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@yebai yebai commented Nov 17, 2025

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Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
@yebai yebai removed their assignment Nov 17, 2025
@yebai yebai marked this pull request as draft November 17, 2025 22:38
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Mooncake.jl documentation for PR #856 is available at:
https://chalk-lab.github.io/Mooncake.jl/previews/PR856/

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github-actions bot commented Nov 17, 2025

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 │ 100.0 ns │     1.81 │         1.9 │     1.0 │         5.7 │   8.31 │
│                  _sum_1000 │ 941.0 ns │     6.45 │        1.01 │  1420.0 │        34.8 │   1.08 │
│               sum_sin_1000 │  6.53 μs │     2.49 │        1.39 │    1.68 │        10.5 │   2.18 │
│              _sum_sin_1000 │  5.07 μs │     3.21 │        2.26 │   283.0 │        13.7 │   2.58 │
│                   kron_sum │ 290.0 μs │     48.0 │        2.93 │    5.76 │       234.0 │   13.1 │
│              kron_view_sum │ 341.0 μs │     40.4 │        3.33 │    11.0 │       225.0 │   6.47 │
│      naive_map_sin_cos_exp │  2.15 μs │     2.33 │         1.4 │ missing │        7.14 │   2.35 │
│            map_sin_cos_exp │  2.12 μs │     2.67 │        1.45 │     1.5 │        6.15 │   2.93 │
│      broadcast_sin_cos_exp │  2.25 μs │     2.39 │        1.42 │    2.37 │        1.48 │   2.23 │
│                 simple_mlp │ 409.0 μs │     4.65 │        3.01 │    1.61 │        7.31 │   3.22 │
│                     gp_lml │ 201.0 μs │     9.81 │        2.26 │    4.09 │     missing │   5.67 │
│ turing_broadcast_benchmark │  1.75 ms │      4.9 │        3.47 │ missing │        31.6 │    2.3 │
│         large_single_block │ 380.0 ns │     4.53 │        2.03 │  4540.0 │        32.8 │   2.24 │
└────────────────────────────┴──────────┴──────────┴─────────────┴─────────┴─────────────┴────────┘

@Technici4n
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I don't think that nightly is worth it, but we should add pre once it's available.

@penelopeysm
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I agree, nightly is quite fragile. BTW, current nightly is 1.14.

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
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codecov bot commented Nov 27, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

Signed-off-by: Hong Ge <3279477+yebai@users.noreply.github.com>
@Technici4n
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Note that pre is currently julia 1.12. Do we know when the first 1.13 pre will be released?

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Yeahhh, it's kind of in an awkward spot, that's why I haven't added 1.13 tests for the Turing repos. I'm not actually sure how to specify 1.13 in CI. Maybe version: '1.13-nightly' might work (following from https://github.com/julia-actions/setup-julia?tab=readme-ov-file#julia-versions) but I've never tried it.

1.13.0-alpha1 was supposed to be released last week, but it didn't build: https://julialang.slack.com/archives/C7E3LFG82/p1763643474697259

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penelopeysm commented Dec 2, 2025

1.13-alpha2 is released, so might be worth checking whether pre resolves to 1.13

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4 participants