LuxDL/Lux.jl

Preserve `init` functions for SimpleChains

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#582 建立於 2024年4月10日

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 (0 留言) (0 反應) (0 負責人)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.

貢獻者指南

技術棧
無
領域
machine learning
議題類型
feature
難度面向新貢獻者的預計實作難度，1 表示很小改動，5 表示專家級工作。
3
預計時間有經驗貢獻者完成調查、實作、測試並準備 pull request 的粗略時間範圍。
half day
活動狀態議題目前的可參與程度：新鮮、活躍、陳舊、阻塞或等待維護者輸入。
stale
清晰度議題是否清楚說明預期改動、驗收標準和下一步。
mostly clear
前置要求
JuliaLux.jlSimpleChains
新手友善度1-100 的估計分數，表示該議題對首次貢獻者的友善程度。
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.
Preserve `init` functions for SimpleChains · LuxDL/Lux.jl#582 | Good First Issue