diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 089f0fd357b..ae1abe97835 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,9 +1,16 @@
 name: Release
 
+
 on:
   push:
-    branches:
-      - main
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+  #on:
+  #  push:
+  #    branches:
+  #      - main
 
 permissions:
   contents: read
@@ -31,30 +38,30 @@ jobs:
 
     steps:
       - uses: actions/checkout@v4
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         with:
           fetch-depth: 0
 
       - name: Set up Python ${{ matrix.python-version }}
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
 
       - name: Build wheel on Linux
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         uses: RalfG/python-wheels-manylinux-build@v0.7.1-manylinux2014_x86_64
         with:
           python-versions: 'cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312'
           build-requirements: 'numpy cython'
 
       - name: Install dependencies
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         run: |
           python -m pip install twine
 
       - name: Upload to PyPi
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         env:
           TWINE_USERNAME: __token__
           TWINE_PASSWORD: ${{ secrets.TESTPYPI }}
@@ -77,28 +84,28 @@ jobs:
 
     steps:
       - uses: actions/checkout@v4
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         with:
           fetch-depth: 0
 
       - name: Set up Python ${{ matrix.python-version }}
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
 
       - name: Install dependencies
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         run: |
           make dev
 
       - name: Build wheel on ${{ matrix.os }}
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         run: |
           make build
 
       - name: Upload to PyPi
-        if: needs.release.outputs.release_created == 'true'
+        #if: needs.release.outputs.release_created == 'true'
         env:
           TWINE_USERNAME: __token__
           TWINE_PASSWORD: ${{ secrets.TESTPYPI }}
diff --git a/Makefile b/Makefile
index 6e13aa13641..95d0737f211 100644
--- a/Makefile
+++ b/Makefile
@@ -113,7 +113,7 @@ dev: prerequisite all
 
 # Check lint with black.
 black:
-	black . -l 120 --check --diff
+	black . -l 120 --check --diff --exclude qlib/_version.py
 
 # Check code folder with pylint.
 # TODO: These problems we will solve in the future. Important among them are: W0221, W0223, W0237, E1102
@@ -195,7 +195,7 @@ lint: black pylint flake8 mypy nbqa
 
 # Build the package.
 build:
-	python -m build --wheel
+	python -m build
 
 # Upload the package.
 upload:
diff --git a/pyproject.toml b/pyproject.toml
index fe48d090c0b..d8d8c833b81 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -117,3 +117,4 @@ qrun = "qlib.cli.run:run"
 [tool.setuptools_scm]
 local_scheme = "no-local-version"
 version_scheme = "guess-next-dev"
+write_to = "qlib/_version.py"
diff --git a/qlib/__init__.py b/qlib/__init__.py
index 687e317ced7..b43dd6fc42a 100644
--- a/qlib/__init__.py
+++ b/qlib/__init__.py
@@ -4,7 +4,10 @@
 
 from setuptools_scm import get_version
 
-__version__ = get_version(root="..", relative_to=__file__)
+try:
+    from ._version import version as __version__
+except ImportError:
+    __version__ = get_version(root="..", relative_to=__file__)
 __version__bak = __version__  # This version is backup for QlibConfig.reset_qlib_version
 import logging
 import os
diff --git a/setup.py b/setup.py
index 8c7127613ee..d7a8fc5fdf9 100644
--- a/setup.py
+++ b/setup.py
@@ -4,15 +4,9 @@
 from setuptools import Extension, setup
 
 
-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()
-
-
 NUMPY_INCLUDE = numpy.get_include()
 
-# delete setuptools_scm
+
 setup(
     ext_modules=[
         Extension(