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PLEASE upgrade the mlflow version!!! #1856

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LeetaH666 opened this issue Nov 5, 2024 · 0 comments
Open

PLEASE upgrade the mlflow version!!! #1856

LeetaH666 opened this issue Nov 5, 2024 · 0 comments
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enhancement New feature or request

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@LeetaH666
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🌟 Feature Description

Update the mlflow version to be higher than 2!!!

Motivation

The mlflow version requirement is <= 1.30.0 now, which restrict pandas' version to be smaller than 2. This will cause bad performance, for example, assigning values to multiindex columns (because by default qlib uses ['feature', 'label'] as the first level of columns, and there will be many assignment operations when preprocessing data. I have tested that for 1,000,000 rows and 100 columns of features, it can have a 50-100x speed up.

@LeetaH666 LeetaH666 added the enhancement New feature or request label Nov 5, 2024
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