jump-dev / jump-dev/MathOptInterface.jl

Optional forward mode for jac/jac-vec products

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Project: next-gen nonlinear support
主要语言
Julia
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平均合并
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30 天内合并 PR
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描述

@amontoison observed that we could use forward mode for the jacobian and jacobian-vector products when the number of variables is less than the number of rows to get better performance than the current approach that uses reverse mode always.

贡献指南

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调研方向

The issue does not name files or tests. Start by locating the jacobian and jacobian-vector product implementations and their reverse-mode differentiation path, then inspect existing tests or benchmarks for these products. Done means forward mode is selected when variables outnumber? the rows? Verify the issue's stated condition carefully, preserve correctness, and demonstrate the intended performance improvement.

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评估

技术栈
julia
领域
performance
Issue 类型
功能
难度
4/5
预计耗时
3-5 天
活跃度
停滞
描述清晰度
基本清楚
新手友好度
40/100

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