From 8f16f6b0bdc6be22d6d4c8368c73a67db1a5b10a Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 11:48:04 +0800
Subject: [PATCH 001/104] update publish.yaml

---
 .github/workflows/python-publish.yml          |  32 +++--
 .github/workflows/test_qlib_from_pip.yml      |  74 -----------
 .github/workflows/test_qlib_from_source.yml   | 116 ------------------
 .../workflows/test_qlib_from_source_slow.yml  |  61 ---------
 4 files changed, 14 insertions(+), 269 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml
 delete mode 100644 .github/workflows/test_qlib_from_source.yml
 delete mode 100644 .github/workflows/test_qlib_from_source_slow.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index ef0aa98e48..08b83e8a41 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -4,23 +4,25 @@
 name: Upload Python Package
 
 on:
-  release:
-    types: [published]
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-14, macos-latest]
+        os: [windows-latest, macos-13, macos-14, macos-latest]
         # FIXME:  macos-latest will raise error now.
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v3
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
+      uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
     - name: Install dependencies
@@ -30,32 +32,26 @@ jobs:
       run: |
         make build
     - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }}
       run: |
-        twine upload dist/*
+        ls dist
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v3
     - name: Build wheel on Linux
       uses: RalfG/python-wheels-manylinux-build@v0.3.1-manylinux2010_x86_64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-versions: 'cp37-cp37m cp38-cp38'
+        python-versions: 'cp38-cp38 cp39-cp39m cp310-cp310m cp311-cp311m cp312-cp312m'
         build-requirements: 'numpy cython'
-    - name: Set up Python
-      uses: actions/setup-python@v2
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
       with:
-        python-version: 3.7
+        python-version: ${{ matrix.python-version }}
     - name: Install dependencies
       run: |
         pip install twine
     - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }}
       run: |
-        twine upload dist/pyqlib-*-manylinux*.whl
+        ls dist
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index 65e31131a8..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,74 +0,0 @@
-name: Test qlib from pip
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: [3.7, 3.8]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    # Since version 3.7 of python for MacOS is installed in CI, version 3.7.17, this version causes "_bz not found error".
-    # So we make the version number of python 3.7 for MacOS more specific.
-    # refs: https://github.com/actions/setup-python/issues/682
-    - name: Set up Python ${{ matrix.python-version }}
-      if: (matrix.os == 'macos-latest' && matrix.python-version == '3.7') || (matrix.os == 'macos-13' && matrix.python-version == '3.7')
-      uses: actions/setup-python@v4
-      with:
-        python-version: "3.7.16"
-
-    - name: Set up Python ${{ matrix.python-version }}
-      if: (matrix.os != 'macos-latest' || matrix.python-version != '3.7') && (matrix.os != 'macos-13' || matrix.python-version != '3.7')
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        # 2024-05-30 scs has released a new version: 3.2.4.post2,
-        # This will cause the CI to fail, so we have limited the version of scs for now.
-        python -m pip install "scs<=3.2.4"
-        python -m pip install pyqlib
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml
diff --git a/.github/workflows/test_qlib_from_source.yml b/.github/workflows/test_qlib_from_source.yml
deleted file mode 100644
index 4dfa1f1cb2..0000000000
--- a/.github/workflows/test_qlib_from_source.yml
+++ /dev/null
@@ -1,116 +0,0 @@
-name: Test qlib from source
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 180
-    # we may retry for 3 times for `Unit tests with Pytest`
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-14, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from source
-      uses: actions/checkout@v3
-
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Installing pytorch for macos
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
-      run: |
-        python -m pip install torch torchvision torchaudio
-
-    - name: Installing pytorch for ubuntu
-      if: ${{ matrix.os == 'ubuntu-20.04' || matrix.os == 'ubuntu-22.04' }}
-      run: |
-        python -m pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cpu
-
-    - name: Installing pytorch for windows
-      if: ${{ matrix.os == 'windows-latest' }}
-      run: |
-        python -m pip install torch torchvision torchaudio
-
-    - name: Set up Python tools
-      run: |
-        make dev
-
-    - name: Lint with Black
-      run: |
-        make black
-
-    - name: Make html with sphinx
-      # Since read the docs builds on ubuntu 22.04, we only need to test that the build passes on ubuntu 22.04.
-      if: ${{ matrix.os == 'ubuntu-22.04' }}
-      run: |
-        make docs-gen
-
-    - name: Check Qlib with pylint
-      run: |
-        make pylint
-
-    - name: Check Qlib with flake8
-      run: |
-        make flake8
-
-    - name: Check Qlib with mypy
-      run: |
-        make mypy
-    
-    - name: Check Qlib ipynb with nbqa
-      run: |
-        make nbqa
-
-    - name: Test data downloads
-      run: |
-        python scripts/get_data.py qlib_data --name qlib_data_simple --target_dir ~/.qlib/qlib_data/cn_data --interval 1d --region cn
-        python scripts/get_data.py download_data --file_name rl_data.zip --target_dir tests/.data/rl
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Check Qlib ipynb with nbconvert
-      run: |
-        make nbconvert
-
-    - name: Test workflow by config (install from source)
-      run: |
-        python -m pip install numba
-        python qlib/workflow/cli.py examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml
-
-    - name: Unit tests with Pytest
-      uses: nick-fields/retry@v2
-      with:
-        timeout_minutes: 60
-        max_attempts: 3
-        command: |
-          cd tests
-          python -m pytest . -m "not slow" --durations=0
diff --git a/.github/workflows/test_qlib_from_source_slow.yml b/.github/workflows/test_qlib_from_source_slow.yml
deleted file mode 100644
index d302fe3072..0000000000
--- a/.github/workflows/test_qlib_from_source_slow.yml
+++ /dev/null
@@ -1,61 +0,0 @@
-name: Test qlib from source slow
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 720
-    # we may retry for 3 times for `Unit tests with Pytest`
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-14, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from source slow
-      uses: actions/checkout@v3
-
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-
-    - name: Set up Python tools
-      run: |
-        make dev
-
-    - name: Downloads dependencies data
-      run: |
-        python scripts/get_data.py qlib_data --name qlib_data_simple --target_dir ~/.qlib/qlib_data/cn_data --interval 1d --region cn
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Unit tests with Pytest
-      uses: nick-fields/retry@v2
-      with:
-        timeout_minutes: 240
-        max_attempts: 3
-        command: |
-          cd tests
-          python -m pytest . -m "slow" --durations=0

From dbbcfef723fff95b284324736c07afbe3a1d3fde Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 14:46:58 +0800
Subject: [PATCH 002/104] fix manylinux error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 08b83e8a41..c490ae7ee5 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -43,7 +43,7 @@ jobs:
       uses: RalfG/python-wheels-manylinux-build@v0.3.1-manylinux2010_x86_64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-versions: 'cp38-cp38 cp39-cp39m cp310-cp310m cp311-cp311m cp312-cp312m'
+        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v4

From 9e4bdc21ac1fa25dd7a7899ef1778682c566b3b4 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 15:02:42 +0800
Subject: [PATCH 003/104] fix manylinux error

---
 .github/workflows/python-publish.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index c490ae7ee5..46cd167699 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -49,6 +49,10 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
+    - name: update gcc
+      run: |
+        yum install -y centos-release-scl
+        yum install -y devtoolset-8-gcc devtoolset-8-gcc-c++
     - name: Install dependencies
       run: |
         pip install twine

From 0de40d1f8f38e347f5841bd97c4cca4365bf9408 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 15:19:04 +0800
Subject: [PATCH 004/104] fix manylinux error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 46cd167699..0881ee719a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -40,7 +40,7 @@ jobs:
     steps:
     - uses: actions/checkout@v3
     - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.3.1-manylinux2010_x86_64
+      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_aarch64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'

From b05d442f34f47aee592c74e792d239478a8e7356 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 15:22:43 +0800
Subject: [PATCH 005/104] fix manylinux error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 0881ee719a..2d67ff7b84 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -40,7 +40,7 @@ jobs:
     steps:
     - uses: actions/checkout@v3
     - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_aarch64
+      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'

From 7c9ef8db88380a716d30e0371b8ebc7b371ee6f0 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 15:25:20 +0800
Subject: [PATCH 006/104] fix manylinux error

---
 .github/workflows/python-publish.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 2d67ff7b84..7f8226f87c 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -49,10 +49,10 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
-    - name: update gcc
-      run: |
-        yum install -y centos-release-scl
-        yum install -y devtoolset-8-gcc devtoolset-8-gcc-c++
+    # - name: update gcc
+    #   run: |
+    #     yum install -y centos-release-scl
+    #     yum install -y devtoolset-8-gcc devtoolset-8-gcc-c++
     - name: Install dependencies
       run: |
         pip install twine

From 9b9accdd687b1565f061baa149b274fd18a898e2 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 20:22:19 +0800
Subject: [PATCH 007/104] fix build error

---
 .github/workflows/python-publish.yml |  6 +---
 setup.cfg                            |  3 --
 setup.py                             | 41 ++++++++++++++++++++++++++++
 3 files changed, 42 insertions(+), 8 deletions(-)
 delete mode 100644 setup.cfg
 create mode 100644 setup.py

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 7f8226f87c..46dd9b3882 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -49,13 +49,9 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: ${{ matrix.python-version }}
-    # - name: update gcc
-    #   run: |
-    #     yum install -y centos-release-scl
-    #     yum install -y devtoolset-8-gcc devtoolset-8-gcc-c++
     - name: Install dependencies
       run: |
-        pip install twine
+        python -m pip list
     - name: Build and publish
       run: |
         ls dist
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index b406f824c8..0000000000
--- a/setup.cfg
+++ /dev/null
@@ -1,3 +0,0 @@
-[metadata]
-name = qlib
-version = attr: qlib.__version__
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000000..d9e338315c
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,41 @@
+from setuptools import setup, Extension
+import numpy
+import os
+
+
+def read(rel_path: str) -> str:
+    here = os.path.abspath(os.path.dirname(__file__))
+    with open(os.path.join(here, rel_path), encoding="utf-8") as fp:
+        return fp.read()
+
+
+def get_version(rel_path: str) -> str:
+    for line in read(rel_path).splitlines():
+        if line.startswith("__version__"):
+            delim = '"' if '"' in line else "'"
+            return line.split(delim)[1]
+    raise RuntimeError("Unable to find version string.")
+
+
+NUMPY_INCLUDE = numpy.get_include()
+
+VERSION = get_version("qlib/__init__.py")
+
+
+setup(
+    version=VERSION,
+    ext_modules=[
+        Extension(
+            "qlib.data._libs.rolling",
+            ["qlib/data/_libs/rolling.pyx"],
+            language="c++",
+            include_dirs=[NUMPY_INCLUDE],
+        ),
+        Extension(
+            "qlib.data._libs.expanding",
+            ["qlib/data/_libs/expanding.pyx"],
+            language="c++",
+            include_dirs=[NUMPY_INCLUDE],
+        ),
+    ]
+)

From 7dec56876f466bafd39e2dff00436f84170b1a73 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 20:41:53 +0800
Subject: [PATCH 008/104] fix build error

---
 pyproject.toml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index 547625d53e..fc0be79dd0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -90,3 +90,6 @@ packages = [
 
 [project.scripts]
 qrun = "qlib.workflow.cli:run"
+
+[tool.distutils.bdist_wheel]
+universal = False

From 5b0fb43f3159b7f140217aaa97aa3c5c112d77ff Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 20:50:44 +0800
Subject: [PATCH 009/104] fix build error

---
 setup.cfg | 6 ++++++
 1 file changed, 6 insertions(+)
 create mode 100644 setup.cfg

diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000000..27bb3f8cc3
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,6 @@
+[metadata]
+name = qlib
+version = attr: qlib.__version__
+
+[bdist_wheel]
+universal=1

From fa1a4ce8f9f5d83014ecfda9d001b506a188d8d2 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 20:51:56 +0800
Subject: [PATCH 010/104] fix build error

---
 pyproject.toml | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index fc0be79dd0..547625d53e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -90,6 +90,3 @@ packages = [
 
 [project.scripts]
 qrun = "qlib.workflow.cli:run"
-
-[tool.distutils.bdist_wheel]
-universal = False

From 4330975f4cb035c51bcd24af3b2bdfc976462713 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 21:02:49 +0800
Subject: [PATCH 011/104] fix build error

---
 Makefile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Makefile b/Makefile
index 27824a6d3d..ffdc4e3056 100644
--- a/Makefile
+++ b/Makefile
@@ -181,7 +181,7 @@ lint: black pylint flake8 mypy nbqa
 
 # Build the package.
 build:
-	python -m build
+	python -m build --wheel
 
 # Upload the package.
 upload:

From a6e9d8b594d56b7ae301b4390a5baa9bda097639 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Tue, 17 Dec 2024 21:13:21 +0800
Subject: [PATCH 012/104] fix build error

---
 setup.cfg | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.cfg b/setup.cfg
index 27bb3f8cc3..3d2d467599 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -3,4 +3,4 @@ name = qlib
 version = attr: qlib.__version__
 
 [bdist_wheel]
-universal=1
+universal=0

From b43f8eac31b2feb5db1afec8a4d621fb154d2bd1 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 14:33:33 +0800
Subject: [PATCH 013/104] test upload to testpypi

---
 .github/workflows/python-publish.yml | 10 ++++++++++
 pyproject.toml                       |  1 +
 2 files changed, 11 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 46dd9b3882..d498e118c4 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -32,8 +32,13 @@ jobs:
       run: |
         make build
     - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
       run: |
         ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest
@@ -53,5 +58,10 @@ jobs:
       run: |
         python -m pip list
     - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
       run: |
         ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
diff --git a/pyproject.toml b/pyproject.toml
index 547625d53e..bb8cb07f26 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,6 +21,7 @@ name = "pyqlib"
 dynamic = ["version"]
 description = "A Quantitative-research Platform"
 requires-python = ">=3.8.0"
+readme = {file = "README.md", content-type = "text/markdown"}
 
 dependencies = [
   "pyyaml",

From 5a8ff65a3b331947468e26827380e40fcc24e8b2 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 14:43:38 +0800
Subject: [PATCH 014/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index d498e118c4..3db940cf93 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, macos-13, macos-14, macos-latest]
+        os: [windows-latest, macos-13, macos-latest]
         # FIXME:  macos-latest will raise error now.
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
@@ -56,6 +56,7 @@ jobs:
         python-version: ${{ matrix.python-version }}
     - name: Install dependencies
       run: |
+        python -m pip install twine
         python -m pip list
     - name: Build and publish
       env:

From a6646dac3ea93a1ab230bf01b1f2869eed124a4a Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 14:52:40 +0800
Subject: [PATCH 015/104] fix upload to testpypi error

---
 qlib/__init__.py | 2 +-
 setup.cfg        | 6 ------
 2 files changed, 1 insertion(+), 7 deletions(-)
 delete mode 100644 setup.cfg

diff --git a/qlib/__init__.py b/qlib/__init__.py
index db45762b86..98e3a3a915 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.99"
+__version__ = "0.9.5"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index 3d2d467599..0000000000
--- a/setup.cfg
+++ /dev/null
@@ -1,6 +0,0 @@
-[metadata]
-name = qlib
-version = attr: qlib.__version__
-
-[bdist_wheel]
-universal=0

From a6164092a9585bb162e32554175f49a8cf32ce9e Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 17:10:05 +0800
Subject: [PATCH 016/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 7 ++++---
 qlib/__init__.py                     | 2 +-
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3db940cf93..9a051f70ed 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -15,9 +15,10 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest, macos-13, macos-latest]
-        # FIXME:  macos-latest will raise error now.
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        exclude:
+          - os: macos-13
+            python-version: ["3.11", "3.12"]
 
     steps:
     - uses: actions/checkout@v3
@@ -65,4 +66,4 @@ jobs:
       run: |
         ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-linux*.whl
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 98e3a3a915..4b9c3bfb0d 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5"
+__version__ = "0.9.5.98"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 0cafe3e12ef91a772549deea7be8b7f85d21886d Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 17:21:59 +0800
Subject: [PATCH 017/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 9a051f70ed..2bec337c06 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -15,10 +15,14 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest, macos-13, macos-latest]
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-        exclude:
+        python-version: []
+        include:
+          - os: windows-latest
+            python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+          - os: macos-latest
+            python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
           - os: macos-13
-            python-version: ["3.11", "3.12"]
+            python-version: ["3.8", "3.9", "3.10"]
 
     steps:
     - uses: actions/checkout@v3
@@ -66,4 +70,4 @@ jobs:
       run: |
         ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-linux*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl

From 625d119f644a3ebaa7ffd3d293050c8f1e7e6c5f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 17:25:44 +0800
Subject: [PATCH 018/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 63 ++++++++++++++--------------
 qlib/__init__.py                     |  2 +-
 2 files changed, 32 insertions(+), 33 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 2bec337c06..b9e71b7554 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -11,39 +11,38 @@ on:
 
 jobs:
   deploy_with_bdist_wheel:
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [windows-latest, macos-13, macos-latest]
-        python-version: []
-        include:
-          - os: windows-latest
-            python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-          - os: macos-latest
-            python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-          - os: macos-13
-            python-version: ["3.8", "3.9", "3.10"]
+    includes_only:
+      runs-on: ${{ matrix.os }}
+      strategy:
+        matrix:
+          include:
+            - os: windows-latest
+              python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+            - os: macos-latest
+              python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+            - os: macos-13
+              python-version: ["3.8", "3.9", "3.10"]
 
-    steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        make dev
-    - name: Build wheel on ${{ matrix.os }}
-      run: |
-        make build
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+      steps:
+      - uses: actions/checkout@v3
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          make dev
+      - name: Build wheel on ${{ matrix.os }}
+        run: |
+          make build
+      - name: Build and publish
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+        run: |
+          ls dist
+          twine check dist/*.whl
+          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 4b9c3bfb0d..92d9be50ef 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.98"
+__version__ = "0.9.5.97"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From a8f3d382f87e61364ff246f694e7ae4a542697a1 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 17:29:47 +0800
Subject: [PATCH 019/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 61 ++++++++++++++--------------
 1 file changed, 30 insertions(+), 31 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index b9e71b7554..8ff6e6e79e 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -11,38 +11,37 @@ on:
 
 jobs:
   deploy_with_bdist_wheel:
-    includes_only:
-      runs-on: ${{ matrix.os }}
-      strategy:
-        matrix:
-          include:
-            - os: windows-latest
-              python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-            - os: macos-latest
-              python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-            - os: macos-13
-              python-version: ["3.8", "3.9", "3.10"]
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, macos-13, macos-latest]
+        python-version: ["3.8", "3.9", "3.10"]
+        include:
+          - os: windows-latest
+            python-version: ["3.11", "3.12"]
+          - os: macos-latest
+            python-version: ["3.11", "3.12"]
 
-      steps:
-      - uses: actions/checkout@v3
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-      - name: Install dependencies
-        run: |
-          make dev
-      - name: Build wheel on ${{ matrix.os }}
-        run: |
-          make build
-      - name: Build and publish
-        env:
-          TWINE_USERNAME: __token__
-          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-        run: |
-          ls dist
-          twine check dist/*.whl
-          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        make dev
+    - name: Build wheel on ${{ matrix.os }}
+      run: |
+        make build
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest

From bb6acaf9321c079113a91c48a9e2fc08545d1385 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 17:32:47 +0800
Subject: [PATCH 020/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 8ff6e6e79e..9cef059315 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -18,9 +18,13 @@ jobs:
         python-version: ["3.8", "3.9", "3.10"]
         include:
           - os: windows-latest
-            python-version: ["3.11", "3.12"]
+            python-version: "3.11"
+          - os: windows-latest
+            python-version: "3.12"
+          - os: macos-latest
+            python-version: "3.11"
           - os: macos-latest
-            python-version: ["3.11", "3.12"]
+            python-version: "3.12"
 
     steps:
     - uses: actions/checkout@v3

From 624adb40a9cd75c80578b57ccd5b0fe0f539026f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:28:41 +0800
Subject: [PATCH 021/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 72 ++++++++++++++--------------
 1 file changed, 37 insertions(+), 35 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 9cef059315..f77fdfb4ba 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -10,42 +10,42 @@ on:
     branches: [ main ]
 
 jobs:
-  deploy_with_bdist_wheel:
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [windows-latest, macos-13, macos-latest]
-        python-version: ["3.8", "3.9", "3.10"]
-        include:
-          - os: windows-latest
-            python-version: "3.11"
-          - os: windows-latest
-            python-version: "3.12"
-          - os: macos-latest
-            python-version: "3.11"
-          - os: macos-latest
-            python-version: "3.12"
+  # deploy_with_bdist_wheel:
+  #   runs-on: ${{ matrix.os }}
+  #   strategy:
+  #     matrix:
+  #       os: [windows-latest, macos-13, macos-latest]
+  #       python-version: ["3.8", "3.9", "3.10"]
+  #       include:
+  #         - os: windows-latest
+  #           python-version: "3.11"
+  #         - os: windows-latest
+  #           python-version: "3.12"
+  #         - os: macos-latest
+  #           python-version: "3.11"
+  #         - os: macos-latest
+  #           python-version: "3.12"
 
-    steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        make dev
-    - name: Build wheel on ${{ matrix.os }}
-      run: |
-        make build
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+  #   steps:
+  #   - uses: actions/checkout@v3
+  #   - name: Set up Python ${{ matrix.python-version }}
+  #     uses: actions/setup-python@v4
+  #     with:
+  #       python-version: ${{ matrix.python-version }}
+  #   - name: Install dependencies
+  #     run: |
+  #       make dev
+  #   - name: Build wheel on ${{ matrix.os }}
+  #     run: |
+  #       make build
+  #   - name: Build and publish
+  #     env:
+  #       TWINE_USERNAME: __token__
+  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+  #     run: |
+  #       ls dist
+  #       twine check dist/*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest
@@ -57,6 +57,8 @@ jobs:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
+        package-path: 'qlib'
+        pre-build-command: 'make dev && make build'
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v4
       with:

From c243557c13ba65f88d2c2699ea4630fc4301db18 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:30:26 +0800
Subject: [PATCH 022/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index f77fdfb4ba..86b826cf8a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -58,7 +58,7 @@ jobs:
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
         package-path: 'qlib'
-        pre-build-command: 'make dev && make build'
+        pre-build-command: 'python -m pip install -e . && python -m build --wheel'
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v4
       with:

From 666c8d541d064f136648e7b3464f6bde2a04e5db Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:42:49 +0800
Subject: [PATCH 023/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 14 +++++++++-----
 1 file changed, 9 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 86b826cf8a..51e6a22a34 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -51,6 +51,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
     - name: Build wheel on Linux
       uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
       with:
@@ -58,11 +62,11 @@ jobs:
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
         package-path: 'qlib'
-        pre-build-command: 'python -m pip install -e . && python -m build --wheel'
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
+        pre-build-command: |
+          python -m ensurepip --upgrade
+          python -m pip install --upgrade pip
+          python -m pip install -e .
+          python -m build --wheel
     - name: Install dependencies
       run: |
         python -m pip install twine

From a0236654dfbca1a5642ccd0d0a51a5e517657edc Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:44:50 +0800
Subject: [PATCH 024/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 51e6a22a34..96d64897a1 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -63,7 +63,6 @@ jobs:
         build-requirements: 'numpy cython'
         package-path: 'qlib'
         pre-build-command: |
-          python -m ensurepip --upgrade
           python -m pip install --upgrade pip
           python -m pip install -e .
           python -m build --wheel

From d592bfdea1cc9fb89b0b7904477296c88003be3d Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:51:41 +0800
Subject: [PATCH 025/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 96d64897a1..fb95347a6a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -61,8 +61,11 @@ jobs:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
+        system-packages: 'python'
         package-path: 'qlib'
         pre-build-command: |
+          which python
+          which pip
           python -m pip install --upgrade pip
           python -m pip install -e .
           python -m build --wheel

From 44b674ce05685f3c4166f3201c6175483ad3f709 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:54:11 +0800
Subject: [PATCH 026/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index fb95347a6a..33c1d84479 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -61,7 +61,7 @@ jobs:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
-        system-packages: 'python'
+        system-packages: 'python pip'
         package-path: 'qlib'
         pre-build-command: |
           which python

From df391f0569de4232d4afcf8ab9eea8da51466d2d Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 19:58:05 +0800
Subject: [PATCH 027/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 33c1d84479..8ee5bea8ff 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -56,19 +56,11 @@ jobs:
       with:
         python-version: ${{ matrix.python-version }}
     - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+      uses: RalfG/python-wheels-manylinux-build@v0.7.0-manylinux2010_x86_64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
-        system-packages: 'python pip'
-        package-path: 'qlib'
-        pre-build-command: |
-          which python
-          which pip
-          python -m pip install --upgrade pip
-          python -m pip install -e .
-          python -m build --wheel
     - name: Install dependencies
       run: |
         python -m pip install twine

From 687a2b209ae31ccd71c12a619046b438e851d8ac Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:06:41 +0800
Subject: [PATCH 028/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 8ee5bea8ff..2e76b8249a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -56,7 +56,7 @@ jobs:
       with:
         python-version: ${{ matrix.python-version }}
     - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.0-manylinux2010_x86_64
+      uses: RalfG/python-wheels-manylinux-build@v0.7.0-manylinux2014_x86_64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'

From 34908c88460b204e6bae4f3185344d5160243723 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:13:10 +0800
Subject: [PATCH 029/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 2e76b8249a..0750a6c919 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -56,11 +56,12 @@ jobs:
       with:
         python-version: ${{ matrix.python-version }}
     - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.0-manylinux2014_x86_64
+      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
       with:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
+        pre-build-command: 'sudo apt install gcc-12 g++-12 -y'
     - name: Install dependencies
       run: |
         python -m pip install twine

From 8aaa75daa46d879360844989760b85faf445c8f1 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:15:27 +0800
Subject: [PATCH 030/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 0750a6c919..813a571c9a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -61,7 +61,7 @@ jobs:
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
         build-requirements: 'numpy cython'
-        pre-build-command: 'sudo apt install gcc-12 g++-12 -y'
+        pre-build-command: 'apt install gcc-12 g++-12 -y'
     - name: Install dependencies
       run: |
         python -m pip install twine

From 808ef6b95ee54c5c0e7795c79609c1aea7f0a248 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:41:47 +0800
Subject: [PATCH 031/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 83 +++++++++++++++++++---------
 1 file changed, 58 insertions(+), 25 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 813a571c9a..08cef1a1ba 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -47,30 +47,63 @@ jobs:
   #       twine check dist/*.whl
   #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
 
+  # deploy_with_manylinux:
+  #   runs-on: ubuntu-latest
+  #   steps:
+  #   - uses: actions/checkout@v3
+  #   - name: Set up Python ${{ matrix.python-version }}
+  #     uses: actions/setup-python@v4
+  #     with:
+  #       python-version: ${{ matrix.python-version }}
+  #   - name: Build wheel on Linux
+  #     uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+  #     with:
+  #       # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+  #       python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
+  #       build-requirements: 'numpy cython'
+  #       pre-build-command: 'apt install gcc-12 g++-12 -y'
+  #   - name: Install dependencies
+  #     run: |
+  #       python -m pip install twine
+  #       python -m pip list
+  #   - name: Build and publish
+  #     env:
+  #       TWINE_USERNAME: __token__
+  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+  #     run: |
+  #       ls dist
+  #       twine check dist/*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl
+
   deploy_with_manylinux:
     runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
-      with:
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
-        build-requirements: 'numpy cython'
-        pre-build-command: 'apt install gcc-12 g++-12 -y'
-    - name: Install dependencies
-      run: |
-        python -m pip install twine
-        python -m pip list
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl
+    strategy:
+      matrix:
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+      steps:
+      - name: Checkout repo
+        uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      
+      - name: Install cibuildwheel
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install cibuildwheel
+        
+      - name: Build wheel
+        run: |
+          python -m cibuildwheel --output-dir dist
+
+      - name: Upload wheel
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+        run: |
+          ls dist
+          twine check dist/*.whl
+          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl

From 86b4d4c7079774a8044237d91bf230203b655840 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:44:02 +0800
Subject: [PATCH 032/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 46 ++++++++++++++--------------
 1 file changed, 23 insertions(+), 23 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 08cef1a1ba..4ed099f2ca 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -81,29 +81,29 @@ jobs:
       matrix:
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
-      steps:
-      - name: Checkout repo
-        uses: actions/checkout@v3
+    steps:
+    - name: Checkout repo
+      uses: actions/checkout@v3
 
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    
+    - name: Install cibuildwheel
+      run: |
+        python -m pip install --upgrade pip
+        python -m pip install cibuildwheel
       
-      - name: Install cibuildwheel
-        run: |
-          python -m pip install --upgrade pip
-          python -m pip install cibuildwheel
-        
-      - name: Build wheel
-        run: |
-          python -m cibuildwheel --output-dir dist
+    - name: Build wheel
+      run: |
+        python -m cibuildwheel --output-dir dist
 
-      - name: Upload wheel
-        env:
-          TWINE_USERNAME: __token__
-          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-        run: |
-          ls dist
-          twine check dist/*.whl
-          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+    - name: Upload wheel
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl

From 6a0bc50386489989a59955b47ded4035f6e2e94c Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:52:07 +0800
Subject: [PATCH 033/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 4ed099f2ca..09061dafbb 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -83,10 +83,10 @@ jobs:
 
     steps:
     - name: Checkout repo
-      uses: actions/checkout@v3
+      uses: actions/checkout@v5
 
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
     

From 303e62445bd88a08e84ddcdeee7a33bca5ae5009 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 20:54:43 +0800
Subject: [PATCH 034/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 09061dafbb..4198a6d875 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -83,7 +83,7 @@ jobs:
 
     steps:
     - name: Checkout repo
-      uses: actions/checkout@v5
+      uses: actions/checkout@v4
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v5

From 1aa61a6735528410b3dca3f09f54c5ad672bfd2c Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:09:59 +0800
Subject: [PATCH 035/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 25 ++++++++++++++-----------
 1 file changed, 14 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 4198a6d875..307c008c29 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -85,19 +85,22 @@ jobs:
     - name: Checkout repo
       uses: actions/checkout@v4
 
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
-      with:
-        python-version: ${{ matrix.python-version }}
+    # - name: Set up Python ${{ matrix.python-version }}
+    #   uses: actions/setup-python@v5
+    #   with:
+    #     python-version: ${{ matrix.python-version }}
     
-    - name: Install cibuildwheel
-      run: |
-        python -m pip install --upgrade pip
-        python -m pip install cibuildwheel
-      
+    # - name: Install cibuildwheel
+    #   run: |
+    #     python -m pip install --upgrade pip
+    #     python -m pip install cibuildwheel
+
+    # - name: Build wheel
+    #   run: |
+    #     python -m cibuildwheel --output-dir dist
+
     - name: Build wheel
-      run: |
-        python -m cibuildwheel --output-dir dist
+      uses: pypa/cibuildwheel@v0.22.0
 
     - name: Upload wheel
       env:

From cc4ac5d4d787e5cbf4fd94b7d2d3aa3c3b9a8660 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:13:18 +0800
Subject: [PATCH 036/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 6 +++---
 qlib/__init__.py                     | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 307c008c29..3930f22492 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -75,11 +75,11 @@ jobs:
   #       twine check dist/*.whl
   #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl
 
-  deploy_with_manylinux:
-    runs-on: ubuntu-latest
+  build_wheels:
+    runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        os: [windows-latest, ubuntu-latest, macos-13, macos-latest]
 
     steps:
     - name: Checkout repo
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 92d9be50ef..4dbd8f56fb 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.97"
+__version__ = "0.9.5.96"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From ea9ef1343cc7e3ed4e1e65bdc4f931e74c21c386 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:15:59 +0800
Subject: [PATCH 037/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 48 ++++++++++++++--------------
 1 file changed, 24 insertions(+), 24 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3930f22492..19070c48e4 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -82,31 +82,31 @@ jobs:
         os: [windows-latest, ubuntu-latest, macos-13, macos-latest]
 
     steps:
-    - name: Checkout repo
-      uses: actions/checkout@v4
+      - name: Checkout repo
+        uses: actions/checkout@v4
 
-    # - name: Set up Python ${{ matrix.python-version }}
-    #   uses: actions/setup-python@v5
-    #   with:
-    #     python-version: ${{ matrix.python-version }}
-    
-    # - name: Install cibuildwheel
-    #   run: |
-    #     python -m pip install --upgrade pip
-    #     python -m pip install cibuildwheel
+      # - name: Set up Python ${{ matrix.python-version }}
+      #   uses: actions/setup-python@v5
+      #   with:
+      #     python-version: ${{ matrix.python-version }}
+      
+      # - name: Install cibuildwheel
+      #   run: |
+      #     python -m pip install --upgrade pip
+      #     python -m pip install cibuildwheel
 
-    # - name: Build wheel
-    #   run: |
-    #     python -m cibuildwheel --output-dir dist
+      # - name: Build wheel
+      #   run: |
+      #     python -m cibuildwheel --output-dir dist
 
-    - name: Build wheel
-      uses: pypa/cibuildwheel@v0.22.0
+      - name: Build wheel
+        uses: pypa/cibuildwheel@v0.22.0
 
-    - name: Upload wheel
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+      - name: Upload wheel
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+        run: |
+          ls dist
+          twine check dist/*.whl
+          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl

From 07a8d72d508e701a26c97105b53a0be7e9b9661c Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:21:29 +0800
Subject: [PATCH 038/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 52 +++++++++++++++-------------
 1 file changed, 28 insertions(+), 24 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 19070c48e4..ed32e5584d 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -82,31 +82,35 @@ jobs:
         os: [windows-latest, ubuntu-latest, macos-13, macos-latest]
 
     steps:
-      - name: Checkout repo
-        uses: actions/checkout@v4
+    - name: Checkout repo
+      uses: actions/checkout@v4
 
-      # - name: Set up Python ${{ matrix.python-version }}
-      #   uses: actions/setup-python@v5
-      #   with:
-      #     python-version: ${{ matrix.python-version }}
-      
-      # - name: Install cibuildwheel
-      #   run: |
-      #     python -m pip install --upgrade pip
-      #     python -m pip install cibuildwheel
+    # - name: Set up Python ${{ matrix.python-version }}
+    #   uses: actions/setup-python@v5
+    #   with:
+    #     python-version: ${{ matrix.python-version }}
+    
+    # - name: Install cibuildwheel
+    #   run: |
+    #     python -m pip install --upgrade pip
+    #     python -m pip install cibuildwheel
 
-      # - name: Build wheel
-      #   run: |
-      #     python -m cibuildwheel --output-dir dist
+    # - name: Build wheel
+    #   run: |
+    #     python -m cibuildwheel --output-dir dist
 
-      - name: Build wheel
-        uses: pypa/cibuildwheel@v0.22.0
+    - name: Build wheel
+      uses: pypa/cibuildwheel@v0.22.0
+      with:
+        package-dir: qlib
+        output-dir: dist
+        config-file: "pyproject.toml"
 
-      - name: Upload wheel
-        env:
-          TWINE_USERNAME: __token__
-          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-        run: |
-          ls dist
-          twine check dist/*.whl
-          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+    - name: Upload wheel
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl

From 1239a68edc6f24e8b0915b86d04a4829b5530f6f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:26:43 +0800
Subject: [PATCH 039/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index ed32e5584d..5628742178 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -100,7 +100,7 @@ jobs:
     #     python -m cibuildwheel --output-dir dist
 
     - name: Build wheel
-      uses: pypa/cibuildwheel@v0.22.0
+      uses: pypa/cibuildwheel@v2.22.0
       with:
         package-dir: qlib
         output-dir: dist

From bac5642d690f67e5381af98a51ae54bd33eed7d8 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:27:57 +0800
Subject: [PATCH 040/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 5628742178..dbed75e820 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -102,7 +102,7 @@ jobs:
     - name: Build wheel
       uses: pypa/cibuildwheel@v2.22.0
       with:
-        package-dir: qlib
+        package-dir: .
         output-dir: dist
         config-file: "pyproject.toml"
 

From 10f43b8f01bb82350f030b6b272ba640ae8b6e21 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:48:28 +0800
Subject: [PATCH 041/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 140 ++++++++++++++-------------
 1 file changed, 72 insertions(+), 68 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index dbed75e820..0a65d8be12 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -10,42 +10,46 @@ on:
     branches: [ main ]
 
 jobs:
-  # deploy_with_bdist_wheel:
-  #   runs-on: ${{ matrix.os }}
-  #   strategy:
-  #     matrix:
-  #       os: [windows-latest, macos-13, macos-latest]
-  #       python-version: ["3.8", "3.9", "3.10"]
-  #       include:
-  #         - os: windows-latest
-  #           python-version: "3.11"
-  #         - os: windows-latest
-  #           python-version: "3.12"
-  #         - os: macos-latest
-  #           python-version: "3.11"
-  #         - os: macos-latest
-  #           python-version: "3.12"
+  deploy_with_bdist_wheel:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-latest]
+        python-version: ["3.8", "3.9", "3.10"]
+        include:
+          - os: windows-latest
+            python-version: "3.11"
+          - os: windows-latest
+            python-version: "3.12"
+          - os: macos-latest
+            python-version: "3.11"
+          - os: macos-latest
+            python-version: "3.12"
+          - os: ubuntu-20.04
+            python-version: "3.11"
+          - os: ubuntu-22.04
+            python-version: "3.12"
 
-  #   steps:
-  #   - uses: actions/checkout@v3
-  #   - name: Set up Python ${{ matrix.python-version }}
-  #     uses: actions/setup-python@v4
-  #     with:
-  #       python-version: ${{ matrix.python-version }}
-  #   - name: Install dependencies
-  #     run: |
-  #       make dev
-  #   - name: Build wheel on ${{ matrix.os }}
-  #     run: |
-  #       make build
-  #   - name: Build and publish
-  #     env:
-  #       TWINE_USERNAME: __token__
-  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-  #     run: |
-  #       ls dist
-  #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        make dev
+    - name: Build wheel on ${{ matrix.os }}
+      run: |
+        make build
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
 
   # deploy_with_manylinux:
   #   runs-on: ubuntu-latest
@@ -75,42 +79,42 @@ jobs:
   #       twine check dist/*.whl
   #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl
 
-  build_wheels:
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [windows-latest, ubuntu-latest, macos-13, macos-latest]
+  # build_wheels:
+  #   runs-on: ${{ matrix.os }}
+  #   strategy:
+  #     matrix:
+  #       os: [windows-latest, ubuntu-latest, macos-13, macos-latest]
 
-    steps:
-    - name: Checkout repo
-      uses: actions/checkout@v4
+  #   steps:
+  #   - name: Checkout repo
+  #     uses: actions/checkout@v4
 
-    # - name: Set up Python ${{ matrix.python-version }}
-    #   uses: actions/setup-python@v5
-    #   with:
-    #     python-version: ${{ matrix.python-version }}
+  #   # - name: Set up Python ${{ matrix.python-version }}
+  #   #   uses: actions/setup-python@v5
+  #   #   with:
+  #   #     python-version: ${{ matrix.python-version }}
     
-    # - name: Install cibuildwheel
-    #   run: |
-    #     python -m pip install --upgrade pip
-    #     python -m pip install cibuildwheel
+  #   # - name: Install cibuildwheel
+  #   #   run: |
+  #   #     python -m pip install --upgrade pip
+  #   #     python -m pip install cibuildwheel
 
-    # - name: Build wheel
-    #   run: |
-    #     python -m cibuildwheel --output-dir dist
+  #   # - name: Build wheel
+  #   #   run: |
+  #   #     python -m cibuildwheel --output-dir dist
 
-    - name: Build wheel
-      uses: pypa/cibuildwheel@v2.22.0
-      with:
-        package-dir: .
-        output-dir: dist
-        config-file: "pyproject.toml"
+  #   - name: Build wheel
+  #     uses: pypa/cibuildwheel@v2.22.0
+  #     with:
+  #       package-dir: .
+  #       output-dir: dist
+  #       config-file: "pyproject.toml"
 
-    - name: Upload wheel
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+  #   - name: Upload wheel
+  #     env:
+  #       TWINE_USERNAME: __token__
+  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+  #     run: |
+  #       ls dist
+  #       twine check dist/*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl

From e82f225dc4b0663fea8abe0843707a2ea92e82a5 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:54:40 +0800
Subject: [PATCH 042/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 18 +++++-------------
 1 file changed, 5 insertions(+), 13 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 0a65d8be12..f4010a06ed 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -14,20 +14,12 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-latest]
-        python-version: ["3.8", "3.9", "3.10"]
-        include:
-          - os: windows-latest
+        os: [windows-latest, ubuntu-22.04, macos-13, macos-latest]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        exclude:
+          - os: macos-13
             python-version: "3.11"
-          - os: windows-latest
-            python-version: "3.12"
-          - os: macos-latest
-            python-version: "3.11"
-          - os: macos-latest
-            python-version: "3.12"
-          - os: ubuntu-20.04
-            python-version: "3.11"
-          - os: ubuntu-22.04
+          - os: macos-13
             python-version: "3.12"
 
     steps:

From deffd9749f656b375bf8f6c861be5209e2d48c9c Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 21:55:12 +0800
Subject: [PATCH 043/104] fix upload to testpypi error

---
 qlib/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/qlib/__init__.py b/qlib/__init__.py
index 4dbd8f56fb..782f463359 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.96"
+__version__ = "0.9.5.95"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From c7d3f1f7298d2962642cae4860df2ce7614871fd Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 22:02:44 +0800
Subject: [PATCH 044/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index f4010a06ed..3439e21e02 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -41,7 +41,7 @@ jobs:
       run: |
         ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
   # deploy_with_manylinux:
   #   runs-on: ubuntu-latest

From b91d0fa07632f6c968871df07145ce486778b27f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 22:03:35 +0800
Subject: [PATCH 045/104] fix upload to testpypi error

---
 qlib/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/qlib/__init__.py b/qlib/__init__.py
index 782f463359..87954a4b65 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.95"
+__version__ = "0.9.5.94"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 276ee144e7301c4b1f8b14ce59a0ffc8c0aed7f2 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 22:09:51 +0800
Subject: [PATCH 046/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 87 ++++++++++++++--------------
 1 file changed, 43 insertions(+), 44 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3439e21e02..e99450a015 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -10,58 +10,30 @@ on:
     branches: [ main ]
 
 jobs:
-  deploy_with_bdist_wheel:
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [windows-latest, ubuntu-22.04, macos-13, macos-latest]
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-        exclude:
-          - os: macos-13
-            python-version: "3.11"
-          - os: macos-13
-            python-version: "3.12"
-
-    steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        make dev
-    - name: Build wheel on ${{ matrix.os }}
-      run: |
-        make build
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+  # deploy_with_bdist_wheel:
+  #   runs-on: ${{ matrix.os }}
+  #   strategy:
+  #     matrix:
+  #       os: [windows-latest, ubuntu-22.04, macos-13, macos-latest]
+  #       python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+  #       exclude:
+  #         - os: macos-13
+  #           python-version: "3.11"
+  #         - os: macos-13
+  #           python-version: "3.12"
 
-  # deploy_with_manylinux:
-  #   runs-on: ubuntu-latest
   #   steps:
   #   - uses: actions/checkout@v3
   #   - name: Set up Python ${{ matrix.python-version }}
   #     uses: actions/setup-python@v4
   #     with:
   #       python-version: ${{ matrix.python-version }}
-  #   - name: Build wheel on Linux
-  #     uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
-  #     with:
-  #       # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-  #       python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
-  #       build-requirements: 'numpy cython'
-  #       pre-build-command: 'apt install gcc-12 g++-12 -y'
   #   - name: Install dependencies
   #     run: |
-  #       python -m pip install twine
-  #       python -m pip list
+  #       make dev
+  #   - name: Build wheel on ${{ matrix.os }}
+  #     run: |
+  #       make build
   #   - name: Build and publish
   #     env:
   #       TWINE_USERNAME: __token__
@@ -69,7 +41,34 @@ jobs:
   #     run: |
   #       ls dist
   #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+
+  deploy_with_manylinux:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Build wheel on Linux
+      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+      with:
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
+        build-requirements: 'numpy cython'
+    - name: Install dependencies
+      run: |
+        python -m pip install twine
+        python -m pip list
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
 
   # build_wheels:
   #   runs-on: ${{ matrix.os }}

From 631fa338808cd10198a458a08ced69281620291f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 22:21:07 +0800
Subject: [PATCH 047/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 62 ++++++++++++++--------------
 qlib/__init__.py                     |  2 +-
 2 files changed, 32 insertions(+), 32 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index e99450a015..734655561d 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -10,38 +10,38 @@ on:
     branches: [ main ]
 
 jobs:
-  # deploy_with_bdist_wheel:
-  #   runs-on: ${{ matrix.os }}
-  #   strategy:
-  #     matrix:
-  #       os: [windows-latest, ubuntu-22.04, macos-13, macos-latest]
-  #       python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-  #       exclude:
-  #         - os: macos-13
-  #           python-version: "3.11"
-  #         - os: macos-13
-  #           python-version: "3.12"
+  deploy_with_bdist_wheel:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, ubuntu-22.04, macos-13, macos-latest]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        exclude:
+          - os: macos-13
+            python-version: "3.11"
+          - os: macos-13
+            python-version: "3.12"
 
-  #   steps:
-  #   - uses: actions/checkout@v3
-  #   - name: Set up Python ${{ matrix.python-version }}
-  #     uses: actions/setup-python@v4
-  #     with:
-  #       python-version: ${{ matrix.python-version }}
-  #   - name: Install dependencies
-  #     run: |
-  #       make dev
-  #   - name: Build wheel on ${{ matrix.os }}
-  #     run: |
-  #       make build
-  #   - name: Build and publish
-  #     env:
-  #       TWINE_USERNAME: __token__
-  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-  #     run: |
-  #       ls dist
-  #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        make dev
+    - name: Build wheel on ${{ matrix.os }}
+      run: |
+        make build
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 87954a4b65..deaa44e890 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.94"
+__version__ = "0.9.5.93"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 34a53033f170280541071f1013d788aa3fd600f1 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Wed, 18 Dec 2024 22:21:52 +0800
Subject: [PATCH 048/104] fix upload to testpypi error

---
 .github/workflows/python-publish.yml | 2 +-
 qlib/__init__.py                     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 734655561d..c587d3f887 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, ubuntu-22.04, macos-13, macos-latest]
+        os: [windows-latest, macos-13, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
         exclude:
           - os: macos-13
diff --git a/qlib/__init__.py b/qlib/__init__.py
index deaa44e890..a182f1bfd0 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.93"
+__version__ = "0.9.5.92"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 05a9f8cd309c371420d1b311a84e26e092b5336c Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 10:41:31 +0800
Subject: [PATCH 049/104] test pip install from testpypi

---
 .github/workflows/python-publish.yml     |  6 +--
 .github/workflows/test_qlib_from_pip.yml | 56 ++++++++++++++++++++++++
 2 files changed, 58 insertions(+), 4 deletions(-)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index c587d3f887..54be619ab9 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -4,10 +4,8 @@
 name: Upload Python Package
 
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
 
 jobs:
   deploy_with_bdist_wheel:
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..5f53f1d316
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,56 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-14, macos-latest]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ pyqlib==0.9.5.92
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 6a4273c30009104fe37c2f83a1e29615ad6039e0 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 10:50:20 +0800
Subject: [PATCH 050/104] test pip install from testpypi

---
 .github/workflows/test_qlib_from_pip.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 5f53f1d316..6b386d85a6 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -32,7 +32,7 @@ jobs:
 
     - name: Qlib installation test
       run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ pyqlib==0.9.5.92
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib[dev]==0.9.5.92
 
     - name: Install Lightgbm for MacOS
       if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}

From 431b9c128175ccd6fc516b00e8e3f9825973d64d Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 12:29:15 +0800
Subject: [PATCH 051/104] fix macos package name error

---
 .github/workflows/python-publish.yml     | 75 +++++++++++++-----------
 .github/workflows/test_qlib_from_pip.yml | 56 ------------------
 qlib/__init__.py                         |  2 +-
 3 files changed, 42 insertions(+), 91 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 54be619ab9..8dbd0ea9bd 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -4,21 +4,18 @@
 name: Upload Python Package
 
 on:
-  release:
-    types: [published]
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, macos-13, macos-latest]
+        os: [windows-latest, macos-13, macos-14, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-        exclude:
-          - os: macos-13
-            python-version: "3.11"
-          - os: macos-13
-            python-version: "3.12"
 
     steps:
     - uses: actions/checkout@v3
@@ -29,6 +26,16 @@ jobs:
     - name: Install dependencies
       run: |
         make dev
+    - name: Set MACOSX_DEPLOYMENT_TARGET
+      run: |
+        if [[ ${{ matrix.os }} == "macos-13" ]]; then
+          export MACOSX_DEPLOYMENT_TARGET=13.0
+        elif [[ ${{ matrix.os }} == "macos-14" ]]; then
+          export MACOSX_DEPLOYMENT_TARGET=14.0
+        else
+          export MACOSX_DEPLOYMENT_TARGET=15.0  # Default for macos-latest
+        fi
+        echo "MACOSX_DEPLOYMENT_TARGET=$MACOSX_DEPLOYMENT_TARGET"
     - name: Build wheel on ${{ matrix.os }}
       run: |
         make build
@@ -41,32 +48,32 @@ jobs:
         twine check dist/*.whl
         twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
-  deploy_with_manylinux:
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
-      with:
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
-        build-requirements: 'numpy cython'
-    - name: Install dependencies
-      run: |
-        python -m pip install twine
-        python -m pip list
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        ls dist
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
+  # deploy_with_manylinux:
+  #   runs-on: ubuntu-latest
+  #   steps:
+  #   - uses: actions/checkout@v3
+  #   - name: Set up Python ${{ matrix.python-version }}
+  #     uses: actions/setup-python@v4
+  #     with:
+  #       python-version: ${{ matrix.python-version }}
+  #   - name: Build wheel on Linux
+  #     uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+  #     with:
+  #       # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+  #       python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
+  #       build-requirements: 'numpy cython'
+  #   - name: Install dependencies
+  #     run: |
+  #       python -m pip install twine
+  #       python -m pip list
+  #   - name: Build and publish
+  #     env:
+  #       TWINE_USERNAME: __token__
+  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+  #     run: |
+  #       ls dist
+  #       twine check dist/*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
 
   # build_wheels:
   #   runs-on: ${{ matrix.os }}
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index 6b386d85a6..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,56 +0,0 @@
-name: Test qlib from pip
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-14, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib[dev]==0.9.5.92
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml
diff --git a/qlib/__init__.py b/qlib/__init__.py
index a182f1bfd0..b2192f2060 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.92"
+__version__ = "0.9.5.91"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 5281d77fbb326d5c9b60d80537dec5824da9aa98 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 13:09:00 +0800
Subject: [PATCH 052/104] fix macos package name error

---
 .github/workflows/python-publish.yml | 28 ++++++++++++++++------------
 1 file changed, 16 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 8dbd0ea9bd..293e1cc913 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -26,27 +26,31 @@ jobs:
     - name: Install dependencies
       run: |
         make dev
-    - name: Set MACOSX_DEPLOYMENT_TARGET
-      run: |
-        if [[ ${{ matrix.os }} == "macos-13" ]]; then
-          export MACOSX_DEPLOYMENT_TARGET=13.0
-        elif [[ ${{ matrix.os }} == "macos-14" ]]; then
-          export MACOSX_DEPLOYMENT_TARGET=14.0
-        else
-          export MACOSX_DEPLOYMENT_TARGET=15.0  # Default for macos-latest
-        fi
-        echo "MACOSX_DEPLOYMENT_TARGET=$MACOSX_DEPLOYMENT_TARGET"
     - name: Build wheel on ${{ matrix.os }}
       run: |
         make build
+    - name: Rename macos filename
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
+      run: |
+        python -c "
+        from pathlib import Path
+        import subprocess
+        replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0'
+        for whl_file in Path('./dist').glob('*.whl'):
+            parts = whl_file.name.split('_')
+            be_replaced = '_'.join(parts[1:3])
+            new_name = whl_file.name.replace(be_replaced, replaced)
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
+        "
     - name: Build and publish
       env:
         TWINE_USERNAME: __token__
         TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
       run: |
-        ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
   # deploy_with_manylinux:
   #   runs-on: ubuntu-latest

From 8e1c7d395bae0e05a34780d6eaabe9797522f2d7 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 13:37:58 +0800
Subject: [PATCH 053/104] fix macos package name error

---
 .github/workflows/python-publish.yml | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 293e1cc913..3236efd361 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, macos-13, macos-14, macos-latest]
+        os: [windows-latest, macos-13, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
     steps:
@@ -35,13 +35,14 @@ jobs:
         python -c "
         from pathlib import Path
         import subprocess
+        import shutil
         replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0'
         for whl_file in Path('./dist').glob('*.whl'):
             parts = whl_file.name.split('_')
             be_replaced = '_'.join(parts[1:3])
             new_name = whl_file.name.replace(be_replaced, replaced)
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
+            new_whl_file = whl_file.resolve().parent.joinpath(whl_file.with_name(new_name))
+            shutil.copy(whl_file.resolve(), new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
         "
     - name: Build and publish

From f4bcbe3a0a18aa1382041ef4471a137087e326d5 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 13:47:33 +0800
Subject: [PATCH 054/104] fix macos package name error

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3236efd361..287f7db214 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -41,7 +41,7 @@ jobs:
             parts = whl_file.name.split('_')
             be_replaced = '_'.join(parts[1:3])
             new_name = whl_file.name.replace(be_replaced, replaced)
-            new_whl_file = whl_file.resolve().parent.joinpath(whl_file.with_name(new_name))
+            new_whl_file = whl_file.resolve().parent.parent.joinpath(whl_file.with_name(new_name))
             shutil.copy(whl_file.resolve(), new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
         "

From 351eea1f785716bf7b95ed8df712ec26d374e773 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 13:59:08 +0800
Subject: [PATCH 055/104] fix macos package name error

---
 .github/workflows/python-publish.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 287f7db214..eda4b6de43 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -35,16 +35,16 @@ jobs:
         python -c "
         from pathlib import Path
         import subprocess
-        import shutil
         replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0'
         for whl_file in Path('./dist').glob('*.whl'):
             parts = whl_file.name.split('_')
             be_replaced = '_'.join(parts[1:3])
             new_name = whl_file.name.replace(be_replaced, replaced)
-            new_whl_file = whl_file.resolve().parent.parent.joinpath(whl_file.with_name(new_name))
-            shutil.copy(whl_file.resolve(), new_whl_file)
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
         "
+        make build
     - name: Build and publish
       env:
         TWINE_USERNAME: __token__

From b5120745679f52fcfbe10a865a66b8b751a07de8 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 14:23:39 +0800
Subject: [PATCH 056/104] fix macos package name error

---
 .github/workflows/python-publish.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index eda4b6de43..91c9cf9a53 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -44,6 +44,9 @@ jobs:
             whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
         "
+    - name: Build the project
+      if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
+      run: |
         make build
     - name: Build and publish
       env:

From 16fc2f54c29d4615b824dd4f8c9776cff7b92be6 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 14:40:09 +0800
Subject: [PATCH 057/104] fix macos package name error

---
 .github/workflows/python-publish.yml | 54 ++++++++++++++--------------
 qlib/__init__.py                     |  2 +-
 2 files changed, 28 insertions(+), 28 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 91c9cf9a53..0a1baa0f26 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -54,34 +54,34 @@ jobs:
         TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
       run: |
         twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
-  # deploy_with_manylinux:
-  #   runs-on: ubuntu-latest
-  #   steps:
-  #   - uses: actions/checkout@v3
-  #   - name: Set up Python ${{ matrix.python-version }}
-  #     uses: actions/setup-python@v4
-  #     with:
-  #       python-version: ${{ matrix.python-version }}
-  #   - name: Build wheel on Linux
-  #     uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
-  #     with:
-  #       # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-  #       python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
-  #       build-requirements: 'numpy cython'
-  #   - name: Install dependencies
-  #     run: |
-  #       python -m pip install twine
-  #       python -m pip list
-  #   - name: Build and publish
-  #     env:
-  #       TWINE_USERNAME: __token__
-  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-  #     run: |
-  #       ls dist
-  #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
+  deploy_with_manylinux:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Build wheel on Linux
+      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+      with:
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
+        build-requirements: 'numpy cython'
+    - name: Install dependencies
+      run: |
+        python -m pip install twine
+        python -m pip list
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
 
   # build_wheels:
   #   runs-on: ${{ matrix.os }}
diff --git a/qlib/__init__.py b/qlib/__init__.py
index b2192f2060..6b2b0cdca4 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.91"
+__version__ = "0.9.5.90"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 2e2f9125a730de5fca18f235843cf363b9e2db14 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 14:58:28 +0800
Subject: [PATCH 058/104] test package with pip

---
 .github/workflows/python-publish.yml | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 0a1baa0f26..8196ca1df7 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -4,10 +4,8 @@
 name: Upload Python Package
 
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
 
 jobs:
   deploy_with_bdist_wheel:

From b80abdaf890a8dbfd84ec5a16a5d1d8979009225 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 14:59:33 +0800
Subject: [PATCH 059/104] test package with pip

---
 .github/workflows/test_qlib_from_pip.yml | 56 ++++++++++++++++++++++++
 1 file changed, 56 insertions(+)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..ca31342c3e
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,56 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-latest]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.90
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 0b938bddddea0c1c31dd60e617e9383d9a6b2db5 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 15:15:20 +0800
Subject: [PATCH 060/104] fix pip install not matching packages

---
 .github/workflows/python-publish.yml     | 16 +++++++++++-----
 .github/workflows/test_qlib_from_pip.yml | 12 ++++++++----
 qlib/__init__.py                         |  2 +-
 3 files changed, 20 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 8196ca1df7..cd482ffe64 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,9 +3,15 @@
 
 name: Upload Python Package
 
+# on:
+#   release:
+#     types: [published]
+
 on:
-  release:
-    types: [published]
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:
@@ -33,10 +39,10 @@ jobs:
         python -c "
         from pathlib import Path
         import subprocess
-        replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0'
+        replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_x86_64'
         for whl_file in Path('./dist').glob('*.whl'):
-            parts = whl_file.name.split('_')
-            be_replaced = '_'.join(parts[1:3])
+            parts = whl_file.stem.split('_')
+            be_replaced = '_'.join(parts[1:])
             new_name = whl_file.name.replace(be_replaced, replaced)
             new_whl_file = whl_file.with_name(new_name)
             whl_file.rename(new_whl_file)
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index ca31342c3e..b2fe44e781 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -1,10 +1,14 @@
 name: Test qlib from pip
 
+# on:
+#   push:
+#     branches: [ main ]
+#   pull_request:
+#     branches: [ main ]
+
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
 
 jobs:
   build:
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 6b2b0cdca4..5737e40def 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.90"
+__version__ = "0.9.5.89"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From f45d0317275cb53986609e775690623f1fa26e12 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 15:16:44 +0800
Subject: [PATCH 061/104] fix pip install not matching packages

---
 .github/workflows/test_qlib_from_pip.yml | 60 ------------------------
 1 file changed, 60 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index b2fe44e781..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,60 +0,0 @@
-name: Test qlib from pip
-
-# on:
-#   push:
-#     branches: [ main ]
-#   pull_request:
-#     branches: [ main ]
-
-on:
-  release:
-    types: [published]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.90
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 82e755dc7fc6f98d471ceb1062d0f57b89d4c32f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 15:29:51 +0800
Subject: [PATCH 062/104] fix pip install not matching packages

---
 .github/workflows/python-publish.yml     | 16 +++----
 .github/workflows/test_qlib_from_pip.yml | 56 ++++++++++++++++++++++++
 2 files changed, 64 insertions(+), 8 deletions(-)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index cd482ffe64..ae022689ac 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,15 +3,15 @@
 
 name: Upload Python Package
 
-# on:
-#   release:
-#     types: [published]
-
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
+
+# on:
+#   push:
+#     branches: [ main ]
+#   pull_request:
+#     branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..121c39d2ab
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,56 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-latest]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.89
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 9d324f648139e8b8dfa325da705f39f33fb8ebab Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 15:41:36 +0800
Subject: [PATCH 063/104] fix pip install not matching packages

---
 .github/workflows/test_qlib_from_pip.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 121c39d2ab..9415491b4e 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -18,7 +18,7 @@ jobs:
         # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
         # after macos-13 python 3.7 is no longer supported.
         # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-latest]
+        os: [macos-13, macos-latest]
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
@@ -32,7 +32,7 @@ jobs:
 
     - name: Qlib installation test
       run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.89
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib
 
     - name: Install Lightgbm for MacOS
       if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}

From a9941bd25c3404a5feda533452b1bfe579c32502 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 15:43:45 +0800
Subject: [PATCH 064/104] fix pip install not matching packages

---
 .github/workflows/test_qlib_from_pip.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 9415491b4e..30ada6ea64 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -18,7 +18,7 @@ jobs:
         # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
         # after macos-13 python 3.7 is no longer supported.
         # so we limit the macos version to macos-13.
-        os: [macos-13, macos-latest]
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04]
         # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
@@ -32,7 +32,7 @@ jobs:
 
     - name: Qlib installation test
       run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.89
 
     - name: Install Lightgbm for MacOS
       if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}

From c03017628dff6e53ef32b43abec46498e28fc90d Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 16:24:50 +0800
Subject: [PATCH 065/104] build multi version for macos

---
 .github/workflows/python-publish.yml     | 126 ++++++++++++-----------
 .github/workflows/test_qlib_from_pip.yml |  56 ----------
 qlib/__init__.py                         |   2 +-
 3 files changed, 66 insertions(+), 118 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index ae022689ac..093c98d5ba 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, macos-13, macos-latest]
+        os: [macos-13, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
     steps:
@@ -33,14 +33,32 @@ jobs:
     - name: Build wheel on ${{ matrix.os }}
       run: |
         make build
-    - name: Rename macos filename
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-latest' }}
+    - name: change macos version and arm64
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
       run: |
+        python -c "
+        from pathlib import Path
+        import subprocess
+        replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_arm64'
+        for whl_file in Path('./dist').glob('*.whl'):
+          if "universal2" in whl_file.stem:
+            parts = whl_file.stem.split('_')
+            be_replaced = '_'.join(parts[1:])
+            new_name = whl_file.name.replace(be_replaced, replaced)
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
+        "
+    - name: change macos version and x86_64
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        make build
         python -c "
         from pathlib import Path
         import subprocess
         replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_x86_64'
         for whl_file in Path('./dist').glob('*.whl'):
+          if "universal2" in whl_file.stem:
             parts = whl_file.stem.split('_')
             be_replaced = '_'.join(parts[1:])
             new_name = whl_file.name.replace(be_replaced, replaced)
@@ -48,81 +66,67 @@ jobs:
             whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
         "
-    - name: Build the project
+    - name: change macos version and arm64
       if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
       run: |
         make build
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+        python -c "
+        from pathlib import Path
+        for whl_file in Path('./dist').glob('*.whl'):
+          if "universal2" in whl_file.stem:
+            new_name = whl_file.name.replace("universal2", "arm64")
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
+        "
+    - name: change macos version and x86_64
+      if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
       run: |
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
-
-  deploy_with_manylinux:
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Build wheel on Linux
-      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
-      with:
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
-        build-requirements: 'numpy cython'
-    - name: Install dependencies
+        make build
+        python -c "
+        from pathlib import Path
+        for whl_file in Path('./dist').glob('*.whl'):
+          if "universal2" in whl_file.stem:
+            new_name = whl_file.name.replace("universal2", "x86_64")
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
+        "
+    - name: Build the project
+      if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
       run: |
-        python -m pip install twine
-        python -m pip list
+        make build
     - name: Build and publish
       env:
         TWINE_USERNAME: __token__
         TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
       run: |
-        ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
-
-  # build_wheels:
-  #   runs-on: ${{ matrix.os }}
-  #   strategy:
-  #     matrix:
-  #       os: [windows-latest, ubuntu-latest, macos-13, macos-latest]
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
+  # deploy_with_manylinux:
+  #   runs-on: ubuntu-latest
   #   steps:
-  #   - name: Checkout repo
-  #     uses: actions/checkout@v4
-
-  #   # - name: Set up Python ${{ matrix.python-version }}
-  #   #   uses: actions/setup-python@v5
-  #   #   with:
-  #   #     python-version: ${{ matrix.python-version }}
-    
-  #   # - name: Install cibuildwheel
-  #   #   run: |
-  #   #     python -m pip install --upgrade pip
-  #   #     python -m pip install cibuildwheel
-
-  #   # - name: Build wheel
-  #   #   run: |
-  #   #     python -m cibuildwheel --output-dir dist
-
-  #   - name: Build wheel
-  #     uses: pypa/cibuildwheel@v2.22.0
+  #   - uses: actions/checkout@v3
+  #   - name: Set up Python ${{ matrix.python-version }}
+  #     uses: actions/setup-python@v4
   #     with:
-  #       package-dir: .
-  #       output-dir: dist
-  #       config-file: "pyproject.toml"
-
-  #   - name: Upload wheel
+  #       python-version: ${{ matrix.python-version }}
+  #   - name: Build wheel on Linux
+  #     uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+  #     with:
+  #       # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+  #       python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
+  #       build-requirements: 'numpy cython'
+  #   - name: Install dependencies
+  #     run: |
+  #       python -m pip install twine
+  #       python -m pip list
+  #   - name: Build and publish
   #     env:
   #       TWINE_USERNAME: __token__
   #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
   #     run: |
   #       ls dist
   #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index 30ada6ea64..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,56 +0,0 @@
-name: Test qlib from pip
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [windows-latest, ubuntu-20.04, ubuntu-22.04]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.89
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 5737e40def..349bd3f56c 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.89"
+__version__ = "0.9.5.88"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 6f39f166957f0bb238720f1980bc78b7ed056ead Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 16:25:57 +0800
Subject: [PATCH 066/104] build multi version for macos

---
 .github/workflows/python-publish.yml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 093c98d5ba..99c7e0b775 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,15 +3,15 @@
 
 name: Upload Python Package
 
-on:
-  release:
-    types: [published]
-
 # on:
-#   push:
-#     branches: [ main ]
-#   pull_request:
-#     branches: [ main ]
+#   release:
+#     types: [published]
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:

From fe8a860f5e0380ab6faa418eb5167e0d99b54989 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 16:35:07 +0800
Subject: [PATCH 067/104] build multi version for macos

---
 .github/workflows/python-publish.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 99c7e0b775..1bc8bfbd80 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -41,7 +41,7 @@ jobs:
         import subprocess
         replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_arm64'
         for whl_file in Path('./dist').glob('*.whl'):
-          if "universal2" in whl_file.stem:
+          if 'universal2' in whl_file.stem:
             parts = whl_file.stem.split('_')
             be_replaced = '_'.join(parts[1:])
             new_name = whl_file.name.replace(be_replaced, replaced)
@@ -58,7 +58,7 @@ jobs:
         import subprocess
         replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_x86_64'
         for whl_file in Path('./dist').glob('*.whl'):
-          if "universal2" in whl_file.stem:
+          if 'universal2' in whl_file.stem:
             parts = whl_file.stem.split('_')
             be_replaced = '_'.join(parts[1:])
             new_name = whl_file.name.replace(be_replaced, replaced)
@@ -73,8 +73,8 @@ jobs:
         python -c "
         from pathlib import Path
         for whl_file in Path('./dist').glob('*.whl'):
-          if "universal2" in whl_file.stem:
-            new_name = whl_file.name.replace("universal2", "arm64")
+          if 'universal2' in whl_file.stem:
+            new_name = whl_file.name.replace('universal2', 'arm64')
             new_whl_file = whl_file.with_name(new_name)
             whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
@@ -86,8 +86,8 @@ jobs:
         python -c "
         from pathlib import Path
         for whl_file in Path('./dist').glob('*.whl'):
-          if "universal2" in whl_file.stem:
-            new_name = whl_file.name.replace("universal2", "x86_64")
+          if 'universal2' in whl_file.stem:
+            new_name = whl_file.name.replace('universal2', 'x86_64')
             new_whl_file = whl_file.with_name(new_name)
             whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')

From e3363208a0b8b056ecefecc30ca3652ca563712f Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 16:50:29 +0800
Subject: [PATCH 068/104] test pip for macos

---
 .github/workflows/python-publish.yml     | 16 +++----
 .github/workflows/test_qlib_from_pip.yml | 56 ++++++++++++++++++++++++
 2 files changed, 64 insertions(+), 8 deletions(-)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 1bc8bfbd80..45efda3631 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,15 +3,15 @@
 
 name: Upload Python Package
 
-# on:
-#   release:
-#     types: [published]
-
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
+
+# on:
+#   push:
+#     branches: [ main ]
+#   pull_request:
+#     branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..45c8113d7d
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,56 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [macos-13, macos-latest]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.88
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From d31d17e7aa71b260d4499d51e6ac7d1602b8ac3b Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 17:18:36 +0800
Subject: [PATCH 069/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml     | 203 ++++++++++++-----------
 .github/workflows/test_qlib_from_pip.yml |  56 -------
 qlib/__init__.py                         |   2 +-
 3 files changed, 111 insertions(+), 150 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 45efda3631..43d369d552 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,106 +3,123 @@
 
 name: Upload Python Package
 
-on:
-  release:
-    types: [published]
-
 # on:
-#   push:
-#     branches: [ main ]
-#   pull_request:
-#     branches: [ main ]
+#   release:
+#     types: [published]
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
-  deploy_with_bdist_wheel:
-    runs-on: ${{ matrix.os }}
+  # deploy_with_windows:
+  #   runs-on: ${{ matrix.os }}
+  #   strategy:
+  #     matrix:
+  #       os: [windows-latest, macos-13, macos-latest]
+  #       python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+  #   steps:
+  #   - uses: actions/checkout@v3
+  #   - name: Set up Python ${{ matrix.python-version }}
+  #     uses: actions/setup-python@v4
+  #     with:
+  #       python-version: ${{ matrix.python-version }}
+  #   - name: Install dependencies
+  #     run: |
+  #       make dev
+  #   - name: Build wheel on ${{ matrix.os }}
+  #     run: |
+  #       make build
+  #   - name: change macos version and arm64
+  #     if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+  #     run: |
+  #       python -c "
+  #       from pathlib import Path
+  #       import subprocess
+  #       replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_arm64'
+  #       for whl_file in Path('./dist').glob('*.whl'):
+  #         if 'universal2' in whl_file.stem:
+  #           parts = whl_file.stem.split('_')
+  #           be_replaced = '_'.join(parts[1:])
+  #           new_name = whl_file.name.replace(be_replaced, replaced)
+  #           new_whl_file = whl_file.with_name(new_name)
+  #           whl_file.rename(new_whl_file)
+  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
+  #       "
+  #   - name: change macos version and x86_64
+  #     if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+  #     run: |
+  #       make build
+  #       python -c "
+  #       from pathlib import Path
+  #       import subprocess
+  #       replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_x86_64'
+  #       for whl_file in Path('./dist').glob('*.whl'):
+  #         if 'universal2' in whl_file.stem:
+  #           parts = whl_file.stem.split('_')
+  #           be_replaced = '_'.join(parts[1:])
+  #           new_name = whl_file.name.replace(be_replaced, replaced)
+  #           new_whl_file = whl_file.with_name(new_name)
+  #           whl_file.rename(new_whl_file)
+  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
+  #       "
+  #   - name: change macos version and arm64
+  #     if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
+  #     run: |
+  #       make build
+  #       python -c "
+  #       from pathlib import Path
+  #       for whl_file in Path('./dist').glob('*.whl'):
+  #         if 'universal2' in whl_file.stem:
+  #           new_name = whl_file.name.replace('universal2', 'arm64')
+  #           new_whl_file = whl_file.with_name(new_name)
+  #           whl_file.rename(new_whl_file)
+  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
+  #       "
+  #   - name: change macos version and x86_64
+  #     if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
+  #     run: |
+  #       make build
+  #       python -c "
+  #       from pathlib import Path
+  #       for whl_file in Path('./dist').glob('*.whl'):
+  #         if 'universal2' in whl_file.stem:
+  #           new_name = whl_file.name.replace('universal2', 'x86_64')
+  #           new_whl_file = whl_file.with_name(new_name)
+  #           whl_file.rename(new_whl_file)
+  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
+  #       "
+  #   - name: Build the project
+  #     if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
+  #     run: |
+  #       make build
+  #   - name: Build and publish
+  #     env:
+  #       TWINE_USERNAME: __token__
+  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+  #     run: |
+  #       twine check dist/*.whl
+  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+
+  deploy_with_macos:
+    runs-on: ${{ matrix.buildplat[0] }}
     strategy:
       matrix:
-        os: [macos-13, macos-latest]
+        buildplat:
+          - [macos-13, macosx_arm64, ""]
+          - [macos-13, macosx_x86_64, ""]
+          - [macos-14, macosx_arm64, ""]
+          - [macos-14, macosx_x86_64, ""]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
     steps:
-    - uses: actions/checkout@v3
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        make dev
-    - name: Build wheel on ${{ matrix.os }}
-      run: |
-        make build
-    - name: change macos version and arm64
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        python -c "
-        from pathlib import Path
-        import subprocess
-        replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_arm64'
-        for whl_file in Path('./dist').glob('*.whl'):
-          if 'universal2' in whl_file.stem:
-            parts = whl_file.stem.split('_')
-            be_replaced = '_'.join(parts[1:])
-            new_name = whl_file.name.replace(be_replaced, replaced)
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
-        "
-    - name: change macos version and x86_64
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        make build
-        python -c "
-        from pathlib import Path
-        import subprocess
-        replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_x86_64'
-        for whl_file in Path('./dist').glob('*.whl'):
-          if 'universal2' in whl_file.stem:
-            parts = whl_file.stem.split('_')
-            be_replaced = '_'.join(parts[1:])
-            new_name = whl_file.name.replace(be_replaced, replaced)
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
-        "
-    - name: change macos version and arm64
-      if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-      run: |
-        make build
-        python -c "
-        from pathlib import Path
-        for whl_file in Path('./dist').glob('*.whl'):
-          if 'universal2' in whl_file.stem:
-            new_name = whl_file.name.replace('universal2', 'arm64')
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
-        "
-    - name: change macos version and x86_64
-      if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-      run: |
-        make build
-        python -c "
-        from pathlib import Path
-        for whl_file in Path('./dist').glob('*.whl'):
-          if 'universal2' in whl_file.stem:
-            new_name = whl_file.name.replace('universal2', 'x86_64')
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
-        "
-    - name: Build the project
-      if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-      run: |
-        make build
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: __token__
-        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      run: |
-        twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
+      - uses: actions/checkout@v3
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
 
   # deploy_with_manylinux:
   #   runs-on: ubuntu-latest
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index 45c8113d7d..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,56 +0,0 @@
-name: Test qlib from pip
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [macos-13, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.88
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 349bd3f56c..0a0579565a 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.88"
+__version__ = "0.9.5.87"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 36e2f66730ab9f92c0e3b3b6d33495d82af5ee38 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 17:22:34 +0800
Subject: [PATCH 070/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 21 +++++++++++++++++----
 1 file changed, 17 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 43d369d552..a787849a61 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -109,10 +109,10 @@ jobs:
     strategy:
       matrix:
         buildplat:
-          - [macos-13, macosx_arm64, ""]
-          - [macos-13, macosx_x86_64, ""]
-          - [macos-14, macosx_arm64, ""]
-          - [macos-14, macosx_x86_64, ""]
+          - [macos-13, macosx_arm64]
+          - [macos-13, macosx_x86_64]
+          - [macos-14, macosx_arm64]
+          - [macos-14, macosx_x86_64]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
     steps:
       - uses: actions/checkout@v3
@@ -120,6 +120,19 @@ jobs:
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          make dev
+      - name: Build wheel on ${{ matrix.os }}
+        run: |
+          make build
+      - name: Build and publish
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+        run: |
+          twine check dist/*.whl
+      
 
   # deploy_with_manylinux:
   #   runs-on: ubuntu-latest

From 2a2615a71e1130f7e7e16ea4b7210fe3e9575797 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 17:33:36 +0800
Subject: [PATCH 071/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 28 +++++++++++++++++-----------
 1 file changed, 17 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index a787849a61..d1ac955284 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -120,18 +120,24 @@ jobs:
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
-      - name: Install dependencies
+      # - name: Install dependencies
+      #   run: |
+      #     make dev
+      # - name: Build wheel on ${{ matrix.os }}
+      #   run: |
+      #     make build
+      - name: Run python scripts
         run: |
-          make dev
-      - name: Build wheel on ${{ matrix.os }}
-        run: |
-          make build
-      - name: Build and publish
-        env:
-          TWINE_USERNAME: __token__
-          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-        run: |
-          twine check dist/*.whl
+          python -c "
+          a = '${{ matrix.buildplat[1] }}'
+          print(f'Value of a: {a}')
+          "
+      # - name: Build and publish
+      #   env:
+      #     TWINE_USERNAME: __token__
+      #     TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      #   run: |
+      #     twine check dist/*.whl
       
 
   # deploy_with_manylinux:

From 92e1f07a01ed285eb250a36abf3db37ac7fcad42 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 17:37:46 +0800
Subject: [PATCH 072/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index d1ac955284..de9a493f88 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -129,8 +129,11 @@ jobs:
       - name: Run python scripts
         run: |
           python -c "
-          a = '${{ matrix.buildplat[1] }}'
-          print(f'Value of a: {a}')
+          plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
+          sys_ver_info = '${{ matrix.buildplat[1] }}'.split('-')[-1]
+
+          print(f'Value of plat_info: {plat_info}')
+          print(f'Value of sys_ver_info: {sys_ver_info}')
           "
       # - name: Build and publish
       #   env:

From 2d595aca08146e59e2a542485deff2318cc39971 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 18:43:47 +0800
Subject: [PATCH 073/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 44 +++++++++++++++++++++-------
 1 file changed, 33 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index de9a493f88..3d325d720f 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -126,21 +126,43 @@ jobs:
       # - name: Build wheel on ${{ matrix.os }}
       #   run: |
       #     make build
-      - name: Run python scripts
+      - name: Build 1
         run: |
+          make build
           python -c "
           plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
-          sys_ver_info = '${{ matrix.buildplat[1] }}'.split('-')[-1]
-
-          print(f'Value of plat_info: {plat_info}')
-          print(f'Value of sys_ver_info: {sys_ver_info}')
+          sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
+          replaced = f'{sys_ver_info}_0_{plat_info}'
+          for whl_file in Path('./dist').glob('*.whl'):
+          if 'universal2' in whl_file.stem:
+            new_name = whl_file.name.replace(be_replaced, replaced)
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
-      # - name: Build and publish
-      #   env:
-      #     TWINE_USERNAME: __token__
-      #     TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-      #   run: |
-      #     twine check dist/*.whl
+      - name: Build 2
+        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
+        run: |
+          make build
+          python -c "
+          plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
+          for whl_file in Path('./dist').glob('*.whl'):
+          if 'universal2' in whl_file.stem:
+            new_name = whl_file.name.replace('universal2', 'plat_info')
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
+          "
+      - name: Build 2
+        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
+        run: |
+          make build
+      - name: Build and publish
+        env:
+          TWINE_USERNAME: __token__
+          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+        run: |
+          twine check dist/*.whl
       
 
   # deploy_with_manylinux:

From e28c1e0c3831919cac7899b9ddea9a20ce2447fd Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 18:44:41 +0800
Subject: [PATCH 074/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3d325d720f..58f9ce1ae9 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -120,9 +120,9 @@ jobs:
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
-      # - name: Install dependencies
-      #   run: |
-      #     make dev
+      - name: Install dependencies
+        run: |
+          make dev
       # - name: Build wheel on ${{ matrix.os }}
       #   run: |
       #     make build

From 043d283d2a6f11c975925ca3ac005d9dd42833b7 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 18:49:21 +0800
Subject: [PATCH 075/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 58f9ce1ae9..62282a52f4 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -134,11 +134,11 @@ jobs:
           sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
           replaced = f'{sys_ver_info}_0_{plat_info}'
           for whl_file in Path('./dist').glob('*.whl'):
-          if 'universal2' in whl_file.stem:
-            new_name = whl_file.name.replace(be_replaced, replaced)
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
+            if 'universal2' in whl_file.stem:
+              new_name = whl_file.name.replace(be_replaced, replaced)
+              new_whl_file = whl_file.with_name(new_name)
+              whl_file.rename(new_whl_file)
+              print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
       - name: Build 2
         if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
@@ -147,11 +147,11 @@ jobs:
           python -c "
           plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
           for whl_file in Path('./dist').glob('*.whl'):
-          if 'universal2' in whl_file.stem:
-            new_name = whl_file.name.replace('universal2', 'plat_info')
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
+            if 'universal2' in whl_file.stem:
+              new_name = whl_file.name.replace('universal2', 'plat_info')
+              new_whl_file = whl_file.with_name(new_name)
+              whl_file.rename(new_whl_file)
+              print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
       - name: Build 2
         if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}

From ed360a58d92e68e155112f97a5899004c608e57e Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 19:20:03 +0800
Subject: [PATCH 076/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 62282a52f4..e371239a75 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -130,6 +130,7 @@ jobs:
         run: |
           make build
           python -c "
+          from pathlib import Path
           plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
           sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
           replaced = f'{sys_ver_info}_0_{plat_info}'
@@ -145,6 +146,7 @@ jobs:
         run: |
           make build
           python -c "
+          from pathlib import Path
           plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
           for whl_file in Path('./dist').glob('*.whl'):
             if 'universal2' in whl_file.stem:

From ef289faf30be7ec8643e92fb49f576bb92b9d43e Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 19:24:11 +0800
Subject: [PATCH 077/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index e371239a75..92e903036a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -136,6 +136,8 @@ jobs:
           replaced = f'{sys_ver_info}_0_{plat_info}'
           for whl_file in Path('./dist').glob('*.whl'):
             if 'universal2' in whl_file.stem:
+              parts = whl_file.stem.split('_')
+              be_replaced = '_'.join(parts[1:])
               new_name = whl_file.name.replace(be_replaced, replaced)
               new_whl_file = whl_file.with_name(new_name)
               whl_file.rename(new_whl_file)

From ece56371d960704d9d80a9c80110cfb76a8f8803 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 19:32:54 +0800
Subject: [PATCH 078/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 92e903036a..8f989867d1 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -131,7 +131,7 @@ jobs:
           make build
           python -c "
           from pathlib import Path
-          plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
+          plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
           sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
           replaced = f'{sys_ver_info}_0_{plat_info}'
           for whl_file in Path('./dist').glob('*.whl'):
@@ -149,10 +149,10 @@ jobs:
           make build
           python -c "
           from pathlib import Path
-          plat_info = '${{ matrix.buildplat[1] }}'.split('_')[-1]
+          plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
           for whl_file in Path('./dist').glob('*.whl'):
             if 'universal2' in whl_file.stem:
-              new_name = whl_file.name.replace('universal2', 'plat_info')
+              new_name = whl_file.name.replace('universal2', plat_info)
               new_whl_file = whl_file.with_name(new_name)
               whl_file.rename(new_whl_file)
               print(f'Renamed: {whl_file} -> {new_whl_file}')

From 848e1f9b1873e474eb9432c33c613f70addf24e6 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 20:06:36 +0800
Subject: [PATCH 079/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 8f989867d1..6d700d3a71 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -127,6 +127,9 @@ jobs:
       #   run: |
       #     make build
       - name: Build 1
+        run: |
+          make build
+      - name: Rename 1
         run: |
           make build
           python -c "
@@ -147,6 +150,9 @@ jobs:
         if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           make build
+      - name: Rename 2
+        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
+        run: |
           python -c "
           from pathlib import Path
           plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
@@ -157,7 +163,7 @@ jobs:
               whl_file.rename(new_whl_file)
               print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
-      - name: Build 2
+      - name: Build 3
         if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           make build
@@ -167,6 +173,7 @@ jobs:
           TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
         run: |
           twine check dist/*.whl
+          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
       
 
   # deploy_with_manylinux:

From e4910dd7d1250d76a0a14a422a72afec4f8db309 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 20:10:46 +0800
Subject: [PATCH 080/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 1 -
 qlib/__init__.py                     | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 6d700d3a71..6d55829252 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -173,7 +173,6 @@ jobs:
           TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
         run: |
           twine check dist/*.whl
-          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
       
 
   # deploy_with_manylinux:
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 0a0579565a..565574c359 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.87"
+__version__ = "0.9.5.86"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 01d20119053d17b2ad6fb1c21395ffab755c74e2 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 20:47:55 +0800
Subject: [PATCH 081/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 6d55829252..3a7a0424ff 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -131,18 +131,22 @@ jobs:
           make build
       - name: Rename 1
         run: |
-          make build
           python -c "
           from pathlib import Path
           plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
           sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
           replaced = f'{sys_ver_info}_0_{plat_info}'
+          print(replaced)
           for whl_file in Path('./dist').glob('*.whl'):
             if 'universal2' in whl_file.stem:
               parts = whl_file.stem.split('_')
+              print(parts)
               be_replaced = '_'.join(parts[1:])
+              print(be_replaced)
               new_name = whl_file.name.replace(be_replaced, replaced)
+              print(new_name)
               new_whl_file = whl_file.with_name(new_name)
+              print(new_whl_file)
               whl_file.rename(new_whl_file)
               print(f'Renamed: {whl_file} -> {new_whl_file}')
           "

From 22ca863113d1637f344aee10757d0be9bf566a70 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 20:59:46 +0800
Subject: [PATCH 082/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 21 ++++++++++-----------
 1 file changed, 10 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 3a7a0424ff..eac3552bdc 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -138,17 +138,16 @@ jobs:
           replaced = f'{sys_ver_info}_0_{plat_info}'
           print(replaced)
           for whl_file in Path('./dist').glob('*.whl'):
-            if 'universal2' in whl_file.stem:
-              parts = whl_file.stem.split('_')
-              print(parts)
-              be_replaced = '_'.join(parts[1:])
-              print(be_replaced)
-              new_name = whl_file.name.replace(be_replaced, replaced)
-              print(new_name)
-              new_whl_file = whl_file.with_name(new_name)
-              print(new_whl_file)
-              whl_file.rename(new_whl_file)
-              print(f'Renamed: {whl_file} -> {new_whl_file}')
+            parts = whl_file.stem.split('_')
+            print(parts)
+            be_replaced = '_'.join(parts[1:])
+            print(be_replaced)
+            new_name = whl_file.name.replace(be_replaced, replaced)
+            print(new_name)
+            new_whl_file = whl_file.with_name(new_name)
+            print(new_whl_file)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
       - name: Build 2
         if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}

From 59d28b8a111cb13f3b30d5eaf34a7b8f8adec37d Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 21:21:15 +0800
Subject: [PATCH 083/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index eac3552bdc..75b7d01c6a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -150,24 +150,20 @@ jobs:
             print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
       - name: Build 2
-        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           make build
       - name: Rename 2
-        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           python -c "
           from pathlib import Path
           plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
           for whl_file in Path('./dist').glob('*.whl'):
-            if 'universal2' in whl_file.stem:
-              new_name = whl_file.name.replace('universal2', plat_info)
-              new_whl_file = whl_file.with_name(new_name)
-              whl_file.rename(new_whl_file)
-              print(f'Renamed: {whl_file} -> {new_whl_file}')
+            new_name = whl_file.name.replace('universal2', plat_info)
+            new_whl_file = whl_file.with_name(new_name)
+            whl_file.rename(new_whl_file)
+            print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
       - name: Build 3
-        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           make build
       - name: Build and publish

From abeb5cfbe0dc81c9a1df78c711f68e2c7c4971e9 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 21:37:55 +0800
Subject: [PATCH 084/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 75b7d01c6a..623325e247 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -158,7 +158,9 @@ jobs:
           from pathlib import Path
           plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
           for whl_file in Path('./dist').glob('*.whl'):
-            new_name = whl_file.name.replace('universal2', plat_info)
+            parts = whl_file.stem.split('_', 3)
+            be_replaced = parts[-1]
+            new_name = whl_file.name.replace(be_replaced, plat_info)
             new_whl_file = whl_file.with_name(new_name)
             whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')

From fed2691cbed9d62bfa3545b3e16975d7c0c08676 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 22:08:00 +0800
Subject: [PATCH 085/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 7 ++++---
 qlib/__init__.py                     | 2 +-
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 623325e247..828efd6abf 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -165,15 +165,16 @@ jobs:
             whl_file.rename(new_whl_file)
             print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
-      - name: Build 3
-        run: |
-          make build
+      # - name: Build 3
+      #   run: |
+      #     make build
       - name: Build and publish
         env:
           TWINE_USERNAME: __token__
           TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
         run: |
           twine check dist/*.whl
+          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
       
 
   # deploy_with_manylinux:
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 565574c359..22069b3002 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.86"
+__version__ = "0.9.5.85"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From bfec2aa27a126c710438d038dfe9a65f0ccb7143 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 22:31:43 +0800
Subject: [PATCH 086/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 828efd6abf..88cbd5c0d9 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -150,9 +150,11 @@ jobs:
             print(f'Renamed: {whl_file} -> {new_whl_file}')
           "
       - name: Build 2
+        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           make build
       - name: Rename 2
+        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           python -c "
           from pathlib import Path

From 04ffb400b25f10ff4a40967fc87dc63ce35db3cd Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 22:32:01 +0800
Subject: [PATCH 087/104] rewrite deploy with macos

---
 qlib/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/qlib/__init__.py b/qlib/__init__.py
index 22069b3002..77c7ce0037 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.85"
+__version__ = "0.9.5.84"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 94458af3f7e73530419a78381d472f150e52e7e0 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 22:40:52 +0800
Subject: [PATCH 088/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml     | 16 +++----
 .github/workflows/test_qlib_from_pip.yml | 56 ++++++++++++++++++++++++
 2 files changed, 64 insertions(+), 8 deletions(-)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 88cbd5c0d9..4c63d41a19 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,15 +3,15 @@
 
 name: Upload Python Package
 
-# on:
-#   release:
-#     types: [published]
-
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
+
+# on:
+#   push:
+#     branches: [ main ]
+#   pull_request:
+#     branches: [ main ]
 
 jobs:
   # deploy_with_windows:
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..189e14e348
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,56 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [macos-13, macos-latest]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.89
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 5222de49349bc4e620a9186590b07740380affaf Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 22:41:20 +0800
Subject: [PATCH 089/104] rewrite deploy with macos

---
 .github/workflows/test_qlib_from_pip.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 189e14e348..4a60bba964 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -32,7 +32,7 @@ jobs:
 
     - name: Qlib installation test
       run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.89
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.84
 
     - name: Install Lightgbm for MacOS
       if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}

From 7e6bdc94934ffa8913ee3f0e9c6ccc6917ce61c4 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:17:54 +0800
Subject: [PATCH 090/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 78 ++++++++++++++--------------
 qlib/__init__.py                     |  2 +-
 setup.py                             | 37 ++++++++++++-
 3 files changed, 75 insertions(+), 42 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 4c63d41a19..9cdce9c8f3 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -128,45 +128,45 @@ jobs:
       #     make build
       - name: Build 1
         run: |
-          make build
-      - name: Rename 1
-        run: |
-          python -c "
-          from pathlib import Path
-          plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
-          sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
-          replaced = f'{sys_ver_info}_0_{plat_info}'
-          print(replaced)
-          for whl_file in Path('./dist').glob('*.whl'):
-            parts = whl_file.stem.split('_')
-            print(parts)
-            be_replaced = '_'.join(parts[1:])
-            print(be_replaced)
-            new_name = whl_file.name.replace(be_replaced, replaced)
-            print(new_name)
-            new_whl_file = whl_file.with_name(new_name)
-            print(new_whl_file)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
-          "
-      - name: Build 2
-        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
-        run: |
-          make build
-      - name: Rename 2
-        if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
-        run: |
-          python -c "
-          from pathlib import Path
-          plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
-          for whl_file in Path('./dist').glob('*.whl'):
-            parts = whl_file.stem.split('_', 3)
-            be_replaced = parts[-1]
-            new_name = whl_file.name.replace(be_replaced, plat_info)
-            new_whl_file = whl_file.with_name(new_name)
-            whl_file.rename(new_whl_file)
-            print(f'Renamed: {whl_file} -> {new_whl_file}')
-          "
+          python setup.py bdist_wheel
+      # - name: Rename 1
+      #   run: |
+      #     python -c "
+      #     from pathlib import Path
+      #     plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
+      #     sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
+      #     replaced = f'{sys_ver_info}_0_{plat_info}'
+      #     print(replaced)
+      #     for whl_file in Path('./dist').glob('*.whl'):
+      #       parts = whl_file.stem.split('_')
+      #       print(parts)
+      #       be_replaced = '_'.join(parts[1:])
+      #       print(be_replaced)
+      #       new_name = whl_file.name.replace(be_replaced, replaced)
+      #       print(new_name)
+      #       new_whl_file = whl_file.with_name(new_name)
+      #       print(new_whl_file)
+      #       whl_file.rename(new_whl_file)
+      #       print(f'Renamed: {whl_file} -> {new_whl_file}')
+      #     "
+      # - name: Build 2
+      #   if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
+      #   run: |
+      #     make build
+      # - name: Rename 2
+      #   if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
+      #   run: |
+      #     python -c "
+      #     from pathlib import Path
+      #     plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
+      #     for whl_file in Path('./dist').glob('*.whl'):
+      #       parts = whl_file.stem.split('_', 3)
+      #       be_replaced = parts[-1]
+      #       new_name = whl_file.name.replace(be_replaced, plat_info)
+      #       new_whl_file = whl_file.with_name(new_name)
+      #       whl_file.rename(new_whl_file)
+      #       print(f'Renamed: {whl_file} -> {new_whl_file}')
+      #     "
       # - name: Build 3
       #   run: |
       #     make build
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 77c7ce0037..c4bfe0aafd 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.84"
+__version__ = "0.9.5.83"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union
diff --git a/setup.py b/setup.py
index d9e338315c..fe610e6fe9 100644
--- a/setup.py
+++ b/setup.py
@@ -1,4 +1,5 @@
-from setuptools import setup, Extension
+from setuptools import find_packages, setup, Extension
+import tomli
 import numpy
 import os
 
@@ -16,6 +17,21 @@ def get_version(rel_path: str) -> str:
             return line.split(delim)[1]
     raise RuntimeError("Unable to find version string.")
 
+here = os.path.abspath(os.path.dirname(__file__))
+
+with open("pyproject.toml", "rb") as f:
+    pyproject_data = tomli.load(f)
+
+with open(os.path.join(here, "README.md"), encoding="utf-8") as f:
+    long_description = f.read()
+
+project_config = pyproject_data.get("project", {})
+name = project_config.get("name", "default-package-name")
+description = project_config.get("description", "")
+dependencies = project_config.get("dependencies", [])
+classifiers = project_config.get("classifiers", [])
+python_requires = project_config.get("requires-python", ">=3.8.0")
+optional_dependencies = pyproject_data.get("project", {}).get("optional-dependencies", {})
 
 NUMPY_INCLUDE = numpy.get_include()
 
@@ -24,6 +40,23 @@ def get_version(rel_path: str) -> str:
 
 setup(
     version=VERSION,
+    name=name,
+    description=description,
+    install_requires=dependencies,
+    long_description=long_description,
+    long_description_content_type="text/markdown",
+    include_package_data=True,
+    classifiers=classifiers,
+    extras_require=optional_dependencies,
+    python_requires=python_requires,
+    license="MIT Licence",
+    url="https://github.com/microsoft/qlib",
+    packages=find_packages(exclude=("tests",)),
+    entry_points={
+        "console_scripts": [
+            "qrun=qlib.workflow.cli:run",
+        ],
+    },
     ext_modules=[
         Extension(
             "qlib.data._libs.rolling",
@@ -37,5 +70,5 @@ def get_version(rel_path: str) -> str:
             language="c++",
             include_dirs=[NUMPY_INCLUDE],
         ),
-    ]
+    ],
 )

From 0486ab1f999336682a0454cd94e46ff783fca569 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:19:14 +0800
Subject: [PATCH 091/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml     | 16 +++----
 .github/workflows/test_qlib_from_pip.yml | 56 ------------------------
 2 files changed, 8 insertions(+), 64 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 9cdce9c8f3..325bcc3d08 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,15 +3,15 @@
 
 name: Upload Python Package
 
-on:
-  release:
-    types: [published]
-
 # on:
-#   push:
-#     branches: [ main ]
-#   pull_request:
-#     branches: [ main ]
+#   release:
+#     types: [published]
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
   # deploy_with_windows:
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index 4a60bba964..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,56 +0,0 @@
-name: Test qlib from pip
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [macos-13, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.84
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 8581d30736d7f61070afbe8396d545b19062a537 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:23:27 +0800
Subject: [PATCH 092/104] rewrite deploy with macos

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index bb8cb07f26..6a74b17402 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,6 +18,7 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
 ]
 name = "pyqlib"
+license = {text = "MIT License"}
 dynamic = ["version"]
 description = "A Quantitative-research Platform"
 requires-python = ">=3.8.0"

From 80a81c0bf7deff916d311be306300445dcdfd1f0 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:30:43 +0800
Subject: [PATCH 093/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 325bcc3d08..dec88d845c 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -108,12 +108,14 @@ jobs:
     runs-on: ${{ matrix.buildplat[0] }}
     strategy:
       matrix:
-        buildplat:
-          - [macos-13, macosx_arm64]
-          - [macos-13, macosx_x86_64]
-          - [macos-14, macosx_arm64]
-          - [macos-14, macosx_x86_64]
+        os: [macos-13, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        # buildplat:
+        #   - [macos-13, macosx_arm64]
+        #   - [macos-13, macosx_x86_64]
+        #   - [macos-14, macosx_arm64]
+        #   - [macos-14, macosx_x86_64]
+        # python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
     steps:
       - uses: actions/checkout@v3
       - name: Set up Python ${{ matrix.python-version }}

From 3bc1ae4aae0c4708fbdb9a5b596eeb8495bb8999 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:32:53 +0800
Subject: [PATCH 094/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index dec88d845c..397705af2a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -110,12 +110,7 @@ jobs:
       matrix:
         os: [macos-13, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-        # buildplat:
-        #   - [macos-13, macosx_arm64]
-        #   - [macos-13, macosx_x86_64]
-        #   - [macos-14, macosx_arm64]
-        #   - [macos-14, macosx_x86_64]
-        # python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
     steps:
       - uses: actions/checkout@v3
       - name: Set up Python ${{ matrix.python-version }}

From d478795b543003e8e568b6c2866dbbcb5894cf26 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:35:19 +0800
Subject: [PATCH 095/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 397705af2a..c6f4e29544 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -105,7 +105,7 @@ jobs:
   #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
   deploy_with_macos:
-    runs-on: ${{ matrix.buildplat[0] }}
+    runs-on: ${{ matrix.os }}
     strategy:
       matrix:
         os: [macos-13, macos-latest]

From b8ff81ecd43d498e0c6e87915673402c6ccef3e1 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:37:44 +0800
Subject: [PATCH 096/104] rewrite deploy with macos

---
 qlib/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/qlib/__init__.py b/qlib/__init__.py
index c4bfe0aafd..58567aa751 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.83"
+__version__ = "0.9.5.82"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From f10affe9caa9104736b5e5a5dca61530fec1f539 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:43:26 +0800
Subject: [PATCH 097/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml | 1 +
 qlib/__init__.py                     | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index c6f4e29544..9321b59faa 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -124,6 +124,7 @@ jobs:
       #   run: |
       #     make build
       - name: Build 1
+        if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
         run: |
           python setup.py bdist_wheel
       # - name: Rename 1
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 58567aa751..497d7a2986 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.82"
+__version__ = "0.9.5.81"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union

From 0f0f49c860b9baf0e7cd56f4575199769094c6e0 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:54:28 +0800
Subject: [PATCH 098/104] rewrite deploy with macos

---
 .github/workflows/python-publish.yml     | 17 +++----
 .github/workflows/test_qlib_from_pip.yml | 56 ++++++++++++++++++++++++
 2 files changed, 65 insertions(+), 8 deletions(-)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 9321b59faa..19be86b403 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,15 +3,15 @@
 
 name: Upload Python Package
 
-# on:
-#   release:
-#     types: [published]
-
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
+
+# on:
+#   push:
+#     branches: [ main ]
+#   pull_request:
+#     branches: [ main ]
 
 jobs:
   # deploy_with_windows:
@@ -169,6 +169,7 @@ jobs:
       #   run: |
       #     make build
       - name: Build and publish
+        if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
         env:
           TWINE_USERNAME: __token__
           TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..9415491b4e
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,56 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [macos-13, macos-latest]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From 1a0dc0610869a2d9311363dba702d2dabbfdc2ab Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Thu, 19 Dec 2024 23:57:00 +0800
Subject: [PATCH 099/104] rewrite deploy with macos

---
 .github/workflows/test_qlib_from_pip.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 9415491b4e..913f58cd85 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -26,6 +26,11 @@ jobs:
     - name: Test qlib from pip
       uses: actions/checkout@v3
 
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+
     - name: Update pip to the latest version
       run: |
         python -m pip install --upgrade pip

From e111fc817261510fc41f85c86f8a5136b47a544b Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Fri, 20 Dec 2024 11:19:36 +0800
Subject: [PATCH 100/104] rebuild total package

---
 .github/workflows/python-publish.yml     | 248 ++++++-----------------
 .github/workflows/test_qlib_from_pip.yml |  61 ------
 Makefile                                 |   2 +-
 pyproject.toml                           |   1 -
 qlib/__init__.py                         |   2 +-
 setup.py                                 |  37 +---
 6 files changed, 61 insertions(+), 290 deletions(-)
 delete mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 19be86b403..1f6c4e8792 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -4,203 +4,69 @@
 name: Upload Python Package
 
 on:
-  release:
-    types: [published]
-
-# on:
-#   push:
-#     branches: [ main ]
-#   pull_request:
-#     branches: [ main ]
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
-  # deploy_with_windows:
-  #   runs-on: ${{ matrix.os }}
-  #   strategy:
-  #     matrix:
-  #       os: [windows-latest, macos-13, macos-latest]
-  #       python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-  #   steps:
-  #   - uses: actions/checkout@v3
-  #   - name: Set up Python ${{ matrix.python-version }}
-  #     uses: actions/setup-python@v4
-  #     with:
-  #       python-version: ${{ matrix.python-version }}
-  #   - name: Install dependencies
-  #     run: |
-  #       make dev
-  #   - name: Build wheel on ${{ matrix.os }}
-  #     run: |
-  #       make build
-  #   - name: change macos version and arm64
-  #     if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-  #     run: |
-  #       python -c "
-  #       from pathlib import Path
-  #       import subprocess
-  #       replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_arm64'
-  #       for whl_file in Path('./dist').glob('*.whl'):
-  #         if 'universal2' in whl_file.stem:
-  #           parts = whl_file.stem.split('_')
-  #           be_replaced = '_'.join(parts[1:])
-  #           new_name = whl_file.name.replace(be_replaced, replaced)
-  #           new_whl_file = whl_file.with_name(new_name)
-  #           whl_file.rename(new_whl_file)
-  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
-  #       "
-  #   - name: change macos version and x86_64
-  #     if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-  #     run: |
-  #       make build
-  #       python -c "
-  #       from pathlib import Path
-  #       import subprocess
-  #       replaced = subprocess.run(['sw_vers', '-productVersion'], capture_output=True, text=True).stdout.strip().split('.', 1)[0] + '_0_x86_64'
-  #       for whl_file in Path('./dist').glob('*.whl'):
-  #         if 'universal2' in whl_file.stem:
-  #           parts = whl_file.stem.split('_')
-  #           be_replaced = '_'.join(parts[1:])
-  #           new_name = whl_file.name.replace(be_replaced, replaced)
-  #           new_whl_file = whl_file.with_name(new_name)
-  #           whl_file.rename(new_whl_file)
-  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
-  #       "
-  #   - name: change macos version and arm64
-  #     if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-  #     run: |
-  #       make build
-  #       python -c "
-  #       from pathlib import Path
-  #       for whl_file in Path('./dist').glob('*.whl'):
-  #         if 'universal2' in whl_file.stem:
-  #           new_name = whl_file.name.replace('universal2', 'arm64')
-  #           new_whl_file = whl_file.with_name(new_name)
-  #           whl_file.rename(new_whl_file)
-  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
-  #       "
-  #   - name: change macos version and x86_64
-  #     if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-  #     run: |
-  #       make build
-  #       python -c "
-  #       from pathlib import Path
-  #       for whl_file in Path('./dist').glob('*.whl'):
-  #         if 'universal2' in whl_file.stem:
-  #           new_name = whl_file.name.replace('universal2', 'x86_64')
-  #           new_whl_file = whl_file.with_name(new_name)
-  #           whl_file.rename(new_whl_file)
-  #           print(f'Renamed: {whl_file} -> {new_whl_file}')
-  #       "
-  #   - name: Build the project
-  #     if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-  #     run: |
-  #       make build
-  #   - name: Build and publish
-  #     env:
-  #       TWINE_USERNAME: __token__
-  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-  #     run: |
-  #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
-
-  deploy_with_macos:
+  deploy_with_bdist_wheel:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [macos-13, macos-latest]
+        os: [windows-latest, macos-13, macos-latest]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        exclude:
+          - os: macos-13
+            python-version: "3.11"
+          - os: macos-13
+            python-version: "3.12"
+
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        make dev
+    - name: Build wheel on ${{ matrix.os }}
+      run: |
+        make build
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
+  deploy_with_manylinux:
+    runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-      - name: Install dependencies
-        run: |
-          make dev
-      # - name: Build wheel on ${{ matrix.os }}
-      #   run: |
-      #     make build
-      - name: Build 1
-        if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-        run: |
-          python setup.py bdist_wheel
-      # - name: Rename 1
-      #   run: |
-      #     python -c "
-      #     from pathlib import Path
-      #     plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
-      #     sys_ver_info = '${{ matrix.buildplat[0] }}'.split('-')[-1]
-      #     replaced = f'{sys_ver_info}_0_{plat_info}'
-      #     print(replaced)
-      #     for whl_file in Path('./dist').glob('*.whl'):
-      #       parts = whl_file.stem.split('_')
-      #       print(parts)
-      #       be_replaced = '_'.join(parts[1:])
-      #       print(be_replaced)
-      #       new_name = whl_file.name.replace(be_replaced, replaced)
-      #       print(new_name)
-      #       new_whl_file = whl_file.with_name(new_name)
-      #       print(new_whl_file)
-      #       whl_file.rename(new_whl_file)
-      #       print(f'Renamed: {whl_file} -> {new_whl_file}')
-      #     "
-      # - name: Build 2
-      #   if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
-      #   run: |
-      #     make build
-      # - name: Rename 2
-      #   if: ${{ (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.buildplat[0] != 'macos-13' || matrix['python-version'] != '3.12') }}
-      #   run: |
-      #     python -c "
-      #     from pathlib import Path
-      #     plat_info = '${{ matrix.buildplat[1] }}'.split('_', 1)[-1]
-      #     for whl_file in Path('./dist').glob('*.whl'):
-      #       parts = whl_file.stem.split('_', 3)
-      #       be_replaced = parts[-1]
-      #       new_name = whl_file.name.replace(be_replaced, plat_info)
-      #       new_whl_file = whl_file.with_name(new_name)
-      #       whl_file.rename(new_whl_file)
-      #       print(f'Renamed: {whl_file} -> {new_whl_file}')
-      #     "
-      # - name: Build 3
-      #   run: |
-      #     make build
-      - name: Build and publish
-        if: ${{ (matrix.os != 'macos-13' || matrix['python-version'] != '3.11') && (matrix.os != 'macos-13' || matrix['python-version'] != '3.12') }}
-        env:
-          TWINE_USERNAME: __token__
-          TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-        run: |
-          twine check dist/*.whl
-          twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
-      
+    - uses: actions/checkout@v3
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Build wheel on Linux
+      uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
+      with:
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
+        build-requirements: 'numpy cython'
+    - name: Install dependencies
+      run: |
+        python -m pip install twine
+        python -m pip list
+    - name: Build and publish
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
+      run: |
+        ls dist
+        twine check dist/*.whl
+        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
 
-  # deploy_with_manylinux:
-  #   runs-on: ubuntu-latest
-  #   steps:
-  #   - uses: actions/checkout@v3
-  #   - name: Set up Python ${{ matrix.python-version }}
-  #     uses: actions/setup-python@v4
-  #     with:
-  #       python-version: ${{ matrix.python-version }}
-  #   - name: Build wheel on Linux
-  #     uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
-  #     with:
-  #       # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-  #       python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
-  #       build-requirements: 'numpy cython'
-  #   - name: Install dependencies
-  #     run: |
-  #       python -m pip install twine
-  #       python -m pip list
-  #   - name: Build and publish
-  #     env:
-  #       TWINE_USERNAME: __token__
-  #       TWINE_PASSWORD: ${{ secrets.TESTPYPI_TOKEN }}
-  #     run: |
-  #       ls dist
-  #       twine check dist/*.whl
-  #       twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
deleted file mode 100644
index 913f58cd85..0000000000
--- a/.github/workflows/test_qlib_from_pip.yml
+++ /dev/null
@@ -1,61 +0,0 @@
-name: Test qlib from pip
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-    timeout-minutes: 120
-
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        # Since macos-latest changed from 12.7.4 to 14.4.1,
-        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
-        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
-        # after macos-13 python 3.7 is no longer supported.
-        # so we limit the macos version to macos-13.
-        os: [macos-13, macos-latest]
-        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-
-    steps:
-    - name: Test qlib from pip
-      uses: actions/checkout@v3
-
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ matrix.python-version }}
-
-    - name: Update pip to the latest version
-      run: |
-        python -m pip install --upgrade pip
-
-    - name: Qlib installation test
-      run: |
-        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib
-
-    - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
-      run: |
-        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
-        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
-        # FIX MacOS error: Segmentation fault
-        # reference: https://github.com/microsoft/LightGBM/issues/4229
-        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
-        brew unlink libomp
-        brew install libomp.rb
-
-    - name: Downloads dependencies data
-      run: |
-        cd ..
-        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
-        cd qlib
-
-    - name: Test workflow by config
-      run: |
-        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml
diff --git a/Makefile b/Makefile
index ffdc4e3056..03dfc7310c 100644
--- a/Makefile
+++ b/Makefile
@@ -192,4 +192,4 @@ upload:
 ########################################################################################
 
 docs-gen:
-	python -m sphinx.cmd.build -W docs $(PUBLIC_DIR)
\ No newline at end of file
+	python -m sphinx.cmd.build -W docs $(PUBLIC_DIR)
diff --git a/pyproject.toml b/pyproject.toml
index 6a74b17402..bb8cb07f26 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,6 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
 ]
 name = "pyqlib"
-license = {text = "MIT License"}
 dynamic = ["version"]
 description = "A Quantitative-research Platform"
 requires-python = ">=3.8.0"
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 497d7a2986..cd62f11594 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from pathlib import Path
 
-__version__ = "0.9.5.81"
+__version__ = "0.9.5.80"
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import os
 from typing import Union
diff --git a/setup.py b/setup.py
index fe610e6fe9..d9e338315c 100644
--- a/setup.py
+++ b/setup.py
@@ -1,5 +1,4 @@
-from setuptools import find_packages, setup, Extension
-import tomli
+from setuptools import setup, Extension
 import numpy
 import os
 
@@ -17,21 +16,6 @@ def get_version(rel_path: str) -> str:
             return line.split(delim)[1]
     raise RuntimeError("Unable to find version string.")
 
-here = os.path.abspath(os.path.dirname(__file__))
-
-with open("pyproject.toml", "rb") as f:
-    pyproject_data = tomli.load(f)
-
-with open(os.path.join(here, "README.md"), encoding="utf-8") as f:
-    long_description = f.read()
-
-project_config = pyproject_data.get("project", {})
-name = project_config.get("name", "default-package-name")
-description = project_config.get("description", "")
-dependencies = project_config.get("dependencies", [])
-classifiers = project_config.get("classifiers", [])
-python_requires = project_config.get("requires-python", ">=3.8.0")
-optional_dependencies = pyproject_data.get("project", {}).get("optional-dependencies", {})
 
 NUMPY_INCLUDE = numpy.get_include()
 
@@ -40,23 +24,6 @@ def get_version(rel_path: str) -> str:
 
 setup(
     version=VERSION,
-    name=name,
-    description=description,
-    install_requires=dependencies,
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    include_package_data=True,
-    classifiers=classifiers,
-    extras_require=optional_dependencies,
-    python_requires=python_requires,
-    license="MIT Licence",
-    url="https://github.com/microsoft/qlib",
-    packages=find_packages(exclude=("tests",)),
-    entry_points={
-        "console_scripts": [
-            "qrun=qlib.workflow.cli:run",
-        ],
-    },
     ext_modules=[
         Extension(
             "qlib.data._libs.rolling",
@@ -70,5 +37,5 @@ def get_version(rel_path: str) -> str:
             language="c++",
             include_dirs=[NUMPY_INCLUDE],
         ),
-    ],
+    ]
 )

From dd67d235af6f23930cc9f3d149554cff469e6bf3 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Fri, 20 Dec 2024 11:40:27 +0800
Subject: [PATCH 101/104] test pip install rebuild package

---
 .github/workflows/test_qlib_from_pip.yml | 61 ++++++++++++++++++++++++
 1 file changed, 61 insertions(+)
 create mode 100644 .github/workflows/test_qlib_from_pip.yml

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
new file mode 100644
index 0000000000..77e627e6ff
--- /dev/null
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -0,0 +1,61 @@
+name: Test qlib from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        # Since macos-latest changed from 12.7.4 to 14.4.1,
+        # the minimum python version that matches a 14.4.1 version of macos is 3.10,
+        # If you want to use python 3.7 in github action, then the latest macos system version is macos-13,
+        # after macos-13 python 3.7 is no longer supported.
+        # so we limit the macos version to macos-13.
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-13, macos-14, macos-15]
+        # not supporting 3.6 due to annotations is not supported https://stackoverflow.com/a/52890129
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+
+    steps:
+    - name: Test qlib from pip
+      uses: actions/checkout@v3
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Update pip to the latest version
+      run: |
+        python -m pip install --upgrade pip
+
+    - name: Qlib installation test
+      run: |
+        python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.80
+
+    - name: Install Lightgbm for MacOS
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      run: |
+        /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
+        HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm
+        # FIX MacOS error: Segmentation fault
+        # reference: https://github.com/microsoft/LightGBM/issues/4229
+        wget https://raw.githubusercontent.com/Homebrew/homebrew-core/fb8323f2b170bd4ae97e1bac9bf3e2983af3fdb0/Formula/libomp.rb
+        brew unlink libomp
+        brew install libomp.rb
+
+    - name: Downloads dependencies data
+      run: |
+        cd ..
+        python -m qlib.run.get_data qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn
+        cd qlib
+
+    - name: Test workflow by config
+      run: |
+        qrun examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml

From c0f608e3f8f7c47c1d110e0fc0d2413609305bc8 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Fri, 20 Dec 2024 11:40:43 +0800
Subject: [PATCH 102/104] test pip install rebuild package

---
 .github/workflows/python-publish.yml | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 1f6c4e8792..64fbdd34fd 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -4,10 +4,8 @@
 name: Upload Python Package
 
 on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
+  release:
+    types: [published]
 
 jobs:
   deploy_with_bdist_wheel:

From 6a123db10950618be404c312f8ec53811c0992a8 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Fri, 20 Dec 2024 11:43:36 +0800
Subject: [PATCH 103/104] test pip install rebuild package

---
 .github/workflows/test_qlib_from_pip.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_qlib_from_pip.yml b/.github/workflows/test_qlib_from_pip.yml
index 77e627e6ff..dc0b1eefab 100644
--- a/.github/workflows/test_qlib_from_pip.yml
+++ b/.github/workflows/test_qlib_from_pip.yml
@@ -40,7 +40,7 @@ jobs:
         python -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ pyqlib==0.9.5.80
 
     - name: Install Lightgbm for MacOS
-      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-latest' }}
+      if: ${{ matrix.os == 'macos-13' || matrix.os == 'macos-14' || matrix.os == 'macos-15' }}
       run: |
         /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Microsoft/qlib/main/.github/brew_install.sh)"
         HOMEBREW_NO_AUTO_UPDATE=1 brew install lightgbm

From 5dfc661fc31a62580a0b82f0dfbf8bcb31680563 Mon Sep 17 00:00:00 2001
From: Linlang <Lv.Linlang@hotmail.com>
Date: Fri, 20 Dec 2024 11:55:29 +0800
Subject: [PATCH 104/104] test build package with macos-15

---
 .github/workflows/python-publish.yml | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 64fbdd34fd..557476c43a 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -3,16 +3,22 @@
 
 name: Upload Python Package
 
+# on:
+#   release:
+#     types: [published]
+
 on:
-  release:
-    types: [published]
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
 
 jobs:
   deploy_with_bdist_wheel:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [windows-latest, macos-13, macos-latest]
+        os: [windows-latest, macos-13, macos-latest, macos-15]
         python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
         exclude:
           - os: macos-13
@@ -39,7 +45,6 @@ jobs:
       run: |
         ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/*.whl --verbose
 
   deploy_with_manylinux:
     runs-on: ubuntu-latest
@@ -66,5 +71,5 @@ jobs:
       run: |
         ls dist
         twine check dist/*.whl
-        twine upload --repository-url https://test.pypi.org/legacy/ dist/pyqlib-*-manylinux*.whl --verbose
+