diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 6804d89..71d8736 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -1,144 +1,32 @@
-# This workflow will upload a Python Package to Release asset
-# For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries
-
-
-name: Python Package
+name: Publish Package
 
 on:
-  create:
-    tags:
-      - '**'
+  push:
+    branches:
+    - main
 
-jobs:
-  release:
-    name: Create Release
-    runs-on: ubuntu-latest
-    steps:
-      - name: Get the tag version
-        id: extract_branch
-        run: echo ::set-output name=branch::${GITHUB_REF#refs/tags/}
-        shell: bash
+  publish_package:
+    name: Publish package
 
-      - name: Create Release
-        id: create_release
-        uses: actions/create-release@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          tag_name: ${{ steps.extract_branch.outputs.branch }}
-          release_name: ${{ steps.extract_branch.outputs.branch }}
-      
-  wheel:
-    name: Build Wheel
-    runs-on: ${{ matrix.os }}
-    needs: release
-    
-    strategy:
-      fail-fast: false
-      matrix:
-          os: [ubuntu-20.04]
-          python-version: ['3.7', '3.8', '3.9', '3.10']
-          torch-version: [1.12.0, 1.12.1, 1.13.1, 2.0.0]
-          cuda-version: ['113', '116', '117', '118']
-          exclude:
-            - torch-version: 1.12.0
-              cuda-version: '117'
-            - torch-version: 1.12.0
-              cuda-version: '118'
-            - torch-version: 1.12.1
-              cuda-version: '117'
-            - torch-version: 1.12.1
-              cuda-version: '118'
-            - torch-version: 1.13.1
-              cuda-version: '113'
-            - torch-version: 1.13.1
-              cuda-version: '118'
-            - torch-version: 2.0.0
-              python-version: '3.7'
-            - torch-version: 2.0.0
-              cuda-version: '113'
-            - torch-version: 2.0.0
-              cuda-version: '116'
+    runs-on: ubuntu-latest
 
     steps:
-      - name: Checkout
-        uses: actions/checkout@v3
-      
-      - name: Set up Python
-        uses: actions/setup-python@v3
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Set up Linux Env
-        if: ${{ runner.os == 'Linux' }}
-        run: |
-          sudo rm -rf /usr/share/dotnet
-          bash .github/workflows/env.sh
-          echo ${{ needs.create_release.outputs.upload_url }} 
-          echo ${{ needs.steps.extract_branch.outputs.upload_url }} 
-        shell:
-          bash
+      - uses: actions/checkout@v3
 
-      - name: Install CUDA ${{ matrix.cuda-version }}
-        if: ${{ matrix.cuda-version != 'cpu' }}
-        run: |
-          bash .github/workflows/cuda/cu${{ matrix.cuda-version }}-${{ runner.os }}.sh
-        shell:
-          bash
-
-      - name: Check GPU Env
-        if: ${{ matrix.cuda-version != 'cpu' }}
-        run: |
-          source .github/workflows/cuda/cu${{ matrix.cuda-version }}-${{ runner.os }}-env.sh
-          nvcc --version
-        shell:
-          bash
+      - uses: actions/setup-python@v4
+        with:
+          python-version: '3.10'
 
-      - name: Install PyTorch ${{ matrix.torch-version }}+cu${{ matrix.cuda-version }}
+      - name: Build core package
+        env:
+          FLASH_ATTENTION_SKIP_CUDA_BUILD: "TRUE"
         run: |
-          pip install numpy pyyaml scipy ipython mkl mkl-include ninja cython typing pandas typing-extensions dataclasses && conda clean -ya
-          pip install torch==${{ matrix.torch-version }}+cu${{ matrix.cuda-version }} --extra-index-url https://download.pytorch.org/whl/cu${{ matrix.cuda-version }}
-          python --version
-          python -c "import torch; print('PyTorch:', torch.__version__)"
-          python -c "import torch; print('CUDA:', torch.version.cuda)"
-          python -c "from torch.utils import cpp_extension; print (cpp_extension.CUDA_HOME)"
-        shell:
-          bash
-      
-      - name: Get the tag version
-        id: extract_branch
-        run: echo ::set-output name=branch::${GITHUB_REF#refs/tags/}
+          pip install setuptools wheel twine
+          python setup.py sdist --dist-dir=dist
 
-      - name: Get Release with tag
-        id: get_current_release
-        uses: joutvhu/get-release@v1
-        with:
-          tag_name: ${{ steps.extract_branch.outputs.branch }}
+      - name: Deploy
         env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Build wheel
+          TWINE_USERNAME: "__token__"
+          TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
         run: |
-          export FORCE_CUDA="1"
-          export PATH=/usr/local/nvidia/bin:/usr/local/nvidia/lib64:$PATH
-          export LD_LIBRARY_PATH=/usr/local/nvidia/lib64:/usr/local/cuda/lib64:$LD_LIBRARY_PATH
-          export CUDA_INSTALL_DIR=/usr/local/cuda-11.3$CUDA_INSTALL_DIR
-          pip install wheel
-          python setup.py bdist_wheel --dist-dir=dist
-          tmpname=cu${{ matrix.cuda-version }}torch${{ matrix.torch-version }}
-          wheel_name=$(ls dist/*whl | xargs -n 1 basename | sed "s/-/+$tmpname-/2")
-          ls dist/*whl |xargs -I {} mv {} ${wheel_name}
-          echo "wheel_name=${wheel_name}" >> $GITHUB_ENV
-      
-      - name: Upload Release Asset
-        id: upload_release_asset 
-        uses: actions/upload-release-asset@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          # upload_url: ${{ needs.create_release.outputs.upload_url }}
-          # why didn't works
-          upload_url: ${{ steps.get_current_release.outputs.upload_url }}
-          asset_path: ./${{env.wheel_name}}
-          asset_name: ${{env.wheel_name}}
-          asset_content_type: application/*
+          python -m twine upload dist/*
\ No newline at end of file