Placeholder for 0.6

[yebai]

Placeholder PR for work-in-progress 0.6 to avoid unintended disruptions on `main.

CI Summary — GitHub Actions

Documentation Preview

Mooncake.jl documentation for PR #1176 is available at:
https://chalk-lab.github.io/Mooncake.jl/previews/PR1176/

Performance

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 │ 171.0 ns │      1.7 │         1.7 │   0.702 │         3.4 │   6.56 │
│             _sum_1000 │ 982.0 ns │     6.72 │        1.01 │  4210.0 │        39.8 │   1.05 │
│          sum_sin_1000 │   7.0 μs │     3.54 │        1.47 │    1.54 │        11.4 │    1.8 │
│         _sum_sin_1000 │  5.84 μs │     3.58 │        1.94 │   265.0 │        13.8 │   2.23 │
│              kron_sum │ 228.0 μs │     12.6 │        3.39 │    8.45 │       337.0 │   12.4 │
│         kron_view_sum │ 297.0 μs │     11.2 │        5.14 │    24.7 │       308.0 │   12.5 │
│ naive_map_sin_cos_exp │  2.41 μs │      2.9 │        1.49 │ missing │        7.36 │   2.05 │
│       map_sin_cos_exp │  2.32 μs │     3.59 │        1.69 │    1.48 │        6.57 │   2.68 │
│ broadcast_sin_cos_exp │  2.27 μs │     3.26 │        1.66 │    3.96 │        1.48 │   2.17 │
│            simple_mlp │ 373.0 μs │     4.84 │         2.6 │    1.85 │        8.76 │   2.64 │
│                gp_lml │ 170.0 μs │     11.7 │        2.56 │    5.23 │     missing │   5.32 │
│    large_single_block │ 421.0 ns │     6.55 │        2.07 │  4780.0 │        36.1 │   2.05 │
└───────────────────────┴──────────┴──────────┴─────────────┴─────────┴─────────────┴────────┘