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Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, incl...

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## Description Optuna is an open source hyperparameter optimization framework to automate hyperparameter search. ## Motivation and Context All models should have optuna hyperparameter search implemented ## How Has This...

## ❓ Questions and Help In the following [documentation](https://qlib.readthedocs.io/en/latest/component/data.html#feature) it says the following > In the **Alpha158**, Qlib uses the label `Ref($close, -2)/Ref($close, -1) - 1` that means the change...

question

## 🐛 Bug Description When using **"! python setup.py install"** on Colab for installation, I witnessed the following error: running install running bdist_egg running egg_info writing pyqlib.egg-info/PKG-INFO writing dependency_links to...

bug

## 🌟 Feature Description Support monthly interval in PIT. ## Motivation 1. Application scenario 2. Related works (Papers, Github repos etc.): 3. Any other relevant and important information: Some markets(ex:...

enhancement

When I was training the GATs model using all the Chinese stock market data (by setting instrument = 'all'), it turns out an error 'RuntimeError: CUDA out of memory'. Actually...

question

yahoo下载的数据是前复权数据, 如果我们增量更新每天的量价数据,是否会有问题?

question

## Description `CSRankNorm` is a processor that applies cross sectional rank normalization and its understanding is crucial to execute and create models in Qlib. However, its hard to understand how...

my envs are python3.9.7 cython 0.29.28 gcc 11.2 linux ubuntu_64 when I download cn data in qlib dir by command " python scripts/get_data.py qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn" I got...

question

## 🐛 Bug Description Under [MLP](https://github.com/microsoft/qlib/blob/main/qlib/contrib/model/pytorch_nn.py) implementation there are several variables that need to be initialized. Such as `loss`, `lr`, `lr_decay`, `lr_decay_steps`, `optimizer`. However, it seems that the variables `lr_decay`...

bug
good first issue

I am going to use qlib for intraday I updated 1min data in real time to reflect the stock market. And I tried to load last 10 minutes data using...

question