\%$
test_compile_add_self_flat[pytree-compile]	0.2919ms	0.1967ms	5.0846 KOps/s	5.0531 KOps/s	$\color{#35bf28}+0.62\%$
test_compile_copy_flat[tensordict-compile]	60.2510μs	19.4803μs	51.3338 KOps/s	49.0648 KOps/s	$\color{#35bf28}+4.62\%$
test_compile_copy_flat[tensordict-eager]	74.4910μs	42.2177μs	23.6868 KOps/s	24.3890 KOps/s	$\color{#d91a1a}-2.88\%$
test_compile_copy_flat[pytree-compile]	0.2064ms	22.5576μs	44.3309 KOps/s	44.5666 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_copy_flat[pytree-eager]	0.3295ms	52.2233μs	19.1485 KOps/s	19.0604 KOps/s	$\color{#35bf28}+0.46\%$
test_compile_assign_and_add[tensordict-compile]	2.2265ms	0.2409ms	4.1509 KOps/s	3.8685 KOps/s	$\textbf{\color{#35bf28}+7.30\%}$
test_compile_assign_and_add[tensordict-eager]	3.4711ms	3.2575ms	306.9858 Ops/s	310.7987 Ops/s	$\color{#d91a1a}-1.23\%$
test_compile_assign_and_add[pytree-compile]	2.1364ms	0.1827ms	5.4741 KOps/s	5.4263 KOps/s	$\color{#35bf28}+0.88\%$
test_compile_assign_and_add[pytree-eager]	2.8804ms	2.6810ms	372.9952 Ops/s	370.4841 Ops/s	$\color{#35bf28}+0.68\%$
test_compile_indexing[tensor-tensordict-compile]	0.2454ms	0.1365ms	7.3264 KOps/s	7.3166 KOps/s	$\color{#35bf28}+0.13\%$
test_compile_indexing[tensor-tensordict-eager]	0.3077ms	78.0188μs	12.8174 KOps/s	13.5454 KOps/s	$\textbf{\color{#d91a1a}-5.37\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.2531ms	0.1213ms	8.2413 KOps/s	8.4221 KOps/s	$\color{#d91a1a}-2.15\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2502ms	44.3403μs	22.5528 KOps/s	21.2429 KOps/s	$\textbf{\color{#35bf28}+6.17\%}$
test_compile_indexing[tensor-pytree-compile]	0.1980ms	0.1213ms	8.2432 KOps/s	8.3224 KOps/s	$\color{#d91a1a}-0.95\%$
test_compile_indexing[tensor-pytree-eager]	0.2626ms	46.2699μs	21.6123 KOps/s	21.6099 KOps/s	$\color{#35bf28}+0.01\%$
test_compile_indexing[slice-tensordict-compile]	0.2358ms	85.4118μs	11.7080 KOps/s	11.5971 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[slice-tensordict-eager]	0.2023ms	31.5912μs	31.6544 KOps/s	36.1993 KOps/s	$\textbf{\color{#d91a1a}-12.56\%}$
test_compile_indexing[slice-tensorclass-compile]	0.1693ms	71.5157μs	13.9829 KOps/s	14.2144 KOps/s	$\color{#d91a1a}-1.63\%$
test_compile_indexing[slice-tensorclass-eager]	0.2362ms	21.8086μs	45.8534 KOps/s	44.5472 KOps/s	$\color{#35bf28}+2.93\%$
test_compile_indexing[slice-pytree-compile]	0.1144ms	73.8554μs	13.5400 KOps/s	14.0603 KOps/s	$\color{#d91a1a}-3.70\%$
test_compile_indexing[slice-pytree-eager]	0.2955ms	22.1817μs	45.0822 KOps/s	45.1674 KOps/s	$\color{#d91a1a}-0.19\%$
test_compile_indexing[int-tensordict-compile]	0.1336ms	85.6349μs	11.6775 KOps/s	11.4149 KOps/s	$\color{#35bf28}+2.30\%$
test_compile_indexing[int-tensordict-eager]	0.2393ms	27.5268μs	36.3283 KOps/s	36.5226 KOps/s	$\color{#d91a1a}-0.53\%$
test_compile_indexing[int-tensorclass-compile]	0.1188ms	71.6672μs	13.9534 KOps/s	14.1579 KOps/s	$\color{#d91a1a}-1.44\%$
test_compile_indexing[int-tensorclass-eager]	0.2411ms	22.2572μs	44.9292 KOps/s	44.8048 KOps/s	$\color{#35bf28}+0.28\%$
test_compile_indexing[int-pytree-compile]	0.1260ms	71.4394μs	13.9979 KOps/s	14.1942 KOps/s	$\color{#d91a1a}-1.38\%$
test_compile_indexing[int-pytree-eager]	0.2797ms	22.0949μs	45.2593 KOps/s	44.8825 KOps/s	$\color{#35bf28}+0.84\%$
test_compile_replace[single-eager]	0.1190ms	49.6614μs	20.1364 KOps/s	21.3159 KOps/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_compile_replace[single-compile]	0.3087ms	0.1379ms	7.2512 KOps/s	7.5542 KOps/s	$\color{#d91a1a}-4.01\%$
test_compile_replace[multi-eager]	0.6399ms	0.5836ms	1.7135 KOps/s	1.8021 KOps/s	$\color{#d91a1a}-4.92\%$
test_compile_replace[multi-compile]	0.2746ms	0.1458ms	6.8603 KOps/s	6.8630 KOps/s	$\color{#d91a1a}-0.04\%$
test_compile_tc_getattr_20[eager]	0.2297ms	0.1606ms	6.2264 KOps/s	6.3362 KOps/s	$\color{#d91a1a}-1.73\%$
test_compile_tc_getattr_20[compile]	0.4006ms	0.1522ms	6.5683 KOps/s	6.5689 KOps/s	$-0.01\%$
test_compile_clone_shallow[20-eager]	48.0810μs	19.7028μs	50.7543 KOps/s	52.8777 KOps/s	$\color{#d91a1a}-4.02\%$
test_compile_clone_shallow[20-compile]	79.4220μs	17.4965μs	57.1543 KOps/s	58.5677 KOps/s	$\color{#d91a1a}-2.41\%$
test_compile_clone_shallow[40-eager]	69.6610μs	34.8016μs	28.7343 KOps/s	29.4401 KOps/s	$\color{#d91a1a}-2.40\%$
test_compile_clone_shallow[40-compile]	77.7420μs	19.0230μs	52.5679 KOps/s	53.9353 KOps/s	$\color{#d91a1a}-2.54\%$
test_compile_clone_shallow[80-eager]	0.1029ms	63.0312μs	15.8652 KOps/s	16.1425 KOps/s	$\color{#d91a1a}-1.72\%$
test_compile_clone_shallow[80-compile]	80.5610μs	23.2636μs	42.9857 KOps/s	43.7976 KOps/s	$\color{#d91a1a}-1.85\%$
test_compile_update_inplace[eager]	0.2169ms	62.0512μs	16.1157 KOps/s	16.4581 KOps/s	$\color{#d91a1a}-2.08\%$
test_compile_update_inplace[compile]	0.4290ms	0.1511ms	6.6171 KOps/s	6.7329 KOps/s	$\color{#d91a1a}-1.72\%$
test_mod_add[eager]	0.3088ms	0.2289ms	4.3678 KOps/s	4.4205 KOps/s	$\color{#d91a1a}-1.19\%$
test_mod_add[compile]	0.3337ms	0.1362ms	7.3447 KOps/s	7.5156 KOps/s	$\color{#d91a1a}-2.27\%$
test_mod_add[compile-overhead]	0.2756ms	0.1809ms	5.5281 KOps/s	5.6089 KOps/s	$\color{#d91a1a}-1.44\%$
test_mod_wrap[eager]	0.6897ms	0.4699ms	2.1280 KOps/s	2.1469 KOps/s	$\color{#d91a1a}-0.88\%$
test_mod_wrap[compile]	0.4761ms	0.3958ms	2.5267 KOps/s	2.5207 KOps/s	$\color{#35bf28}+0.24\%$
test_mod_wrap[compile-overhead]	9.6307ms	5.1054ms	195.8715 Ops/s	215.6722 Ops/s	$\textbf{\color{#d91a1a}-9.18\%}$
test_mod_wrap_and_backward[eager]	1.9460ms	1.8157ms	550.7533 Ops/s	597.4596 Ops/s	$\textbf{\color{#d91a1a}-7.82\%}$
test_mod_wrap_and_backward[compile]	2.4410ms	1.5961ms	626.5179 Ops/s	655.1600 Ops/s	$\color{#d91a1a}-4.37\%$
test_mod_wrap_and_backward[compile-overhead]	1.3723ms	0.9468ms	1.0562 KOps/s	1.0380 KOps/s	$\color{#35bf28}+1.75\%$
test_seq_add[eager]	0.6359ms	0.5090ms	1.9646 KOps/s	1.9575 KOps/s	$\color{#35bf28}+0.36\%$
test_seq_add[compile]	0.2688ms	0.1453ms	6.8827 KOps/s	6.9373 KOps/s	$\color{#d91a1a}-0.79\%$
test_seq_add[compile-overhead]	0.3120ms	0.1943ms	5.1470 KOps/s	5.3044 KOps/s	$\color{#d91a1a}-2.97\%$
test_seq_wrap[eager]	1.5175ms	1.4232ms	702.6655 Ops/s	707.9171 Ops/s	$\color{#d91a1a}-0.74\%$
test_seq_wrap[compile]	0.5163ms	0.4236ms	2.3606 KOps/s	2.3966 KOps/s	$\color{#d91a1a}-1.50\%$
test_seq_wrap[compile-overhead]	0.3816ms	0.3079ms	3.2474 KOps/s	3.2147 KOps/s	$\color{#35bf28}+1.02\%$
test_func_call_runtime[False-eager]	0.8921ms	0.7927ms	1.2615 KOps/s	1.2780 KOps/s	$\color{#d91a1a}-1.29\%$
test_func_call_runtime[False-compile]	1.1177ms	0.9847ms	1.0156 KOps/s	1.0248 KOps/s	$\color{#d91a1a}-0.90\%$
test_func_call_runtime[False-compile-overhead]	0.6279ms	0.5169ms	1.9347 KOps/s	1.9388 KOps/s	$\color{#d91a1a}-0.21\%$
test_func_call_runtime[True-eager]	1.1316ms	1.0386ms	962.8504 Ops/s	981.8843 Ops/s	$\color{#d91a1a}-1.94\%$
test_func_call_runtime[True-compile]	1.1418ms	1.0020ms	997.9888 Ops/s	1.0108 KOps/s	$\color{#d91a1a}-1.27\%$
test_func_call_runtime[True-compile-overhead]	0.7367ms	0.5363ms	1.8648 KOps/s	1.8745 KOps/s	$\color{#d91a1a}-0.52\%$
test_func_call_cm_runtime[False-eager]	1.0507ms	0.8447ms	1.1839 KOps/s	1.2784 KOps/s	$\textbf{\color{#d91a1a}-7.39\%}$
test_func_call_cm_runtime[False-compile]	1.0635ms	0.9860ms	1.0142 KOps/s	1.0381 KOps/s	$\color{#d91a1a}-2.31\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6407ms	0.4951ms	2.0198 KOps/s	2.0129 KOps/s	$\color{#35bf28}+0.34\%$
test_func_call_cm_runtime[True-eager]	1.4458ms	1.1859ms	843.2242 Ops/s	852.8765 Ops/s	$\color{#d91a1a}-1.13\%$
test_func_call_cm_runtime[True-compile]	1.1583ms	1.0153ms	984.9780 Ops/s	981.5922 Ops/s	$\color{#35bf28}+0.34\%$
test_func_call_cm_runtime[True-compile-overhead]	0.7052ms	0.5530ms	1.8084 KOps/s	1.8021 KOps/s	$\color{#35bf28}+0.34\%$
test_vmap_func_call_cm_runtime[eager]	2.8084ms	2.3606ms	423.6289 Ops/s	424.5988 Ops/s	$\color{#d91a1a}-0.23\%$
test_vmap_func_call_cm_runtime[compile]	1.1006ms	1.0237ms	976.8788 Ops/s	980.2977 Ops/s	$\color{#d91a1a}-0.35\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.5995ms	0.5394ms	1.8540 KOps/s	1.8401 KOps/s	$\color{#35bf28}+0.76\%$
test_distributed	0.5592ms	0.1481ms	6.7514 KOps/s	6.6128 KOps/s	$\color{#35bf28}+2.10\%$
test_tdmodule	0.7506ms	0.1945ms	5.1418 KOps/s	5.0155 KOps/s	$\color{#35bf28}+2.52\%$
test_tdmodule_dispatch	0.4538ms	0.3739ms	2.6743 KOps/s	2.6468 KOps/s	$\color{#35bf28}+1.04\%$
test_tdseq	44.9910μs	26.6640μs	37.5038 KOps/s	37.2418 KOps/s	$\color{#35bf28}+0.70\%$
test_tdseq_dispatch	0.2538ms	0.2167ms	4.6157 KOps/s	4.6202 KOps/s	$\color{#d91a1a}-0.10\%$
test_instantiation_functorch	2.1773ms	2.0761ms	481.6836 Ops/s	486.7160 Ops/s	$\color{#d91a1a}-1.03\%$
test_exec_functorch	0.2466ms	0.1808ms	5.5309 KOps/s	5.5628 KOps/s	$\color{#d91a1a}-0.57\%$
test_exec_functional_call	0.2225ms	0.1622ms	6.1634 KOps/s	6.3277 KOps/s	$\color{#d91a1a}-2.60\%$
test_exec_td_decorator	0.4542ms	0.2386ms	4.1907 KOps/s	4.2569 KOps/s	$\color{#d91a1a}-1.56\%$
test_vmap_mlp_speed_decorator[True-True]	1.2284ms	1.0244ms	976.2277 Ops/s	985.8799 Ops/s	$\color{#d91a1a}-0.98\%$
test_vmap_mlp_speed_decorator[True-False]	1.1786ms	1.0135ms	986.6833 Ops/s	984.3184 Ops/s	$\color{#35bf28}+0.24\%$
test_vmap_mlp_speed_decorator[False-True]	0.9160ms	0.7308ms	1.3683 KOps/s	1.3948 KOps/s	$\color{#d91a1a}-1.90\%$
test_vmap_mlp_speed_decorator[False-False]	0.9172ms	0.7213ms	1.3864 KOps/s	1.3956 KOps/s	$\color{#d91a1a}-0.66\%$
test_vmap_transformer_speed_decorator[True-True]	22.0289ms	20.8929ms	47.8631 Ops/s	48.1640 Ops/s	$\color{#d91a1a}-0.62\%$
test_vmap_transformer_speed_decorator[True-False]	21.5125ms	20.8253ms	48.0185 Ops/s	48.2605 Ops/s	$\color{#d91a1a}-0.50\%$
test_vmap_transformer_speed_decorator[False-True]	21.1601ms	20.4643ms	48.8657 Ops/s	49.1778 Ops/s	$\color{#d91a1a}-0.63\%$
test_vmap_transformer_speed_decorator[False-False]	21.1594ms	20.4278ms	48.9528 Ops/s	49.2990 Ops/s	$\color{#d91a1a}-0.70\%$
test_to_module_speed[True]	1.5795ms	1.4882ms	671.9734 Ops/s	668.3950 Ops/s	$\color{#35bf28}+0.54\%$
test_to_module_speed[False]	1.5694ms	1.4723ms	679.2191 Ops/s	677.6983 Ops/s	$\color{#35bf28}+0.22\%$
test_tc_init	70.6820μs	43.0723μs	23.2168 KOps/s	23.0861 KOps/s	$\color{#35bf28}+0.57\%$
test_tc_init_tensor_only	38.8510μs	9.0181μs	110.8885 KOps/s	110.7164 KOps/s	$\color{#35bf28}+0.16\%$
test_tc_init_nested	0.1374ms	84.5961μs	11.8209 KOps/s	11.7014 KOps/s	$\color{#35bf28}+1.02\%$
test_tc_init_many_fields	31.4510μs	14.9165μs	67.0397 KOps/s	66.4448 KOps/s	$\color{#35bf28}+0.90\%$
test_tc_first_layer_tensor	36.3110μs	1.7987μs	555.9545 KOps/s	554.4295 KOps/s	$\color{#35bf28}+0.28\%$
test_tc_first_layer_tensor_only	3.2631μs	0.3913μs	2.5554 MOps/s	2.5474 MOps/s	$\color{#35bf28}+0.31\%$
test_tc_first_layer_tensor_set	31.4110μs	3.8820μs	257.5977 KOps/s	251.8602 KOps/s	$\color{#35bf28}+2.28\%$
test_tc_first_layer_tensor_only_set	17.6200μs	3.3724μs	296.5267 KOps/s	300.7361 KOps/s	$\color{#d91a1a}-1.40\%$
test_tc_first_layer_nontensor	26.9910μs	6.1599μs	162.3390 KOps/s	155.0355 KOps/s	$\color{#35bf28}+4.71\%$
test_tc_second_layer_tensor	32.5300μs	4.3752μs	228.5619 KOps/s	225.2564 KOps/s	$\color{#35bf28}+1.47\%$
test_tc_second_layer_nontensor	34.6610μs	8.5787μs	116.5678 KOps/s	110.9658 KOps/s	$\textbf{\color{#35bf28}+5.05\%}$
test_unbind	0.2813s	13.1507ms	76.0418 Ops/s	63.9897 Ops/s	$\textbf{\color{#35bf28}+18.83\%}$
test_full_like	4.8136ms	4.4357ms	225.4411 Ops/s	229.0290 Ops/s	$\color{#d91a1a}-1.57\%$
test_zeros_like	4.6938ms	4.3384ms	230.5013 Ops/s	228.1907 Ops/s	$\color{#35bf28}+1.01\%$
test_ones_like	4.6212ms	4.3833ms	228.1383 Ops/s	231.3710 Ops/s	$\color{#d91a1a}-1.40\%$
test_clone	7.4059ms	6.7639ms	147.8445 Ops/s	148.9420 Ops/s	$\color{#d91a1a}-0.74\%$
test_squeeze	0.1816ms	14.5976μs	68.5045 KOps/s	69.5700 KOps/s	$\color{#d91a1a}-1.53\%$
test_unsqueeze	0.1642ms	0.1120ms	8.9307 KOps/s	9.0663 KOps/s	$\color{#d91a1a}-1.50\%$
test_split	0.2615ms	0.1815ms	5.5087 KOps/s	5.5792 KOps/s	$\color{#d91a1a}-1.26\%$
test_permute	0.2733ms	0.2146ms	4.6604 KOps/s	4.8824 KOps/s	$\color{#d91a1a}-4.55\%$
test_stack	52.4784ms	51.8724ms	19.2781 Ops/s	19.2067 Ops/s	$\color{#35bf28}+0.37\%$
test_cat	52.3366ms	51.9396ms	19.2531 Ops/s	19.2638 Ops/s	$\color{#d91a1a}-0.06\%$
test_sequential_tensordict	0.6825ms	0.5704ms	1.7532 KOps/s	1.7376 KOps/s	$\color{#35bf28}+0.90\%$
test_sequential_graph_module	0.2421ms	0.1192ms	8.3874 KOps/s	8.3864 KOps/s	$\color{#35bf28}+0.01\%$
test_nested_tensordict	0.9096ms	0.8111ms	1.2328 KOps/s	1.2300 KOps/s	$\color{#35bf28}+0.23\%$
test_nested_graph_module	0.1844ms	0.1269ms	7.8829 KOps/s	7.8912 KOps/s	$\color{#d91a1a}-0.11\%$

[github-actions]

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

Total Benchmarks: 341. Improved: $\large\color{#35bf28}12$. Worsened: $\large\color{#d91a1a}20$.

Expand to view detailed results

Name	Max	Mean	Ops	Ops on Repo HEAD	Change
test_collector_preallocated_write[stack_out-cpu-32-2]	0.2211ms	0.1722ms	5.8071 KOps/s	5.8836 KOps/s	$\color{#d91a1a}-1.30\%$
test_collector_preallocated_write[stack_out-cpu-32-8]	0.3716ms	0.3020ms	3.3114 KOps/s	3.3287 KOps/s	$\color{#d91a1a}-0.52\%$
test_collector_preallocated_write[stack_out-cpu-32-32]	0.8841ms	0.7783ms	1.2848 KOps/s	1.2686 KOps/s	$\color{#35bf28}+1.27\%$
test_collector_preallocated_write[stack_out-cpu-4096-2]	0.4955ms	0.3828ms	2.6126 KOps/s	2.8964 KOps/s	$\textbf{\color{#d91a1a}-9.80\%}$
test_collector_preallocated_write[stack_out-cpu-4096-8]	1.3989ms	1.1690ms	855.4325 Ops/s	894.3058 Ops/s	$\color{#d91a1a}-4.35\%$
test_collector_preallocated_write[stack_out-cpu-4096-32]	7.9208ms	7.6373ms	130.9364 Ops/s	130.0977 Ops/s	$\color{#35bf28}+0.64\%$
test_collector_preallocated_write[stack_out-cuda-32-2]	0.2917ms	0.2527ms	3.9569 KOps/s	3.9897 KOps/s	$\color{#d91a1a}-0.82\%$
test_collector_preallocated_write[stack_out-cuda-32-8]	0.5439ms	0.3787ms	2.6408 KOps/s	2.6510 KOps/s	$\color{#d91a1a}-0.38\%$
test_collector_preallocated_write[stack_out-cuda-32-32]	0.9280ms	0.8347ms	1.1981 KOps/s	1.2090 KOps/s	$\color{#d91a1a}-0.90\%$
test_collector_preallocated_write[stack_out-cuda-4096-2]	0.3277ms	0.2588ms	3.8635 KOps/s	3.9240 KOps/s	$\color{#d91a1a}-1.54\%$
test_collector_preallocated_write[stack_out-cuda-4096-8]	0.4629ms	0.3816ms	2.6206 KOps/s	2.6558 KOps/s	$\color{#d91a1a}-1.33\%$
test_collector_preallocated_write[stack_out-cuda-4096-32]	1.0385ms	0.8917ms	1.1215 KOps/s	1.1222 KOps/s	$\color{#d91a1a}-0.06\%$
test_collector_preallocated_write[set_at_loop-cpu-32-2]	0.3091ms	0.2206ms	4.5322 KOps/s	4.6026 KOps/s	$\color{#d91a1a}-1.53\%$
test_collector_preallocated_write[set_at_loop-cpu-32-8]	0.8994ms	0.8372ms	1.1945 KOps/s	1.1955 KOps/s	$\color{#d91a1a}-0.08\%$
test_collector_preallocated_write[set_at_loop-cpu-32-32]	3.6787ms	3.3637ms	297.2934 Ops/s	301.6723 Ops/s	$\color{#d91a1a}-1.45\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-2]	0.4947ms	0.3768ms	2.6537 KOps/s	2.6605 KOps/s	$\color{#d91a1a}-0.25\%$
test_collector_preallocated_write[set_at_loop-cpu-4096-8]	2.1606ms	1.8378ms	544.1435 Ops/s	598.4219 Ops/s	$\textbf{\color{#d91a1a}-9.07\%}$
test_collector_preallocated_write[set_at_loop-cpu-4096-32]	11.0495ms	10.6913ms	93.5339 Ops/s	93.9789 Ops/s	$\color{#d91a1a}-0.47\%$
test_collector_preallocated_write[set_at_loop-cuda-32-2]	0.4978ms	0.4090ms	2.4450 KOps/s	2.5224 KOps/s	$\color{#d91a1a}-3.07\%$
test_collector_preallocated_write[set_at_loop-cuda-32-8]	1.8931ms	1.5151ms	660.0081 Ops/s	680.3170 Ops/s	$\color{#d91a1a}-2.99\%$
test_collector_preallocated_write[set_at_loop-cuda-32-32]	6.4165ms	5.9060ms	169.3192 Ops/s	173.4285 Ops/s	$\color{#d91a1a}-2.37\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-2]	0.5649ms	0.4064ms	2.4604 KOps/s	2.4869 KOps/s	$\color{#d91a1a}-1.07\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-8]	1.8872ms	1.5300ms	653.5919 Ops/s	679.8762 Ops/s	$\color{#d91a1a}-3.87\%$
test_collector_preallocated_write[set_at_loop-cuda-4096-32]	6.1199ms	5.9246ms	168.7872 Ops/s	172.2338 Ops/s	$\color{#d91a1a}-2.00\%$
test_collector_preallocated_write[copy_at-cpu-32-2]	0.2201ms	0.1755ms	5.6976 KOps/s	5.7403 KOps/s	$\color{#d91a1a}-0.74\%$
test_collector_preallocated_write[copy_at-cpu-32-8]	0.8386ms	0.6832ms	1.4637 KOps/s	1.4660 KOps/s	$\color{#d91a1a}-0.16\%$
test_collector_preallocated_write[copy_at-cpu-32-32]	2.9205ms	2.7079ms	369.2894 Ops/s	371.6605 Ops/s	$\color{#d91a1a}-0.64\%$
test_collector_preallocated_write[copy_at-cpu-4096-2]	0.4691ms	0.3155ms	3.1692 KOps/s	3.0774 KOps/s	$\color{#35bf28}+2.98\%$
test_collector_preallocated_write[copy_at-cpu-4096-8]	1.7817ms	1.5959ms	626.5972 Ops/s	679.6622 Ops/s	$\textbf{\color{#d91a1a}-7.81\%}$
test_collector_preallocated_write[copy_at-cpu-4096-32]	10.3676ms	10.0047ms	99.9528 Ops/s	101.7016 Ops/s	$\color{#d91a1a}-1.72\%$
test_collector_preallocated_write[copy_at-cuda-32-2]	0.4440ms	0.3306ms	3.0249 KOps/s	3.0687 KOps/s	$\color{#d91a1a}-1.43\%$
test_collector_preallocated_write[copy_at-cuda-32-8]	1.4185ms	1.2346ms	809.9871 Ops/s	822.2355 Ops/s	$\color{#d91a1a}-1.49\%$
test_collector_preallocated_write[copy_at-cuda-32-32]	4.9824ms	4.8482ms	206.2605 Ops/s	210.2706 Ops/s	$\color{#d91a1a}-1.91\%$
test_collector_preallocated_write[copy_at-cuda-4096-2]	0.4020ms	0.3319ms	3.0133 KOps/s	3.0616 KOps/s	$\color{#d91a1a}-1.58\%$
test_collector_preallocated_write[copy_at-cuda-4096-8]	1.3575ms	1.2359ms	809.1354 Ops/s	820.7556 Ops/s	$\color{#d91a1a}-1.42\%$
test_collector_preallocated_write[copy_at-cuda-4096-32]	4.9814ms	4.8552ms	205.9646 Ops/s	209.5538 Ops/s	$\color{#d91a1a}-1.71\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-2]	0.1653ms	0.1214ms	8.2349 KOps/s	8.2392 KOps/s	$\color{#d91a1a}-0.05\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-8]	0.5251ms	0.4767ms	2.0976 KOps/s	2.1102 KOps/s	$\color{#d91a1a}-0.60\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-32-32]	2.0428ms	1.8992ms	526.5499 Ops/s	528.7546 Ops/s	$\color{#d91a1a}-0.42\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-2]	0.3763ms	0.2547ms	3.9255 KOps/s	3.8608 KOps/s	$\color{#35bf28}+1.68\%$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-8]	1.7916ms	1.3561ms	737.4286 Ops/s	784.4180 Ops/s	$\textbf{\color{#d91a1a}-5.99\%}$
test_collector_preallocated_write[manual_leaf_copy-cpu-4096-32]	9.2821ms	9.0112ms	110.9726 Ops/s	111.8204 Ops/s	$\color{#d91a1a}-0.76\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-2]	0.3915ms	0.2809ms	3.5597 KOps/s	3.6220 KOps/s	$\color{#d91a1a}-1.72\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-8]	1.1868ms	1.0484ms	953.8269 Ops/s	969.4960 Ops/s	$\color{#d91a1a}-1.62\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-32-32]	4.2541ms	4.0930ms	244.3220 Ops/s	248.6705 Ops/s	$\color{#d91a1a}-1.75\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-2]	0.4336ms	0.2833ms	3.5304 KOps/s	3.6274 KOps/s	$\color{#d91a1a}-2.67\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-8]	1.1403ms	1.0466ms	955.4520 Ops/s	970.0014 Ops/s	$\color{#d91a1a}-1.50\%$
test_collector_preallocated_write[manual_leaf_copy-cuda-4096-32]	4.3400ms	4.1128ms	243.1439 Ops/s	247.2524 Ops/s	$\color{#d91a1a}-1.66\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-128]	16.9219ms	16.6066ms	60.2170 Ops/s	60.8397 Ops/s	$\color{#d91a1a}-1.02\%$
test_wide_nested_preallocated_write[stack_out-cpu-128-256]	36.4779ms	33.5189ms	29.8339 Ops/s	30.1030 Ops/s	$\color{#d91a1a}-0.89\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-128]	91.3438ms	90.3578ms	11.0671 Ops/s	11.2508 Ops/s	$\color{#d91a1a}-1.63\%$
test_wide_nested_preallocated_write[stack_out-cpu-4096-256]	0.2113s	0.2100s	4.7622 Ops/s	4.8453 Ops/s	$\color{#d91a1a}-1.71\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-128]	14.0256ms	13.8975ms	71.9554 Ops/s	72.2038 Ops/s	$\color{#d91a1a}-0.34\%$
test_wide_nested_preallocated_write[stack_out-cuda-128-256]	27.2492ms	27.0844ms	36.9217 Ops/s	36.8389 Ops/s	$\color{#35bf28}+0.22\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-128]	14.1859ms	14.0238ms	71.3073 Ops/s	71.3317 Ops/s	$\color{#d91a1a}-0.03\%$
test_wide_nested_preallocated_write[stack_out-cuda-4096-256]	27.6718ms	27.4534ms	36.4253 Ops/s	36.2708 Ops/s	$\color{#35bf28}+0.43\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-128]	55.8339ms	54.9846ms	18.1869 Ops/s	19.1331 Ops/s	$\color{#d91a1a}-4.95\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-128-256]	0.1072s	0.1066s	9.3766 Ops/s	9.4636 Ops/s	$\color{#d91a1a}-0.92\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-128]	0.1547s	0.1533s	6.5232 Ops/s	6.6429 Ops/s	$\color{#d91a1a}-1.80\%$
test_wide_nested_preallocated_write[set_at_loop-cpu-4096-256]	0.3421s	0.3406s	2.9363 Ops/s	2.9973 Ops/s	$\color{#d91a1a}-2.03\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-128]	78.4655ms	76.4077ms	13.0877 Ops/s	13.3712 Ops/s	$\color{#d91a1a}-2.12\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-128-256]	0.1603s	0.1573s	6.3566 Ops/s	6.7221 Ops/s	$\textbf{\color{#d91a1a}-5.44\%}$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-128]	77.9586ms	77.1771ms	12.9572 Ops/s	13.4216 Ops/s	$\color{#d91a1a}-3.46\%$
test_wide_nested_preallocated_write[set_at_loop-cuda-4096-256]	0.1545s	0.1533s	6.5217 Ops/s	6.6766 Ops/s	$\color{#d91a1a}-2.32\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-128]	30.9527ms	30.7264ms	32.5453 Ops/s	32.7213 Ops/s	$\color{#d91a1a}-0.54\%$
test_wide_nested_preallocated_write[copy_at-cpu-128-256]	62.5955ms	62.4861ms	16.0036 Ops/s	16.1709 Ops/s	$\color{#d91a1a}-1.03\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-128]	0.1293s	0.1273s	7.8562 Ops/s	7.8389 Ops/s	$\color{#35bf28}+0.22\%$
test_wide_nested_preallocated_write[copy_at-cpu-4096-256]	0.2884s	0.2871s	3.4837 Ops/s	3.5792 Ops/s	$\color{#d91a1a}-2.67\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-128]	44.6744ms	44.0198ms	22.7170 Ops/s	23.1694 Ops/s	$\color{#d91a1a}-1.95\%$
test_wide_nested_preallocated_write[copy_at-cuda-128-256]	88.6093ms	88.1136ms	11.3490 Ops/s	11.6304 Ops/s	$\color{#d91a1a}-2.42\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-128]	44.7549ms	44.3617ms	22.5420 Ops/s	23.0683 Ops/s	$\color{#d91a1a}-2.28\%$
test_wide_nested_preallocated_write[copy_at-cuda-4096-256]	89.5087ms	88.6910ms	11.2751 Ops/s	11.5557 Ops/s	$\color{#d91a1a}-2.43\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-128]	20.9750ms	20.7271ms	48.2460 Ops/s	48.4223 Ops/s	$\color{#d91a1a}-0.36\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-128-256]	42.7156ms	42.4893ms	23.5354 Ops/s	23.7335 Ops/s	$\color{#d91a1a}-0.83\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-128]	0.1132s	0.1121s	8.9217 Ops/s	8.9610 Ops/s	$\color{#d91a1a}-0.44\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cpu-4096-256]	0.2648s	0.2628s	3.8058 Ops/s	3.9267 Ops/s	$\color{#d91a1a}-3.08\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-128]	37.8632ms	37.3948ms	26.7417 Ops/s	27.2430 Ops/s	$\color{#d91a1a}-1.84\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-128-256]	75.1934ms	74.6161ms	13.4019 Ops/s	13.6936 Ops/s	$\color{#d91a1a}-2.13\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-128]	38.0637ms	37.4495ms	26.7026 Ops/s	27.3279 Ops/s	$\color{#d91a1a}-2.29\%$
test_wide_nested_preallocated_write[manual_leaf_copy-cuda-4096-256]	75.6281ms	74.9663ms	13.3393 Ops/s	13.6850 Ops/s	$\color{#d91a1a}-2.53\%$
test_plain_set_nested	33.4720μs	15.7071μs	63.6655 KOps/s	65.2793 KOps/s	$\color{#d91a1a}-2.47\%$
test_plain_set_stack_nested	56.9230μs	15.5295μs	64.3935 KOps/s	66.2864 KOps/s	$\color{#d91a1a}-2.86\%$
test_plain_set_nested_inplace	38.3320μs	17.1776μs	58.2155 KOps/s	58.7513 KOps/s	$\color{#d91a1a}-0.91\%$
test_plain_set_stack_nested_inplace	43.7330μs	16.9317μs	59.0606 KOps/s	60.3631 KOps/s	$\color{#d91a1a}-2.16\%$
test_items	35.9310μs	6.0838μs	164.3700 KOps/s	166.1807 KOps/s	$\color{#d91a1a}-1.09\%$
test_items_nested	0.4979ms	0.4706ms	2.1250 KOps/s	2.1322 KOps/s	$\color{#d91a1a}-0.34\%$
test_items_nested_locked	0.5179ms	0.4782ms	2.0912 KOps/s	2.1051 KOps/s	$\color{#d91a1a}-0.66\%$
test_items_nested_leaf	0.1389ms	97.7604μs	10.2291 KOps/s	10.2689 KOps/s	$\color{#d91a1a}-0.39\%$
test_items_stack_nested	0.5272ms	0.4686ms	2.1338 KOps/s	2.1264 KOps/s	$\color{#35bf28}+0.35\%$
test_items_stack_nested_leaf	0.1554ms	97.3004μs	10.2774 KOps/s	10.2699 KOps/s	$\color{#35bf28}+0.07\%$
test_items_stack_nested_locked	0.5826ms	0.4747ms	2.1067 KOps/s	2.1184 KOps/s	$\color{#d91a1a}-0.55\%$
test_keys	28.0110μs	4.2329μs	236.2446 KOps/s	236.5515 KOps/s	$\color{#d91a1a}-0.13\%$
test_keys_nested	0.1604ms	0.1326ms	7.5439 KOps/s	7.6684 KOps/s	$\color{#d91a1a}-1.62\%$
test_keys_nested_locked	0.8081ms	0.1404ms	7.1224 KOps/s	7.1881 KOps/s	$\color{#d91a1a}-0.91\%$
test_keys_nested_leaf	0.1519ms	0.1233ms	8.1080 KOps/s	8.2915 KOps/s	$\color{#d91a1a}-2.21\%$
test_keys_stack_nested	0.1633ms	0.1316ms	7.5975 KOps/s	7.6969 KOps/s	$\color{#d91a1a}-1.29\%$
test_keys_stack_nested_leaf	0.1634ms	0.1211ms	8.2545 KOps/s	8.2287 KOps/s	$\color{#35bf28}+0.31\%$
test_keys_stack_nested_locked	0.1912ms	0.1408ms	7.1030 KOps/s	7.2047 KOps/s	$\color{#d91a1a}-1.41\%$
test_values	13.9426μs	1.0200μs	980.4024 KOps/s	983.6814 KOps/s	$\color{#d91a1a}-0.33\%$
test_values_nested	76.8140μs	53.4129μs	18.7221 KOps/s	19.0136 KOps/s	$\color{#d91a1a}-1.53\%$
test_values_nested_locked	0.1020ms	56.8780μs	17.5815 KOps/s	17.8888 KOps/s	$\color{#d91a1a}-1.72\%$
test_values_nested_leaf	82.9240μs	60.9334μs	16.4114 KOps/s	16.6567 KOps/s	$\color{#d91a1a}-1.47\%$
test_values_stack_nested	94.4650μs	53.5407μs	18.6774 KOps/s	19.0497 KOps/s	$\color{#d91a1a}-1.95\%$
test_values_stack_nested_leaf	83.6740μs	60.8799μs	16.4258 KOps/s	16.5840 KOps/s	$\color{#d91a1a}-0.95\%$
test_values_stack_nested_locked	99.5850μs	56.9567μs	17.5572 KOps/s	17.7616 KOps/s	$\color{#d91a1a}-1.15\%$
test_membership	3.9418μs	0.8545μs	1.1703 MOps/s	1.1834 MOps/s	$\color{#d91a1a}-1.11\%$
test_membership_nested	43.5820μs	3.0042μs	332.8684 KOps/s	333.5835 KOps/s	$\color{#d91a1a}-0.21\%$
test_membership_nested_leaf	35.8210μs	2.9955μs	333.8330 KOps/s	333.1616 KOps/s	$\color{#35bf28}+0.20\%$
test_membership_stacked_nested	21.6710μs	2.9141μs	343.1587 KOps/s	341.8684 KOps/s	$\color{#35bf28}+0.38\%$
test_membership_stacked_nested_leaf	28.2310μs	2.9141μs	343.1603 KOps/s	343.0144 KOps/s	$\color{#35bf28}+0.04\%$
test_membership_nested_last	24.1710μs	4.5371μs	220.4036 KOps/s	223.2007 KOps/s	$\color{#d91a1a}-1.25\%$
test_membership_nested_leaf_last	42.0820μs	4.5218μs	221.1517 KOps/s	224.8556 KOps/s	$\color{#d91a1a}-1.65\%$
test_membership_stacked_nested_last	23.6410μs	4.3657μs	229.0563 KOps/s	228.7686 KOps/s	$\color{#35bf28}+0.13\%$
test_membership_stacked_nested_leaf_last	44.4120μs	4.3929μs	227.6417 KOps/s	228.9725 KOps/s	$\color{#d91a1a}-0.58\%$
test_nested_getleaf	50.6720μs	22.0722μs	45.3058 KOps/s	45.6150 KOps/s	$\color{#d91a1a}-0.68\%$
test_nested_get	47.2520μs	20.6976μs	48.3149 KOps/s	47.8005 KOps/s	$\color{#35bf28}+1.08\%$
test_stacked_getleaf	44.7120μs	21.7615μs	45.9527 KOps/s	45.8480 KOps/s	$\color{#35bf28}+0.23\%$
test_stacked_get	46.8020μs	20.8461μs	47.9707 KOps/s	48.4803 KOps/s	$\color{#d91a1a}-1.05\%$
test_nested_getitemleaf	45.8120μs	22.2234μs	44.9976 KOps/s	44.9426 KOps/s	$\color{#35bf28}+0.12\%$
test_nested_getitem	49.6730μs	21.1720μs	47.2323 KOps/s	47.0608 KOps/s	$\color{#35bf28}+0.36\%$
test_stacked_getitemleaf	62.2230μs	22.0717μs	45.3070 KOps/s	45.2179 KOps/s	$\color{#35bf28}+0.20\%$
test_stacked_getitem	50.0620μs	21.1753μs	47.2249 KOps/s	46.9629 KOps/s	$\color{#35bf28}+0.56\%$
test_lock_nested	0.6707ms	0.5103ms	1.9596 KOps/s	1.9971 KOps/s	$\color{#d91a1a}-1.88\%$
test_lock_stack_nested	0.5716ms	0.5163ms	1.9369 KOps/s	1.9768 KOps/s	$\color{#d91a1a}-2.02\%$
test_unlock_nested	0.5047ms	0.4067ms	2.4587 KOps/s	2.5340 KOps/s	$\color{#d91a1a}-2.97\%$
test_unlock_stack_nested	0.4685ms	0.4089ms	2.4455 KOps/s	2.4758 KOps/s	$\color{#d91a1a}-1.23\%$
test_flatten_speed	0.1753ms	0.1200ms	8.3317 KOps/s	8.2117 KOps/s	$\color{#35bf28}+1.46\%$
test_unflatten_speed	0.6497ms	0.5701ms	1.7541 KOps/s	1.7584 KOps/s	$\color{#d91a1a}-0.25\%$
test_common_ops	0.1003s	1.8961ms	527.3866 Ops/s	720.8199 Ops/s	$\textbf{\color{#d91a1a}-26.84\%}$
test_creation	0.1256ms	3.1878μs	313.6954 KOps/s	319.9730 KOps/s	$\color{#d91a1a}-1.96\%$
test_creation_empty	31.4610μs	7.0820μs	141.2025 KOps/s	143.7007 KOps/s	$\color{#d91a1a}-1.74\%$
test_creation_nested_1	34.7620μs	11.5598μs	86.5069 KOps/s	86.5948 KOps/s	$\color{#d91a1a}-0.10\%$
test_creation_nested_2	39.8920μs	13.6879μs	73.0573 KOps/s	72.2878 KOps/s	$\color{#35bf28}+1.06\%$
test_creation_many_keys[10]	55.5330μs	21.0638μs	47.4749 KOps/s	47.1818 KOps/s	$\color{#35bf28}+0.62\%$
test_creation_many_keys[50]	0.1291ms	90.4718μs	11.0532 KOps/s	10.8711 KOps/s	$\color{#35bf28}+1.67\%$
test_creation_many_keys[100]	0.2328ms	0.1773ms	5.6393 KOps/s	5.5625 KOps/s	$\color{#35bf28}+1.38\%$
test_creation_nested_many_keys[10]	73.0430μs	45.4149μs	22.0192 KOps/s	21.9328 KOps/s	$\color{#35bf28}+0.39\%$
test_creation_nested_many_keys[50]	0.2120ms	0.1864ms	5.3645 KOps/s	5.3204 KOps/s	$\color{#35bf28}+0.83\%$
test_clone	35.7910μs	13.8206μs	72.3555 KOps/s	73.9568 KOps/s	$\color{#d91a1a}-2.17\%$
test_getitem[int]	1.5943ms	15.5537μs	64.2935 KOps/s	66.2384 KOps/s	$\color{#d91a1a}-2.94\%$
test_getitem[slice_int]	0.1415ms	25.0572μs	39.9087 KOps/s	40.4598 KOps/s	$\color{#d91a1a}-1.36\%$
test_getitem[range]	0.1808ms	64.5978μs	15.4804 KOps/s	14.9122 KOps/s	$\color{#35bf28}+3.81\%$
test_getitem[tuple]	0.1387ms	24.7319μs	40.4337 KOps/s	41.6094 KOps/s	$\color{#d91a1a}-2.83\%$
test_getitem[list]	0.1817ms	59.5775μs	16.7848 KOps/s	16.6641 KOps/s	$\color{#35bf28}+0.72\%$
test_setitem_dim[int]	45.0120μs	25.4716μs	39.2594 KOps/s	38.3584 KOps/s	$\color{#35bf28}+2.35\%$
test_setitem_dim[slice_int]	65.7730μs	43.8620μs	22.7988 KOps/s	22.8869 KOps/s	$\color{#d91a1a}-0.38\%$
test_setitem_dim[range]	0.1195ms	95.7700μs	10.4417 KOps/s	10.1708 KOps/s	$\color{#35bf28}+2.66\%$
test_setitem_dim[tuple]	59.4820μs	39.4222μs	25.3664 KOps/s	25.5186 KOps/s	$\color{#d91a1a}-0.60\%$
test_setitem	50.4230μs	17.9846μs	55.6031 KOps/s	55.9092 KOps/s	$\color{#d91a1a}-0.55\%$
test_set	53.9530μs	17.2801μs	57.8702 KOps/s	58.5297 KOps/s	$\color{#d91a1a}-1.13\%$
test_set_shared	0.5105ms	0.2122ms	4.7134 KOps/s	4.7881 KOps/s	$\color{#d91a1a}-1.56\%$
test_update	0.2052ms	22.3159μs	44.8112 KOps/s	44.9923 KOps/s	$\color{#d91a1a}-0.40\%$
test_update_nested	71.3340μs	33.7518μs	29.6281 KOps/s	29.5457 KOps/s	$\color{#35bf28}+0.28\%$
test_update__nested	0.4719ms	33.9486μs	29.4563 KOps/s	29.8880 KOps/s	$\color{#d91a1a}-1.44\%$
test_set_nested	51.1830μs	19.1862μs	52.1209 KOps/s	52.5939 KOps/s	$\color{#d91a1a}-0.90\%$
test_set_nested_new	57.5730μs	24.4131μs	40.9616 KOps/s	42.4251 KOps/s	$\color{#d91a1a}-3.45\%$
test_select	82.5840μs	41.4817μs	24.1070 KOps/s	24.5327 KOps/s	$\color{#d91a1a}-1.74\%$
test_select_nested	0.1066ms	74.5276μs	13.4178 KOps/s	13.3567 KOps/s	$\color{#35bf28}+0.46\%$
test_exclude_nested	0.1276ms	91.8517μs	10.8871 KOps/s	10.8888 KOps/s	$\color{#d91a1a}-0.02\%$
test_empty[True]	0.4357ms	0.4033ms	2.4795 KOps/s	2.4881 KOps/s	$\color{#d91a1a}-0.35\%$
test_empty[False]	9.7673μs	1.4084μs	710.0308 KOps/s	714.8515 KOps/s	$\color{#d91a1a}-0.67\%$
test_to	99.3550μs	70.6951μs	14.1453 KOps/s	14.4323 KOps/s	$\color{#d91a1a}-1.99\%$
test_to_nonblocking	0.1115ms	69.7133μs	14.3445 KOps/s	14.1003 KOps/s	$\color{#35bf28}+1.73\%$
test_unbind_speed	0.3983ms	0.3503ms	2.8543 KOps/s	2.9656 KOps/s	$\color{#d91a1a}-3.75\%$
test_unbind_speed_stack0	0.4176ms	0.3443ms	2.9046 KOps/s	3.0181 KOps/s	$\color{#d91a1a}-3.76\%$
test_unbind_speed_stack1	0.1180s	0.8813ms	1.1347 KOps/s	1.1689 KOps/s	$\color{#d91a1a}-2.93\%$
test_split	1.2097ms	1.1466ms	872.1116 Ops/s	720.6737 Ops/s	$\textbf{\color{#35bf28}+21.01\%}$
test_chunk	0.1179s	1.2323ms	811.4984 Ops/s	924.2067 Ops/s	$\textbf{\color{#d91a1a}-12.20\%}$
test_to_cpu_blocking	20.3073ms	19.9043ms	50.2403 Ops/s	51.2455 Ops/s	$\color{#d91a1a}-1.96\%$
test_to_cpu_global_sync	12.2613ms	12.1108ms	82.5706 Ops/s	84.0623 Ops/s	$\color{#d91a1a}-1.77\%$
test_to_cpu_event_sync	13.1542ms	12.9047ms	77.4912 Ops/s	78.3942 Ops/s	$\color{#d91a1a}-1.15\%$
test_to_cpu_default	13.2460ms	12.9429ms	77.2627 Ops/s	69.8135 Ops/s	$\textbf{\color{#35bf28}+10.67\%}$
test_consolidate[False-None]	0.1472s	4.8112ms	207.8499 Ops/s	239.6695 Ops/s	$\textbf{\color{#d91a1a}-13.28\%}$
test_consolidate[default-None]	3.5628ms	2.2327ms	447.8927 Ops/s	459.4652 Ops/s	$\color{#d91a1a}-2.52\%$
test_consolidate[reduce-overhead-None]	3.5377ms	2.1293ms	469.6281 Ops/s	471.6533 Ops/s	$\color{#d91a1a}-0.43\%$
test_consolidate_njt[False-None]	0.1852s	10.0849ms	99.1578 Ops/s	114.9567 Ops/s	$\textbf{\color{#d91a1a}-13.74\%}$
test_to[False-False-None]	2.4469ms	2.2236ms	449.7154 Ops/s	453.0720 Ops/s	$\color{#d91a1a}-0.74\%$
test_to[True-False-None]	2.1836ms	1.9543ms	511.6802 Ops/s	516.7483 Ops/s	$\color{#d91a1a}-0.98\%$
test_to[within-False-None]	6.4108ms	6.2490ms	160.0253 Ops/s	158.5452 Ops/s	$\color{#35bf28}+0.93\%$
test_to[True-default-None]	10.9015ms	10.7026ms	93.4350 Ops/s	46.5614 Ops/s	$\textbf{\color{#35bf28}+100.67\%}$
test_to_njt[False-False-None]	8.8945ms	8.6641ms	115.4194 Ops/s	114.7099 Ops/s	$\color{#35bf28}+0.62\%$
test_to_njt[True-False-None]	7.2319ms	6.9661ms	143.5520 Ops/s	142.3673 Ops/s	$\color{#35bf28}+0.83\%$
test_to_njt[within-False-None]	15.9148ms	15.4408ms	64.7636 Ops/s	62.7650 Ops/s	$\color{#35bf28}+3.18\%$
test_creation[device0]	0.3963ms	0.1182ms	8.4583 KOps/s	8.5363 KOps/s	$\color{#d91a1a}-0.91\%$
test_creation_from_tensor	0.4432ms	0.1144ms	8.7395 KOps/s	8.3500 KOps/s	$\color{#35bf28}+4.66\%$
test_add_one[memmap_tensor0]	0.1981ms	7.0004μs	142.8482 KOps/s	146.2484 KOps/s	$\color{#d91a1a}-2.32\%$
test_contiguous[memmap_tensor0]	27.9110μs	0.6718μs	1.4886 MOps/s	2.2089 MOps/s	$\textbf{\color{#d91a1a}-32.61\%}$
test_stack[memmap_tensor0]	27.6410μs	4.3468μs	230.0546 KOps/s	234.8806 KOps/s	$\color{#d91a1a}-2.05\%$
test_memmaptd_index	1.3125ms	0.2808ms	3.5614 KOps/s	3.6101 KOps/s	$\color{#d91a1a}-1.35\%$
test_memmaptd_index_astensor	0.5468ms	0.3878ms	2.5789 KOps/s	2.6358 KOps/s	$\color{#d91a1a}-2.16\%$
test_memmaptd_index_op	0.1859s	0.7802ms	1.2817 KOps/s	1.5551 KOps/s	$\textbf{\color{#d91a1a}-17.58\%}$
test_serialize_model	0.1373s	0.1349s	7.4108 Ops/s	7.4553 Ops/s	$\color{#d91a1a}-0.60\%$
test_serialize_model_pickle	1.3465s	1.2098s	0.8266 Ops/s	0.8224 Ops/s	$\color{#35bf28}+0.51\%$
test_serialize_weights	0.1362s	0.1345s	7.4343 Ops/s	7.4689 Ops/s	$\color{#d91a1a}-0.46\%$
test_serialize_weights_returnearly	0.4550s	92.4523ms	10.8164 Ops/s	10.5870 Ops/s	$\color{#35bf28}+2.17\%$
test_serialize_weights_pickle	1.3457s	1.2108s	0.8259 Ops/s	0.8214 Ops/s	$\color{#35bf28}+0.55\%$
test_reshape_pytree	0.2101ms	33.2316μs	30.0918 KOps/s	30.4860 KOps/s	$\color{#d91a1a}-1.29\%$
test_reshape_td	83.6440μs	45.4565μs	21.9991 KOps/s	22.1819 KOps/s	$\color{#d91a1a}-0.82\%$
test_view_pytree	0.2200ms	32.6770μs	30.6025 KOps/s	30.8630 KOps/s	$\color{#d91a1a}-0.84\%$
test_view_td	0.2597ms	54.1151μs	18.4791 KOps/s	18.3346 KOps/s	$\color{#35bf28}+0.79\%$
test_unbind_pytree	0.2416ms	37.2403μs	26.8527 KOps/s	26.8600 KOps/s	$\color{#d91a1a}-0.03\%$
test_unbind_td	0.2529ms	52.3913μs	19.0871 KOps/s	19.8004 KOps/s	$\color{#d91a1a}-3.60\%$
test_split_pytree	0.2449ms	43.5707μs	22.9512 KOps/s	23.2222 KOps/s	$\color{#d91a1a}-1.17\%$
test_split_td	0.1250ms	65.9362μs	15.1662 KOps/s	15.5026 KOps/s	$\color{#d91a1a}-2.17\%$
test_add_pytree	0.2278ms	42.7251μs	23.4054 KOps/s	23.2229 KOps/s	$\color{#35bf28}+0.79\%$
test_add_td	92.4140μs	55.6686μs	17.9635 KOps/s	16.6857 KOps/s	$\textbf{\color{#35bf28}+7.66\%}$
test_compile_add_one_nested[tensordict-compile]	0.3544ms	0.2306ms	4.3367 KOps/s	4.2148 KOps/s	$\color{#35bf28}+2.89\%$
test_compile_add_one_nested[tensordict-eager]	0.3061ms	0.2027ms	4.9343 KOps/s	4.9843 KOps/s	$\color{#d91a1a}-1.00\%$
test_compile_add_one_nested[pytree-compile]	0.2639ms	0.1394ms	7.1726 KOps/s	7.3547 KOps/s	$\color{#d91a1a}-2.48\%$
test_compile_add_one_nested[pytree-eager]	0.4325ms	0.1806ms	5.5360 KOps/s	5.5785 KOps/s	$\color{#d91a1a}-0.76\%$
test_compile_copy_nested[tensordict-compile]	62.7030μs	16.4311μs	60.8601 KOps/s	64.8183 KOps/s	$\textbf{\color{#d91a1a}-6.11\%}$
test_compile_copy_nested[tensordict-eager]	0.3597ms	52.9327μs	18.8919 KOps/s	18.4362 KOps/s	$\color{#35bf28}+2.47\%$
test_compile_copy_nested[pytree-compile]	0.1442ms	15.8563μs	63.0665 KOps/s	62.0061 KOps/s	$\color{#35bf28}+1.71\%$
test_compile_copy_nested[pytree-eager]	0.3572ms	68.8970μs	14.5144 KOps/s	14.3558 KOps/s	$\color{#35bf28}+1.11\%$
test_compile_add_one_flat[tensordict-compile]	0.2970ms	0.2482ms	4.0297 KOps/s	3.7549 KOps/s	$\textbf{\color{#35bf28}+7.32\%}$
test_compile_add_one_flat[tensordict-eager]	0.3675ms	0.2827ms	3.5378 KOps/s	3.4777 KOps/s	$\color{#35bf28}+1.73\%$
test_compile_add_one_flat[tensorclass-compile]	0.3145ms	0.1835ms	5.4497 KOps/s	4.9686 KOps/s	$\textbf{\color{#35bf28}+9.68\%}$
test_compile_add_one_flat[tensorclass-eager]	0.1276ms	75.8648μs	13.1813 KOps/s	12.9628 KOps/s	$\color{#35bf28}+1.69\%$
test_compile_add_one_flat[pytree-compile]	0.4903ms	0.1925ms	5.1938 KOps/s	5.0290 KOps/s	$\color{#35bf28}+3.28\%$
test_compile_add_one_flat[pytree-eager]	0.9129ms	0.5544ms	1.8037 KOps/s	1.9093 KOps/s	$\textbf{\color{#d91a1a}-5.53\%}$
test_compile_add_self_flat[tensordict-eager]	0.4951ms	0.3306ms	3.0252 KOps/s	2.9869 KOps/s	$\color{#35bf28}+1.28\%$
test_compile_add_self_flat[tensordict-compile]	0.3364ms	0.2494ms	4.0091 KOps/s	3.7473 KOps/s	$\textbf{\color{#35bf28}+6.99\%}$
test_compile_add_self_flat[tensorclass-eager]	0.1414ms	92.4379μs	10.8181 KOps/s	10.9918 KOps/s	$\color{#d91a1a}-1.58\%$
test_compile_add_self_flat[tensorclass-compile]	0.4550ms	0.1907ms	5.2434 KOps/s	5.0863 KOps/s	$\color{#35bf28}+3.09\%$
test_compile_add_self_flat[pytree-eager]	0.6491ms	0.4366ms	2.2904 KOps/s	2.3329 KOps/s	$\color{#d91a1a}-1.82\%$
test_compile_add_self_flat[pytree-compile]	0.4410ms	0.1911ms	5.2326 KOps/s	5.0332 KOps/s	$\color{#35bf28}+3.96\%$
test_compile_copy_flat[tensordict-compile]	59.5020μs	19.6860μs	50.7976 KOps/s	50.1956 KOps/s	$\color{#35bf28}+1.20\%$
test_compile_copy_flat[tensordict-eager]	0.1359ms	42.0336μs	23.7905 KOps/s	24.0431 KOps/s	$\color{#d91a1a}-1.05\%$
test_compile_copy_flat[pytree-compile]	0.2404ms	21.2120μs	47.1431 KOps/s	46.9634 KOps/s	$\color{#35bf28}+0.38\%$
test_compile_copy_flat[pytree-eager]	0.3396ms	52.7118μs	18.9711 KOps/s	19.1926 KOps/s	$\color{#d91a1a}-1.15\%$
test_compile_assign_and_add[tensordict-compile]	2.1794ms	0.2357ms	4.2427 KOps/s	3.8361 KOps/s	$\textbf{\color{#35bf28}+10.60\%}$
test_compile_assign_and_add[tensordict-eager]	3.5066ms	3.3379ms	299.5908 Ops/s	296.4523 Ops/s	$\color{#35bf28}+1.06\%$
test_compile_assign_and_add[pytree-compile]	2.1156ms	0.1794ms	5.5756 KOps/s	5.4509 KOps/s	$\color{#35bf28}+2.29\%$
test_compile_assign_and_add[pytree-eager]	3.0656ms	2.8082ms	356.0975 Ops/s	355.1796 Ops/s	$\color{#35bf28}+0.26\%$
test_compile_indexing[tensor-tensordict-compile]	0.2890ms	0.1352ms	7.3952 KOps/s	6.8442 KOps/s	$\textbf{\color{#35bf28}+8.05\%}$
test_compile_indexing[tensor-tensordict-eager]	0.3153ms	78.7494μs	12.6985 KOps/s	13.4472 KOps/s	$\textbf{\color{#d91a1a}-5.57\%}$
test_compile_indexing[tensor-tensorclass-compile]	0.2172ms	0.1184ms	8.4439 KOps/s	8.3635 KOps/s	$\color{#35bf28}+0.96\%$
test_compile_indexing[tensor-tensorclass-eager]	0.2702ms	49.0659μs	20.3808 KOps/s	22.0153 KOps/s	$\textbf{\color{#d91a1a}-7.42\%}$
test_compile_indexing[tensor-pytree-compile]	0.1685ms	0.1235ms	8.0968 KOps/s	8.2838 KOps/s	$\color{#d91a1a}-2.26\%$
test_compile_indexing[tensor-pytree-eager]	0.2660ms	48.6511μs	20.5545 KOps/s	22.0736 KOps/s	$\textbf{\color{#d91a1a}-6.88\%}$
test_compile_indexing[slice-tensordict-compile]	0.2476ms	84.5968μs	11.8208 KOps/s	11.5106 KOps/s	$\color{#35bf28}+2.69\%$
test_compile_indexing[slice-tensordict-eager]	0.2018ms	28.8217μs	34.6961 KOps/s	36.1111 KOps/s	$\color{#d91a1a}-3.92\%$
test_compile_indexing[slice-tensorclass-compile]	0.1617ms	70.9813μs	14.0882 KOps/s	14.1994 KOps/s	$\color{#d91a1a}-0.78\%$
test_compile_indexing[slice-tensorclass-eager]	0.2301ms	22.5187μs	44.4075 KOps/s	44.3448 KOps/s	$\color{#35bf28}+0.14\%$
test_compile_indexing[slice-pytree-compile]	0.1109ms	72.1947μs	13.8514 KOps/s	13.9104 KOps/s	$\color{#d91a1a}-0.42\%$
test_compile_indexing[slice-pytree-eager]	0.2081ms	22.6136μs	44.2213 KOps/s	44.3190 KOps/s	$\color{#d91a1a}-0.22\%$
test_compile_indexing[int-tensordict-compile]	0.1195ms	84.9585μs	11.7704 KOps/s	11.5195 KOps/s	$\color{#35bf28}+2.18\%$
test_compile_indexing[int-tensordict-eager]	0.2341ms	28.6449μs	34.9103 KOps/s	36.2586 KOps/s	$\color{#d91a1a}-3.72\%$
test_compile_indexing[int-tensorclass-compile]	0.1662ms	71.2904μs	14.0271 KOps/s	14.0666 KOps/s	$\color{#d91a1a}-0.28\%$
test_compile_indexing[int-tensorclass-eager]	0.2545ms	22.5628μs	44.3208 KOps/s	44.4609 KOps/s	$\color{#d91a1a}-0.32\%$
test_compile_indexing[int-pytree-compile]	0.1110ms	71.6791μs	13.9511 KOps/s	14.0628 KOps/s	$\color{#d91a1a}-0.79\%$
test_compile_indexing[int-pytree-eager]	0.2877ms	22.8025μs	43.8549 KOps/s	44.7120 KOps/s	$\color{#d91a1a}-1.92\%$
test_compile_replace[single-eager]	88.3540μs	48.2891μs	20.7086 KOps/s	20.8408 KOps/s	$\color{#d91a1a}-0.63\%$
test_compile_replace[single-compile]	0.2887ms	0.1305ms	7.6637 KOps/s	7.2027 KOps/s	$\textbf{\color{#35bf28}+6.40\%}$
test_compile_replace[multi-eager]	0.7878ms	0.5984ms	1.6712 KOps/s	1.6779 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_replace[multi-compile]	0.3053ms	0.1421ms	7.0368 KOps/s	7.1136 KOps/s	$\color{#d91a1a}-1.08\%$
test_compile_tc_getattr_20[eager]	0.2291ms	0.1790ms	5.5863 KOps/s	6.1622 KOps/s	$\textbf{\color{#d91a1a}-9.35\%}$
test_compile_tc_getattr_20[compile]	0.2601ms	0.1489ms	6.7146 KOps/s	6.6833 KOps/s	$\color{#35bf28}+0.47\%$
test_compile_clone_shallow[20-eager]	0.2157ms	19.6179μs	50.9738 KOps/s	52.2741 KOps/s	$\color{#d91a1a}-2.49\%$
test_compile_clone_shallow[20-compile]	0.1004ms	16.9196μs	59.1031 KOps/s	58.6391 KOps/s	$\color{#35bf28}+0.79\%$
test_compile_clone_shallow[40-eager]	0.2309ms	34.6470μs	28.8625 KOps/s	29.5864 KOps/s	$\color{#d91a1a}-2.45\%$
test_compile_clone_shallow[40-compile]	83.1640μs	19.0981μs	52.3612 KOps/s	53.6734 KOps/s	$\color{#d91a1a}-2.44\%$
test_compile_clone_shallow[80-eager]	0.1029ms	63.1759μs	15.8288 KOps/s	15.9673 KOps/s	$\color{#d91a1a}-0.87\%$
test_compile_clone_shallow[80-compile]	86.7350μs	22.1614μs	45.1235 KOps/s	45.3056 KOps/s	$\color{#d91a1a}-0.40\%$
test_compile_update_inplace[eager]	0.2169ms	61.2726μs	16.3205 KOps/s	16.4972 KOps/s	$\color{#d91a1a}-1.07\%$
test_compile_update_inplace[compile]	0.3584ms	0.1480ms	6.7584 KOps/s	6.7830 KOps/s	$\color{#d91a1a}-0.36\%$
test_mod_add[eager]	0.3254ms	0.2281ms	4.3841 KOps/s	4.3789 KOps/s	$\color{#35bf28}+0.12\%$
test_mod_add[compile]	0.3201ms	0.1365ms	7.3264 KOps/s	7.3546 KOps/s	$\color{#d91a1a}-0.38\%$
test_mod_add[compile-overhead]	0.3182ms	0.1835ms	5.4508 KOps/s	5.5815 KOps/s	$\color{#d91a1a}-2.34\%$
test_mod_wrap[eager]	0.5571ms	0.4727ms	2.1155 KOps/s	2.1161 KOps/s	$\color{#d91a1a}-0.03\%$
test_mod_wrap[compile]	0.5644ms	0.3988ms	2.5074 KOps/s	2.3723 KOps/s	$\textbf{\color{#35bf28}+5.69\%}$
test_mod_wrap[compile-overhead]	8.6018ms	4.7193ms	211.8964 Ops/s	214.2118 Ops/s	$\color{#d91a1a}-1.08\%$
test_mod_wrap_and_backward[eager]	1.8200ms	1.6946ms	590.1152 Ops/s	585.5085 Ops/s	$\color{#35bf28}+0.79\%$
test_mod_wrap_and_backward[compile]	3.0942ms	1.6553ms	604.1260 Ops/s	647.0580 Ops/s	$\textbf{\color{#d91a1a}-6.63\%}$
test_mod_wrap_and_backward[compile-overhead]	1.5317ms	1.0604ms	942.9972 Ops/s	1.0337 KOps/s	$\textbf{\color{#d91a1a}-8.77\%}$
test_seq_add[eager]	0.6710ms	0.5126ms	1.9508 KOps/s	1.9507 KOps/s	$+0.01\%$
test_seq_add[compile]	0.2723ms	0.1440ms	6.9445 KOps/s	6.6679 KOps/s	$\color{#35bf28}+4.15\%$
test_seq_add[compile-overhead]	0.2673ms	0.1874ms	5.3355 KOps/s	5.2350 KOps/s	$\color{#35bf28}+1.92\%$
test_seq_wrap[eager]	1.6029ms	1.4133ms	707.5475 Ops/s	703.2452 Ops/s	$\color{#35bf28}+0.61\%$
test_seq_wrap[compile]	0.6007ms	0.4280ms	2.3367 KOps/s	2.3536 KOps/s	$\color{#d91a1a}-0.72\%$
test_seq_wrap[compile-overhead]	0.3870ms	0.3030ms	3.3002 KOps/s	3.2219 KOps/s	$\color{#35bf28}+2.43\%$
test_func_call_runtime[False-eager]	0.9791ms	0.7985ms	1.2523 KOps/s	1.1889 KOps/s	$\textbf{\color{#35bf28}+5.34\%}$
test_func_call_runtime[False-compile]	1.1571ms	0.9942ms	1.0058 KOps/s	1.0151 KOps/s	$\color{#d91a1a}-0.92\%$
test_func_call_runtime[False-compile-overhead]	0.6627ms	0.5132ms	1.9485 KOps/s	1.9292 KOps/s	$\color{#35bf28}+1.00\%$
test_func_call_runtime[True-eager]	1.1312ms	1.0456ms	956.3873 Ops/s	944.2304 Ops/s	$\color{#35bf28}+1.29\%$
test_func_call_runtime[True-compile]	1.1073ms	1.0093ms	990.8073 Ops/s	992.3712 Ops/s	$\color{#d91a1a}-0.16\%$
test_func_call_runtime[True-compile-overhead]	0.6159ms	0.5288ms	1.8911 KOps/s	1.8704 KOps/s	$\color{#35bf28}+1.11\%$
test_func_call_cm_runtime[False-eager]	0.9809ms	0.8040ms	1.2438 KOps/s	1.1895 KOps/s	$\color{#35bf28}+4.57\%$
test_func_call_cm_runtime[False-compile]	1.1645ms	0.9781ms	1.0224 KOps/s	1.0212 KOps/s	$\color{#35bf28}+0.11\%$
test_func_call_cm_runtime[False-compile-overhead]	0.6784ms	0.4937ms	2.0256 KOps/s	1.9989 KOps/s	$\color{#35bf28}+1.34\%$
test_func_call_cm_runtime[True-eager]	1.3730ms	1.1935ms	837.8985 Ops/s	831.4420 Ops/s	$\color{#35bf28}+0.78\%$
test_func_call_cm_runtime[True-compile]	1.0830ms	1.0329ms	968.1084 Ops/s	975.5721 Ops/s	$\color{#d91a1a}-0.77\%$
test_func_call_cm_runtime[True-compile-overhead]	0.7097ms	0.5509ms	1.8153 KOps/s	1.7864 KOps/s	$\color{#35bf28}+1.62\%$
test_vmap_func_call_cm_runtime[eager]	2.8610ms	2.3940ms	417.7058 Ops/s	419.3652 Ops/s	$\color{#d91a1a}-0.40\%$
test_vmap_func_call_cm_runtime[compile]	1.2005ms	1.0378ms	963.5617 Ops/s	969.3118 Ops/s	$\color{#d91a1a}-0.59\%$
test_vmap_func_call_cm_runtime[compile-overhead]	0.7009ms	0.5372ms	1.8616 KOps/s	1.8272 KOps/s	$\color{#35bf28}+1.88\%$
test_distributed	2.6793ms	0.1648ms	6.0688 KOps/s	6.5820 KOps/s	$\textbf{\color{#d91a1a}-7.80\%}$
test_tdmodule	0.4915ms	0.1942ms	5.1498 KOps/s	5.0501 KOps/s	$\color{#35bf28}+1.97\%$
test_tdmodule_dispatch	0.4280ms	0.3719ms	2.6892 KOps/s	2.6816 KOps/s	$\color{#35bf28}+0.28\%$
test_tdseq	47.1320μs	26.6804μs	37.4806 KOps/s	37.3409 KOps/s	$\color{#35bf28}+0.37\%$
test_tdseq_dispatch	0.2644ms	0.2179ms	4.5891 KOps/s	4.6066 KOps/s	$\color{#d91a1a}-0.38\%$
test_instantiation_functorch	2.2015ms	2.0750ms	481.9168 Ops/s	482.6034 Ops/s	$\color{#d91a1a}-0.14\%$
test_exec_functorch	0.2302ms	0.1837ms	5.4448 KOps/s	5.5202 KOps/s	$\color{#d91a1a}-1.37\%$
test_exec_functional_call	0.2965ms	0.1627ms	6.1462 KOps/s	6.2262 KOps/s	$\color{#d91a1a}-1.28\%$
test_exec_td_decorator	0.4716ms	0.2426ms	4.1226 KOps/s	4.1663 KOps/s	$\color{#d91a1a}-1.05\%$
test_vmap_mlp_speed_decorator[True-True]	1.2213ms	1.0237ms	976.8754 Ops/s	978.1613 Ops/s	$\color{#d91a1a}-0.13\%$
test_vmap_mlp_speed_decorator[True-False]	1.2276ms	1.0230ms	977.5438 Ops/s	978.4009 Ops/s	$\color{#d91a1a}-0.09\%$
test_vmap_mlp_speed_decorator[False-True]	0.9374ms	0.7258ms	1.3778 KOps/s	1.3868 KOps/s	$\color{#d91a1a}-0.65\%$
test_vmap_mlp_speed_decorator[False-False]	0.9072ms	0.7235ms	1.3821 KOps/s	1.3846 KOps/s	$\color{#d91a1a}-0.17\%$
test_vmap_transformer_speed_decorator[True-True]	21.8379ms	20.9931ms	47.6348 Ops/s	47.6509 Ops/s	$\color{#d91a1a}-0.03\%$
test_vmap_transformer_speed_decorator[True-False]	21.9263ms	20.9805ms	47.6633 Ops/s	47.6666 Ops/s	$-0.01\%$
test_vmap_transformer_speed_decorator[False-True]	20.8369ms	20.5926ms	48.5610 Ops/s	48.6879 Ops/s	$\color{#d91a1a}-0.26\%$
test_vmap_transformer_speed_decorator[False-False]	20.7790ms	20.5703ms	48.6139 Ops/s	48.6429 Ops/s	$\color{#d91a1a}-0.06\%$
test_to_module_speed[True]	1.6002ms	1.5112ms	661.7188 Ops/s	666.8713 Ops/s	$\color{#d91a1a}-0.77\%$
test_to_module_speed[False]	1.5860ms	1.4941ms	669.2839 Ops/s	679.8182 Ops/s	$\color{#d91a1a}-1.55\%$
test_tc_init	84.8340μs	42.8590μs	23.3323 KOps/s	22.8636 KOps/s	$\color{#35bf28}+2.05\%$
test_tc_init_tensor_only	34.4520μs	9.0489μs	110.5106 KOps/s	110.1548 KOps/s	$\color{#35bf28}+0.32\%$
test_tc_init_nested	0.1388ms	84.1303μs	11.8863 KOps/s	11.4061 KOps/s	$\color{#35bf28}+4.21\%$
test_tc_init_many_fields	45.7220μs	14.7640μs	67.7323 KOps/s	66.4468 KOps/s	$\color{#35bf28}+1.93\%$
test_tc_first_layer_tensor	19.9410μs	1.8142μs	551.2044 KOps/s	550.9824 KOps/s	$\color{#35bf28}+0.04\%$
test_tc_first_layer_tensor_only	5.7036μs	0.4065μs	2.4602 MOps/s	2.5095 MOps/s	$\color{#d91a1a}-1.96\%$
test_tc_first_layer_tensor_set	29.8310μs	3.9508μs	253.1144 KOps/s	252.9918 KOps/s	$\color{#35bf28}+0.05\%$
test_tc_first_layer_tensor_only_set	24.7820μs	3.2457μs	308.1036 KOps/s	302.4806 KOps/s	$\color{#35bf28}+1.86\%$
test_tc_first_layer_nontensor	45.3020μs	6.3869μs	156.5697 KOps/s	162.5903 KOps/s	$\color{#d91a1a}-3.70\%$
test_tc_second_layer_tensor	34.6120μs	4.3746μs	228.5916 KOps/s	225.9126 KOps/s	$\color{#35bf28}+1.19\%$
test_tc_second_layer_nontensor	32.5910μs	9.0304μs	110.7366 KOps/s	114.2948 KOps/s	$\color{#d91a1a}-3.11\%$
test_unbind	0.2853s	14.3501ms	69.6861 Ops/s	68.5450 Ops/s	$\color{#35bf28}+1.66\%$
test_full_like	4.5957ms	4.3684ms	228.9179 Ops/s	225.8037 Ops/s	$\color{#35bf28}+1.38\%$
test_zeros_like	4.6967ms	4.4222ms	226.1332 Ops/s	227.6701 Ops/s	$\color{#d91a1a}-0.68\%$
test_ones_like	4.6613ms	4.3611ms	229.2991 Ops/s	228.9950 Ops/s	$\color{#35bf28}+0.13\%$
test_clone	7.1220ms	6.8536ms	145.9082 Ops/s	146.4600 Ops/s	$\color{#d91a1a}-0.38\%$
test_squeeze	0.1803ms	14.4959μs	68.9848 KOps/s	68.7472 KOps/s	$\color{#35bf28}+0.35\%$
test_unsqueeze	0.2471ms	0.1173ms	8.5263 KOps/s	8.7555 KOps/s	$\color{#d91a1a}-2.62\%$
test_split	0.3035ms	0.1798ms	5.5609 KOps/s	5.5263 KOps/s	$\color{#35bf28}+0.63\%$
test_permute	0.3757ms	0.2071ms	4.8289 KOps/s	4.8062 KOps/s	$\color{#35bf28}+0.47\%$
test_stack	53.0976ms	52.4250ms	19.0749 Ops/s	19.1031 Ops/s	$\color{#d91a1a}-0.15\%$
test_cat	52.5050ms	52.2936ms	19.1228 Ops/s	19.1181 Ops/s	$\color{#35bf28}+0.02\%$
test_sequential_tensordict	0.7406ms	0.5718ms	1.7488 KOps/s	1.7439 KOps/s	$\color{#35bf28}+0.28\%$
test_sequential_graph_module	0.1864ms	0.1219ms	8.2054 KOps/s	8.1941 KOps/s	$\color{#35bf28}+0.14\%$
test_nested_tensordict	1.2221ms	0.8201ms	1.2194 KOps/s	1.2245 KOps/s	$\color{#d91a1a}-0.42\%$
test_nested_graph_module	0.3198ms	0.1350ms	7.4100 KOps/s	7.6414 KOps/s	$\color{#d91a1a}-3.03\%$