RVC-Project/Retrieval-based-Voice-Conversion-WebUI

Why Very Big Spike in Learning Curve

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#1,743 建立於 2024年1月19日

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 (1 留言) (0 反應) (0 負責人)Python (18,427 star) (2,849 fork)batch import
bughelp wanted

描述

As you see in the below image the curve is almost ok till 10K steps then it again goes to 9K steps backward and then again goes forward. why this happened ? is something wrong ?

Screenshot 2024-01-19 152016

This spike is shows in all graphs.

Screenshot 2024-01-19 152102

貢獻者指南

技術棧
pythonpytorch
領域
machine learningai
議題類型
research
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。
1-3 hours
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。
fresh
清晰度議題是否清楚說明預期改動、驗收標準和下一步。
clear
前置要求
training basicsloss curve analysis
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。
35
研究方向
Investigate the training code to understand potential causes of the spike. Check for learning rate schedulers (e.g., ReduceLROnPlateau), data shuffling, or gradient accumulation steps. Look at the loss function and optimizer settings in the training script. Compare with similar issues or documentation in the repository.
Why Very Big Spike in Learning Curve · RVC-Project/Retrieval-based-Voice-Conversion-WebUI#1743 | Good First Issue