diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 6bec7450..cf554a8c 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,12 +1,7 @@
 version: 2
 updates:
   - package-ecosystem: pip
-    directory: "/src"
-    schedule:
-      interval: daily
-    open-pull-requests-limit: 1
-  - package-ecosystem: npm
-    directory: "/src/web"
+    directory: "/"
     schedule:
       interval: daily
     open-pull-requests-limit: 1
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 6812f553..abd7b885 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -15,10 +15,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - name: Checkout
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
       with:
         persist-credentials: false
-    - uses: conda-incubator/setup-miniconda@v2
+    - uses: conda-incubator/setup-miniconda@v3
       with:
         auto-update-conda: true
         python-version: "3.12"
@@ -27,87 +27,104 @@ jobs:
         python -m pip install build
         python -m build
     - name: Upload package artifacts
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: package
         path: ./dist
     - name: Prepare
       run: |
+        python -m pip install ./dist/*.whl
+        aexpy --help
         mkdir -p ./cache
     - name: Test Preprocess
       run: |
-        cd src
-        python -u -m aexpy -vvv preprocess -r -p generator-oj-problem@0.0.1 ../cache ../cache/distribution1.json
-        python -u -m aexpy -vvv preprocess -r -p generator-oj-problem@0.0.2 ../cache ../cache/distribution2.json
+        aexpy -vvv preprocess -r -p generator-oj-problem@0.0.1 ./cache ./cache/distribution1.json
+        aexpy -vvv preprocess -r -p generator-oj-problem@0.0.2 ./cache ./cache/distribution2.json
     - name: Test Extraction
       continue-on-error: true
       run: |
-        cd src
-        python -u -m aexpy -vvv extract ../cache/distribution1.json ../cache/api1.json
-        python -u -m aexpy -vvv extract ../cache/distribution2.json ../cache/api2.json
+        aexpy -vvv extract ./cache/distribution1.json ./cache/api1.json
+        aexpy -vvv extract ./cache/distribution2.json ./cache/api2.json
     - name: Test Difference
       continue-on-error: true
       run: |
-        cd src
-        python -u -m aexpy -vvv diff ../cache/api1.json ../cache/api1.json ../cache/diff.json
+        aexpy -vvv diff ./cache/api1.json ./cache/api1.json ./cache/diff.json
     - name: Test Report
       continue-on-error: true
       run: |
-        cd src
-        python -u -m aexpy -vvv report ../cache/diff.json ../cache/report.json
+        aexpy -vvv report ./cache/diff.json ./cache/report.json
     - name: Test View
       continue-on-error: true
       run: |
-        cd src
-        python -u -m aexpy -vvv view ../cache/distribution1.json
-        python -u -m aexpy -vvv view ../cache/distribution2.json
-        python -u -m aexpy -vvv view ../cache/api1.json
-        python -u -m aexpy -vvv view ../cache/api2.json
-        python -u -m aexpy -vvv view ../cache/diff.json
-        python -u -m aexpy -vvv view ../cache/report.json
+        aexpy -vvv view ./cache/distribution1.json
+        aexpy -vvv view ./cache/distribution2.json
+        aexpy -vvv view ./cache/api1.json
+        aexpy -vvv view ./cache/api2.json
+        aexpy -vvv view ./cache/diff.json
+        aexpy -vvv view ./cache/report.json
     - name: Upload results
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: package-cache
         path: ./cache
-  # image:
-  #   runs-on: ubuntu-latest
-  #   steps:
-  #   - name: Checkout
-  #     uses: actions/checkout@v3
-  #     with:
-  #       persist-credentials: false
-  #   - uses: actions/setup-python@v4
-  #     with:
-  #       python-version: '3.12'
-  #       architecture: 'x64'
-  #   - name: Setup coxbuild
-  #     run: pip install coxbuild
-  #   - name: Set up QEMU
-  #     uses: docker/setup-qemu-action@v2
-  #   - name: Set up Docker Buildx
-  #     uses: docker/setup-buildx-action@v2
-  #   - name: Build
-  #     run: |
-  #       docker build -t aexpy/aexpy .
-  #       mkdir cache
-  #       docker run aexpy/aexpy --help
-  #   - name: Test Extraction
-  #     run: docker run -v ${{ github.workspace }}/cache:/data aexpy/aexpy -vvv extract click@8.1.3
-  #   - name: Test Report 1
-  #     run: docker run -v ${{ github.workspace }}/cache:/data aexpy/aexpy -vvv report jinja2@3.1.1:3.1.2
-  #   - name: Test Report 2
-  #     run: docker run -v ${{ github.workspace }}/cache:/data aexpy/aexpy -vvv report coxbuild@0.1.5:0.1.6
-  #   - name: Upload results
-  #     uses: actions/upload-artifact@v3
-  #     with:
-  #       name: image-cache
-  #       path: ./cache
+  image:
+    runs-on: ubuntu-latest
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v4
+      with:
+        persist-credentials: false
+    - uses: actions/setup-python@v4
+      with:
+        python-version: '3.12'
+        architecture: 'x64'
+    - name: Set up QEMU
+      uses: docker/setup-qemu-action@v3
+    - name: Set up Docker Buildx
+      uses: docker/setup-buildx-action@v3
+    - name: Build
+      run: |
+        docker build -t aexpy/aexpy .
+    - name: Prepare
+      run: |
+        docker run aexpy/aexpy --help
+        mkdir -p ./cache
+    - name: Test Preprocess
+      run: |
+        docker run -v ${{ github.workspace }}/cache:/data -vvv preprocess -r -p generator-oj-problem@0.0.1 /data /data/distribution1.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv preprocess -r -p generator-oj-problem@0.0.2 /data /data/distribution2.json
+    - name: Test Extraction
+      continue-on-error: true
+      run: |
+        docker run -v ${{ github.workspace }}/cache:/data -vvv extract /data/distribution1.json /data/api1.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv extract /data/distribution2.json /data/api2.json
+    - name: Test Difference
+      continue-on-error: true
+      run: |
+        docker run -v ${{ github.workspace }}/cache:/data -vvv diff /data/api1.json /data/api1.json /data/diff.json
+    - name: Test Report
+      continue-on-error: true
+      run: |
+        docker run -v ${{ github.workspace }}/cache:/data -vvv report /data/diff.json /data/report.json
+    - name: Test View
+      continue-on-error: true
+      run: |
+        docker run -v ${{ github.workspace }}/cache:/data -vvv view /data/distribution1.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv view /data/distribution2.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv view /data/api1.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv view /data/api2.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv view /data/diff.json
+        docker run -v ${{ github.workspace }}/cache:/data -vvv view /data/report.json
+    - name: Upload results
+      uses: actions/upload-artifact@v4
+      with:
+        name: image-cache
+        path: ./cache
   docs:
     runs-on: ubuntu-latest
     steps:
     - name: Checkout
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
       with:
         persist-credentials: false
     - uses: actions/setup-python@v4
@@ -121,65 +138,66 @@ jobs:
         cd docs
         paperead build
     - name: Upload artifacts
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
+      with:
+        name: docs
+        path: ./docs/dist
+  deploy:
+    if: ${{ github.ref == 'refs/heads/main' && github.event_name == 'push' || github.event_name == 'release' }}
+    needs: [image, docs, package]
+    runs-on: ubuntu-latest
+    steps:
+    - name: Download artifacts
+      uses: actions/download-artifact@v4
       with:
         name: docs
         path: ./docs/dist
-  # deploy:
-  #   if: ${{ github.ref == 'refs/heads/main' && github.event_name == 'push' || github.event_name == 'release' }}
-  #   needs: [image, docs, package]
-  #   runs-on: ubuntu-latest
-  #   steps:
-  #   - name: Download artifacts
-  #     uses: actions/download-artifact@v3
-  #     with:
-  #       name: docs
-  #       path: ./docs/dist
-  #   - name: Deploy docs to netlify
-  #     if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/main' }}
-  #     uses: netlify/actions/cli@master
-  #     env:
-  #       NETLIFY_AUTH_TOKEN: ${{ secrets.NETLIFY_AUTH_TOKEN }}
-  #       NETLIFY_SITE_ID: ${{ secrets.NETLIFY_SITE_ID }}
-  #     with:
-  #       args: deploy --dir=./docs/dist --prod
-  #       secrets: '["NETLIFY_AUTH_TOKEN", "NETLIFY_SITE_ID"]'
-  #   - name: Download package artifacts
-  #     uses: actions/download-artifact@v3
-  #     with:
-  #       name: package
-  #       path: ./dist
-  #   - name: Deploy packages
-  #     if: ${{ github.event_name == 'release' }}
-  #     env:
-  #       PYTHONUTF8: 1
-  #       TWINE_USERNAME: '__token__'
-  #       TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }}
-  #     run: |
-  #       python -m pip install --upgrade build twine
-  #       python -m twine upload --skip-existing --repository pypi "dist/*"
-  #   - name: Set up QEMU
-  #     uses: docker/setup-qemu-action@v2
-  #   - name: Set up Docker Buildx
-  #     uses: docker/setup-buildx-action@v2
-  #   - name: Login to DockerHub
-  #     uses: docker/login-action@v2
-  #     with:
-  #       username: ${{ secrets.DOCKERHUB_USERNAME }}
-  #       password: ${{ secrets.DOCKERHUB_TOKEN }}
-  #   - name: Image Metadata
-  #     id: meta
-  #     uses: docker/metadata-action@v4
-  #     with:
-  #       images: stardustdl/aexpy
-  #   - name: Set BUILD_DATE
-  #     run: echo "BUILD_DATE=$(date -Ins)" >> $GITHUB_ENV
-  #   - name: Deploy image
-  #     uses: docker/build-push-action@v3
-  #     with:
-  #       push: ${{ github.event_name == 'push' }}
-  #       tags: ${{ steps.meta.outputs.tags }}
-  #       labels: ${{ steps.meta.outputs.labels }}
-  #       build-args: |
-  #         GIT_COMMIT=${{ github.sha }}
-  #         BUILD_DATE=${{ env.BUILD_DATE }}
\ No newline at end of file
+    - name: Deploy docs to netlify
+      if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/main' }}
+      uses: netlify/actions/cli@master
+      env:
+        NETLIFY_AUTH_TOKEN: ${{ secrets.NETLIFY_AUTH_TOKEN }}
+        NETLIFY_SITE_ID: ${{ secrets.NETLIFY_SITE_ID }}
+      with:
+        args: deploy --dir=./docs/dist --prod
+        secrets: '["NETLIFY_AUTH_TOKEN", "NETLIFY_SITE_ID"]'
+    - name: Download package artifacts
+      uses: actions/download-artifact@v3
+      with:
+        name: package
+        path: ./dist
+    - name: Deploy packages
+      if: ${{ github.event_name == 'release' }}
+      env:
+        PYTHONUTF8: 1
+        TWINE_USERNAME: '__token__'
+        TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }}
+      run: |
+        python -m pip install --upgrade twine
+        python -m twine upload --skip-existing --repository pypi "dist/*"
+    - name: Set up QEMU
+      uses: docker/setup-qemu-action@v3
+    - name: Set up Docker Buildx
+      uses: docker/setup-buildx-action@v3
+    - name: Login to DockerHub
+      uses: docker/login-action@v3
+      with:
+        username: ${{ secrets.DOCKERHUB_USERNAME }}
+        password: ${{ secrets.DOCKERHUB_TOKEN }}
+    - name: Image Metadata
+      id: meta
+      uses: docker/metadata-action@v5
+      with:
+        images: stardustdl/aexpy
+    - name: Set BUILD_DATE
+      run: echo "BUILD_DATE=$(date -Ins)" >> $GITHUB_ENV
+    - name: Deploy image
+      uses: docker/build-push-action@v5
+      with:
+        context: .
+        push: ${{ github.event_name != 'pull_request' }}
+        tags: ${{ steps.meta.outputs.tags }}
+        labels: ${{ steps.meta.outputs.labels }}
+        build-args: |
+          GIT_COMMIT=${{ github.sha }}
+          BUILD_DATE=${{ env.BUILD_DATE }}
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index 236c8b26..40035099 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,50 +1,18 @@
-FROM node:16
-
-WORKDIR /app/web
-
-COPY ./src/web/package*.json /app/web/
-
-RUN npm --registry=https://registry.npmmirror.com ci
-
-COPY ./src/web /app/web
-
-RUN npm run build
-
 FROM continuumio/miniconda3
 
 ENV PYTHONUTF8=1
-ENV RUN_IN_DOCKER=1
-
-ENV AEXPY_CACHE=/data
-ENV AEXPY_CONFIG=/config/config.yml
 
 WORKDIR /app
-EXPOSE 8008
 VOLUME [ "/data" ]
 
+RUN conda create -n main python=3.12 -qy
 
+COPY ./pyproject.toml /app/pyproject.toml
 
-
-
-
-
-
-
-RUN conda create -n main python=3.10 -qy && \
-    conda create -n py39 python=3.9 -qy && \
-    conda create -n py38 python=3.8 -qy && \
-    conda create -n py37 python=3.7 -qy
-
-COPY ./src/requirements.txt /app/requirements.txt
-
-RUN [ "conda", "run", "-n", "main", "--no-capture-output", "python", "-u", "-m", "pip", "install", "-r", "/app/requirements.txt" ]
+RUN [ "conda", "run", "-n", "main", "--no-capture-output", "python", "-u", "-m", "pip", "install", "-r", "/app/pyproject.toml" ]
 
 COPY ./src/aexpy /app/aexpy
 
-RUN [ "conda", "run", "-n", "main", "--no-capture-output", "python", "-u", "-m", "aexpy", "initialize"]
-
-COPY --from=0 /app/web/dist /app/aexpy/serving/server/wwwroot
-
 ARG GIT_COMMIT
 ENV GIT_COMMIT=${GIT_COMMIT:-unknown}
 
diff --git a/buildcox.py b/buildcox.py
deleted file mode 100644
index 28f57245..00000000
--- a/buildcox.py
+++ /dev/null
@@ -1,53 +0,0 @@
-from pathlib import Path
-from coxbuild.schema import task, group, named, run, depend, ext, withExecutionState, ExecutionState, withProject, ProjectSettings
-from coxbuild.extensions.python import format as pyformat, package as pypackage
-
-
-ext("file://build/build.py")
-ext("file://build/data.py")
-ext("file://build/test.py")
-ext("file://build/exps.py")
-
-
-@depend(pyformat.restore)
-@withProject
-@task
-async def format(project: "ProjectSettings"):
-    await pyformat.autopep8(project.src.joinpath('aexpy'))
-    await pyformat.isort(project.src.joinpath('aexpy'))
-
-
-@depend(pypackage.restore)
-@task
-def restore():
-    pass
-
-
-@named("run")
-@withExecutionState
-@task
-def runexe(executionState: "ExecutionState"):
-    run(["python", "-u", "-m", "aexpy", "-c", "../../aexpy-exps",
-        *executionState.unmatchedTasks], cwd=Path("src"))
-
-
-@named("done")
-@withExecutionState
-@task
-def done(executionState: "ExecutionState"):
-    run(["python", "-u", "-m", "aexpy", "-c", "../results", "-C",
-        *executionState.unmatchedTasks], cwd=Path("src"))
-
-
-@named("serve:docker")
-@task
-def serve_docker():
-    run(["docker", "run", "--rm", "-d",
-         "-p", "50036:8008",
-         "-v", "/var/run/docker.sock:/var/run/docker.sock",
-         "-v", "/home/test/liang/aexpy-exps:/data",
-         "-m", "20g",
-         "--name", "aexpy",
-         "aexpy/aexpy", "-vv",
-         "serve", "-d", 
-         "-u", "star", "-P", "truth"])