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@yebai yebai commented Jan 19, 2026

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Signed-off-by: Hong Ge <[email protected]>
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Mooncake.jl documentation for PR #952 is available at:
https://chalk-lab.github.io/Mooncake.jl/previews/PR952/

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Performance Ratio:
Ratio of time to compute gradient and time to compute function.
Warning: results are very approximate! See here for more context.

┌────────────────────────────┬──────────┬──────────┬─────────────┬─────────┬─────────────┬────────┐
│                      Label │   Primal │ Mooncake │ MooncakeFwd │  Zygote │ ReverseDiff │ Enzyme │
│                     String │   String │   String │      String │  String │      String │ String │
├────────────────────────────┼──────────┼──────────┼─────────────┼─────────┼─────────────┼────────┤
│                   sum_1000 │ 110.0 ns │     1.91 │        1.92 │    1.09 │        5.19 │   10.2 │
│                  _sum_1000 │ 952.0 ns │     6.79 │        1.01 │  1470.0 │        33.4 │   1.08 │
│               sum_sin_1000 │  6.57 μs │     2.55 │        1.39 │    1.75 │        11.3 │   1.98 │
│              _sum_sin_1000 │  5.07 μs │      3.1 │        2.28 │   292.0 │        13.9 │   2.57 │
│                   kron_sum │ 385.0 μs │     7.48 │        3.04 │    4.68 │       194.0 │   11.7 │
│              kron_view_sum │ 384.0 μs │     8.64 │        4.49 │    19.7 │       195.0 │   10.2 │
│      naive_map_sin_cos_exp │   2.2 μs │     2.46 │        1.43 │ missing │        7.23 │   2.35 │
│            map_sin_cos_exp │  2.21 μs │     2.72 │        1.43 │    1.59 │        6.09 │    2.8 │
│      broadcast_sin_cos_exp │  2.34 μs │     2.37 │         1.4 │    3.91 │        1.43 │   2.16 │
│                 simple_mlp │ 221.0 μs │      6.0 │        2.87 │    1.73 │        10.7 │   3.28 │
│                     gp_lml │ 252.0 μs │     8.37 │        2.15 │    3.68 │     missing │   5.33 │
│ turing_broadcast_benchmark │  1.93 ms │      4.2 │        3.15 │ missing │        25.9 │   2.08 │
│         large_single_block │ 391.0 ns │     4.46 │         2.0 │  4700.0 │        31.9 │    2.2 │
└────────────────────────────┴──────────┴──────────┴─────────────┴─────────┴─────────────┴────────┘

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