added release pipeline

.github/workflows/release.yml

@@ -0,0 +1,68 @@
+name: release workflow with tests
+
+on:
+  push:
+    tags: 
+      - 'v*'
+  release:
+    types:
+      - published
+jobs:
+  tests:
+    name: "py${{ matrix.python-version }} / ${{ matrix.os }}"
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11", "3.12", "3.13"]
+        os: [ubuntu-latest, macos-latest, windows-latest]
+    steps:
+      - name: Clone the repository
+        uses: actions/checkout@v4
+      - name: Install dependencies
+        shell: bash {0}
+        run: |
+          if [ "${{ matrix.os }}" = "windows-latest" ]; then
+            powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
+            export PATH="/c/Users/runneradmin/.local/bin:$PATH"
+          else
+            curl -LsSf https://astral.sh/uv/install.sh | sh
+          fi
+          uv python install ${{ matrix.python-version }}
+          uv venv --python ${{ matrix.python-version }}
+          if [ "${{ matrix.os }}" = "windows-latest" ]; then
+            .venv\\Scripts\\activate
+          else
+            source .venv/bin/activate
+          fi
+          uv pip install -e .[tests]
+      - name: Test with pytest
+        shell: bash {0}
+        run: |
+          uv run pytest --cov=skpcp --cov-branch --cov-report=term-missing --cov-report=xml:coverage.xml -vv test
+
+
+  # build wheel and deploy to pypi
+  deploy:
+    # Needs tests to be run successfully before deploying
+    needs: [tests]
+    runs-on: ubuntu-latest
+    # Run only if there is a published release
+    if: github.event_name == 'release' && github.event.action == 'published'
+    steps:
+      - uses: actions/checkout@v4
+      - name: Install project dependencies
+        run: |
+          curl -LsSf https://astral.sh/uv/install.sh | sh
+          uv python install 3.11
+          uv venv --python 3.11
+          source .venv/bin/activate
+          uv pip install -e .
+      - name: Build package
+        run: |
+          uv build
+      - name: Publish package
+        env:
+          PYPI_API_TOKEN: ${{ secrets.PYPI_API_TOKEN }}
+        run: |
+          uv publish --token $PYPI_API_TOKEN

docs/examples/examples.ipynb

@@ -25,7 +25,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Example 1"
+    "## Example 1: Recovery of low-rank image corrupted by sparse noise"
    ]
   },
   {
@@ -106,7 +106,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Example 2"
+    "## Example 2: Recovery of low-rank image corrupted by sparse noise"
    ]
   },
   {
@@ -126,7 +126,6 @@
     }
    ],
    "source": [
-    "# generate low rank synthetic data\n",
     "NROWS, NCOLS = 100, 150\n",
     "NUM_GROUPS = 6\n",
     "P_MISSING = 0.1\n",
@@ -183,7 +182,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Example 3"
+    "## Example 3: Recovery of time series data corrupted by random spikes"
    ]
   },
   {