LuxDL/Lux.jl

Preserve `init` functions for SimpleChains

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#582 创建于 2024年4月10日

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 (0 评论) (0 反应) (0 负责人)Julia (700 star) (84 fork)batch import
enhancementgood first issue

描述

Currently we drop all of the init functions from the Lux models. However, for SciML Applications it is quite critical to support those. Proposed solution: Store the lux model along side the equivalent simple chains version. Instead of calling params on the simplechains model call initialparameters on the lux model and then flatten it.

贡献者指南

技术栈
无
领域
machine learning
议题类型
feature
难度面向新贡献者的预计实现难度，1 表示很小改动，5 表示专家级工作。
3
预计时间有经验贡献者完成调查、实现、测试并准备 pull request 的粗略时间范围。
half day
活动状态议题当前的可参与程度：新鲜、活跃、陈旧、阻塞或等待维护者输入。
stale
清晰度议题是否清楚说明期望改动、验收标准和下一步。
mostly clear
前置要求
JuliaLux.jlSimpleChains
新手友好度1-100 的估计分数，表示该议题对首次贡献者的友好程度。
50
研究方向
Examine the Lux.jl source code, particularly where init functions are dropped during conversion to SimpleChains. Look at the current implementation of model conversion and the `initialparameters` function in Lux. Also, review the SimpleChains integration to understand how to store the lux model alongside the simple chains representation. No existing PRs or comments provide additional context.