diff --git a/.github/workflows/precommit.yml b/.github/workflows/precommit.yml new file mode 100644 index 0000000..84b8a41 --- /dev/null +++ b/.github/workflows/precommit.yml @@ -0,0 +1,21 @@ +name: precommit + +defaults: + run: + shell: bash + +on: + push: + branches: [ main ] + pull_request: + branches: [ main ] + +jobs: + precommit: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v6 + - uses: actions/setup-python@v6 + - run: | + pip install pre-commit + pre-commit run --all-files --show-diff-on-failure diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..9bc6977 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,15 @@ +repos: + - repo: https://github.com/srstevenson/nb-clean + rev: 4.0.1 + hooks: + - id: nb-clean + - repo: https://github.com/nbQA-dev/nbQA + rev: 1.9.1 + hooks: + - id: nbqa-black + additional_dependencies: [black==26.3.1] + - id: nbqa-pyupgrade + additional_dependencies: [pyupgrade==3.21.2] + - id: nbqa-pylint + additional_dependencies: [pylint==4.0.5] + args: ["--disable=missing-module-docstring,import-error,wrong-import-position,wrong-import-order,ungrouped-imports"] diff --git a/slides.ipynb b/slides.ipynb index 2311089..a9e649e 100644 --- a/slides.ipynb +++ b/slides.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "98328902-678d-410b-a943-f3c84b44f2f5", "metadata": {}, "outputs": [], @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "cdaa8c79-b8e6-41c6-a6e1-1727644a5081", "metadata": {}, "outputs": [], @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "8ffb1aba-0899-46a0-899a-5f18ba373432", "metadata": {}, "outputs": [], @@ -177,41 +177,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "01e8dc9d-3d40-4b3b-a286-fece0fdc8a74", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 268, - "width": 1288 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ + "import matplotlib.pyplot as plt\n", + "\n", "# | echo: true\n", - "import numpy as np, matplotlib.pyplot as plt\n", - "plt.plot(np.fft.ifft((c := [0, 1j, -1j]) + [0]*2**8).real, label=f'{c=}')\n", - "plt.plot(np.fft.ifft((c := [0, -1j, 1j]) + [0]*2**8).real, label=f'{c=}')\n", + "import numpy as np\n", + "\n", + "plt.plot(np.fft.ifft((c := [0, 1j, -1j]) + [0] * 2**8).real, label=f\"{c=}\")\n", + "plt.plot(np.fft.ifft((c := [0, -1j, 1j]) + [0] * 2**8).real, label=f\"{c=}\")\n", "plt.legend()" ] }, @@ -229,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "446a703c-408e-4043-be4c-52d1fb7c06a3", "metadata": {}, "outputs": [], @@ -251,8 +228,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" + "pygments_lexer": "ipython3" } }, "nbformat": 4,