Config + DebugMode rename (breaking)

[willtebbutt]

Addresses #215 and further's the renaming process.

@yebai are you happy with just calling the object Config?

[yebai]

The name is okay to me, but that means we should probably not export it because it is too generic.

What is the plan for the default execution mode (i.e. true/false for debugging mode)? If the default is true, it feels too lengthy to type AutoMooncake(AutoMooncake.Config(debug_mode=false))...

[codecov]

Codecov Report

Attention: Patch coverage is 92.30769% with 3 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
ext/MooncakeLogDensityProblemsADExt.jl	0.00%	2 Missing ⚠️
src/interpreter/s2s_reverse_mode_ad.jl	96.42%	1 Missing ⚠️

Files with missing lines	Coverage Δ
src/Mooncake.jl	100.00% <ø> (ø)
src/config.jl	100.00% <100.00%> (ø)
src/debug_mode.jl	100.00% <100.00%> (ø)
src/interface.jl	91.42% <100.00%> (ø)
src/test_utils.jl	91.98% <100.00%> (ø)
src/interpreter/s2s_reverse_mode_ad.jl	93.16% <96.42%> (ø)
ext/MooncakeLogDensityProblemsADExt.jl	0.00% <0.00%> (ø)

[willtebbutt]

The name is okay to me, but that means we should probably not export it because it is too generic.

Agreed -- I won't export it.

What is the plan for the default execution mode (i.e. true/false for debugging mode)?

The default is debug mode off, so people will just have to write

AutoMooncake(; config=Mooncake.Config())

to get the default fast mode.

[github-actions]

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

┌────────────────────────────┬──────────┬─────────┬─────────────┬─────────┐
│                      Label │ Mooncake │  Zygote │ ReverseDiff │  Enzyme │
│                     String │   String │  String │      String │  String │
├────────────────────────────┼──────────┼─────────┼─────────────┼─────────┤
│                   sum_1000 │    111.0 │     1.0 │        5.41 │     1.8 │
│                  _sum_1000 │     7.89 │  1390.0 │        43.1 │   0.106 │
│               sum_sin_1000 │     2.45 │    1.58 │        10.5 │    1.01 │
│              _sum_sin_1000 │     2.92 │   296.0 │        15.9 │    1.39 │
│                   kron_sum │     58.2 │    9.65 │       190.0 │    11.3 │
│              kron_view_sum │     87.4 │    10.5 │       210.0 │    7.47 │
│      naive_map_sin_cos_exp │     3.33 │ missing │        8.94 │     2.8 │
│            map_sin_cos_exp │      4.9 │     1.7 │        7.63 │    3.42 │
│      broadcast_sin_cos_exp │     4.24 │    2.55 │        1.67 │    2.84 │
│                 simple_mlp │     5.28 │    3.09 │        7.54 │    3.14 │
│                     gp_lml │     5.62 │    2.18 │     missing │ missing │
│ turing_broadcast_benchmark │      7.1 │ missing │        34.2 │ missing │
│         large_single_block │      3.9 │  4130.0 │        30.4 │    2.24 │
└────────────────────────────┴──────────┴─────────┴─────────────┴─────────┘

[willtebbutt]

I'm going to hold off merging this until the ADType PR looks good to go.

[willtebbutt]

ADTypes PR is merged, so I'm going to release this.