diff --git a/.cruft.json b/.cruft.json
new file mode 100644
index 0000000..949bfd0
--- /dev/null
+++ b/.cruft.json
@@ -0,0 +1,32 @@
+{
+ "template": "https://github.com/radix-ai/poetry-cookiecutter",
+ "commit": "4127874124193c60cd5e2bfaa025473b8f30411f",
+ "checkout": null,
+ "context": {
+ "cookiecutter": {
+ "package_name": "Conformal Tights",
+ "package_description": "A scikit-learn meta-estimator for computing tight conformal predictions",
+ "package_url": "https://github.com/radix-ai/conformal-tights",
+ "author_name": "Laurent Sorber",
+ "author_email": "laurent@radix.ai",
+ "python_version": "3.10",
+ "docker_image": "python:$PYTHON_VERSION-slim",
+ "development_environment": "strict",
+ "with_conventional_commits": "1",
+ "with_fastapi_api": "0",
+ "with_jupyter_lab": "0",
+ "with_pydantic_typing": "0",
+ "with_sentry_logging": "0",
+ "with_streamlit_app": "0",
+ "with_typer_cli": "0",
+ "continuous_integration": "GitHub",
+ "docstring_style": "NumPy",
+ "private_package_repository_name": "",
+ "private_package_repository_url": "",
+ "__package_name_kebab_case": "conformal-tights",
+ "__package_name_snake_case": "conformal_tights",
+ "_template": "https://github.com/radix-ai/poetry-cookiecutter"
+ }
+ },
+ "directory": null
+}
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 0000000..73efb6b
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,56 @@
+{
+ "name": "conformal-tights",
+ "dockerComposeFile": "../docker-compose.yml",
+ "service": "devcontainer",
+ "workspaceFolder": "/workspaces/${localWorkspaceFolderBasename}/",
+ "remoteUser": "user",
+ "overrideCommand": true,
+ "postStartCommand": "cp --update /opt/build/poetry/poetry.lock /workspaces/${localWorkspaceFolderBasename}/ && mkdir -p /workspaces/${localWorkspaceFolderBasename}/.git/hooks/ && cp --update /opt/build/git/* /workspaces/${localWorkspaceFolderBasename}/.git/hooks/",
+ "customizations": {
+ "vscode": {
+ "extensions": [
+ "charliermarsh.ruff",
+ "ms-python.mypy-type-checker",
+ "ms-python.python",
+ "ms-toolsai.jupyter",
+ "ryanluker.vscode-coverage-gutters",
+ "tamasfe.even-better-toml",
+ "visualstudioexptteam.vscodeintellicode"
+ ],
+ "settings": {
+ "coverage-gutters.coverageFileNames": [
+ "reports/coverage.xml"
+ ],
+ "editor.codeActionsOnSave": {
+ "source.fixAll": true,
+ "source.organizeImports": true
+ },
+ "editor.formatOnSave": true,
+ "[python]": {
+ "editor.defaultFormatter": "charliermarsh.ruff"
+ },
+ "[toml]": {
+ "editor.formatOnSave": false
+ },
+ "editor.rulers": [
+ 100
+ ],
+ "files.autoSave": "onFocusChange",
+ "jupyter.kernels.excludePythonEnvironments": ["/usr/local/bin/python"],
+ "mypy-type-checker.importStrategy": "fromEnvironment",
+ "notebook.formatOnSave.enabled": true,
+ "python.defaultInterpreterPath": "/opt/conformal-tights-env/bin/python",
+ "python.terminal.activateEnvironment": false,
+ "python.testing.pytestEnabled": true,
+ "ruff.importStrategy": "fromEnvironment",
+ "ruff.logLevel": "warn",
+ "terminal.integrated.defaultProfile.linux": "zsh",
+ "terminal.integrated.profiles.linux": {
+ "zsh": {
+ "path": "/usr/bin/zsh"
+ }
+ }
+ }
+ }
+ }
+}
\ No newline at end of file
diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..c17c79a
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,5 @@
+# Caches
+.*_cache/
+
+# Git
+.git/
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 0000000..e98ee6e
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,22 @@
+version: 2
+
+updates:
+ - package-ecosystem: github-actions
+ directory: /
+ schedule:
+ interval: monthly
+ commit-message:
+ prefix: "ci"
+ prefix-development: "ci"
+ include: "scope"
+ - package-ecosystem: pip
+ directory: /
+ schedule:
+ interval: monthly
+ commit-message:
+ prefix: "build"
+ prefix-development: "build"
+ include: "scope"
+ versioning-strategy: lockfile-only
+ allow:
+ - dependency-type: "all"
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..9acb673
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,27 @@
+name: Publish
+
+on:
+ release:
+ types:
+ - created
+
+jobs:
+ publish:
+ runs-on: ubuntu-latest
+
+ steps:
+ - name: Checkout
+ uses: actions/checkout@v4
+
+ - name: Set up Python
+ uses: actions/setup-python@v4
+ with:
+ python-version: "3.10"
+
+ - name: Install Poetry
+ run: pip install --no-input poetry
+
+ - name: Publish package
+ run: |
+ poetry config pypi-token.pypi "${{ secrets.POETRY_PYPI_TOKEN_PYPI }}"
+ poetry publish --build
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..9c6c631
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,47 @@
+name: Test
+
+on:
+ push:
+ branches:
+ - main
+ - master
+ pull_request:
+
+jobs:
+ test:
+ runs-on: ubuntu-latest
+
+ strategy:
+ fail-fast: false
+ matrix:
+ python-version: ["3.10"]
+
+ name: Python ${{ matrix.python-version }}
+
+ steps:
+ - name: Checkout
+ uses: actions/checkout@v4
+
+ - name: Set up Node.js
+ uses: actions/setup-node@v4
+ with:
+ node-version: 21
+
+ - name: Install @devcontainers/cli
+ run: npm install --location=global @devcontainers/cli@0.55.0
+
+ - name: Start Dev Container
+ run: |
+ git config --global init.defaultBranch main
+ PYTHON_VERSION=${{ matrix.python-version }} devcontainer up --workspace-folder .
+
+ - name: Lint package
+ run: devcontainer exec --workspace-folder . poe lint
+
+ - name: Test package
+ run: devcontainer exec --workspace-folder . poe test
+
+ - name: Upload coverage
+ uses: codecov/codecov-action@v3
+ with:
+ files: reports/coverage.xml
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..3b903be
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,64 @@
+# Coverage.py
+htmlcov/
+reports/
+
+# cruft
+*.rej
+
+# Data
+*.csv*
+*.dat*
+*.pickle*
+*.xls*
+*.zip*
+data/
+
+# direnv
+.envrc
+
+# dotenv
+.env
+
+# Hypothesis
+.hypothesis/
+
+# Jupyter
+*.ipynb
+.ipynb_checkpoints/
+notebooks/
+
+# macOS
+.DS_Store
+
+# mypy
+.dmypy.json
+.mypy_cache/
+
+# Node.js
+node_modules/
+
+# Poetry
+.venv/
+dist/
+
+# PyCharm
+.idea/
+
+# pyenv
+.python-version
+
+# pytest
+.pytest_cache/
+
+# Python
+__pycache__/
+*.py[cdo]
+
+# Ruff
+.ruff_cache/
+
+# Terraform
+.terraform/
+
+# VS Code
+.vscode/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..a1c4281
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,83 @@
+# https://pre-commit.com
+default_install_hook_types: [commit-msg, pre-commit]
+default_stages: [commit, manual]
+fail_fast: true
+repos:
+ - repo: meta
+ hooks:
+ - id: check-useless-excludes
+ - repo: https://github.com/pre-commit/pygrep-hooks
+ rev: v1.10.0
+ hooks:
+ - id: python-check-mock-methods
+ - id: python-use-type-annotations
+ - id: rst-backticks
+ - id: rst-directive-colons
+ - id: rst-inline-touching-normal
+ - id: text-unicode-replacement-char
+ - repo: https://github.com/pre-commit/pre-commit-hooks
+ rev: v4.5.0
+ hooks:
+ - id: check-added-large-files
+ - id: check-ast
+ - id: check-builtin-literals
+ - id: check-case-conflict
+ - id: check-docstring-first
+ - id: check-json
+ - id: check-merge-conflict
+ - id: check-shebang-scripts-are-executable
+ - id: check-symlinks
+ - id: check-toml
+ - id: check-vcs-permalinks
+ - id: check-xml
+ - id: check-yaml
+ - id: debug-statements
+ - id: destroyed-symlinks
+ - id: detect-private-key
+ - id: end-of-file-fixer
+ types: [python]
+ - id: fix-byte-order-marker
+ - id: mixed-line-ending
+ - id: name-tests-test
+ args: [--pytest-test-first]
+ - id: trailing-whitespace
+ types: [python]
+ - repo: local
+ hooks:
+ - id: commitizen
+ name: commitizen
+ entry: cz check
+ args: [--commit-msg-file]
+ require_serial: true
+ language: system
+ stages: [commit-msg]
+ - id: ruff-check
+ name: ruff check
+ entry: ruff check
+ args: ["--force-exclude", "--extend-fixable=ERA001,F401,F841,T201,T203"]
+ require_serial: true
+ language: system
+ types_or: [python, pyi]
+ - id: ruff-format
+ name: ruff format
+ entry: ruff format
+ args: [--force-exclude]
+ require_serial: true
+ language: system
+ types_or: [python, pyi]
+ - id: shellcheck
+ name: shellcheck
+ entry: shellcheck
+ args: [--check-sourced]
+ language: system
+ types: [shell]
+ - id: poetry-check
+ name: poetry check
+ entry: poetry check
+ language: system
+ pass_filenames: false
+ - id: mypy
+ name: mypy
+ entry: mypy
+ language: system
+ types: [python]
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..1a9bad4
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,100 @@
+# syntax=docker/dockerfile:1
+ARG PYTHON_VERSION=3.10
+FROM python:$PYTHON_VERSION-slim AS base
+
+# Remove docker-clean so we can keep the apt cache in Docker build cache.
+RUN rm /etc/apt/apt.conf.d/docker-clean
+
+# Configure Python to print tracebacks on crash [1], and to not buffer stdout and stderr [2].
+# [1] https://docs.python.org/3/using/cmdline.html#envvar-PYTHONFAULTHANDLER
+# [2] https://docs.python.org/3/using/cmdline.html#envvar-PYTHONUNBUFFERED
+ENV PYTHONFAULTHANDLER 1
+ENV PYTHONUNBUFFERED 1
+
+# Create a non-root user and switch to it [1].
+# [1] https://code.visualstudio.com/remote/advancedcontainers/add-nonroot-user
+ARG UID=1000
+ARG GID=$UID
+RUN groupadd --gid $GID user && \
+ useradd --create-home --gid $GID --uid $UID user --no-log-init && \
+ chown user /opt/
+USER user
+
+# Create and activate a virtual environment.
+ENV VIRTUAL_ENV /opt/conformal-tights-env
+ENV PATH $VIRTUAL_ENV/bin:$PATH
+RUN python -m venv $VIRTUAL_ENV
+
+# Set the working directory.
+WORKDIR /workspaces/conformal-tights/
+
+
+
+FROM base as poetry
+
+USER root
+
+# Install Poetry in separate venv so it doesn't pollute the main venv.
+ENV POETRY_VERSION 1.6.1
+ENV POETRY_VIRTUAL_ENV /opt/poetry-env
+RUN --mount=type=cache,target=/root/.cache/pip/ \
+ python -m venv $POETRY_VIRTUAL_ENV && \
+ $POETRY_VIRTUAL_ENV/bin/pip install poetry~=$POETRY_VERSION && \
+ ln -s $POETRY_VIRTUAL_ENV/bin/poetry /usr/local/bin/poetry
+
+# Install compilers that may be required for certain packages or platforms.
+RUN --mount=type=cache,target=/var/cache/apt/ \
+ --mount=type=cache,target=/var/lib/apt/ \
+ apt-get update && \
+ apt-get install --no-install-recommends --yes build-essential
+
+USER user
+
+# Install the run time Python dependencies in the virtual environment.
+COPY --chown=user:user poetry.lock* pyproject.toml /workspaces/conformal-tights/
+RUN mkdir -p /home/user/.cache/pypoetry/ && mkdir -p /home/user/.config/pypoetry/ && \
+ mkdir -p src/conformal_tights/ && touch src/conformal_tights/__init__.py && touch README.md
+RUN --mount=type=cache,uid=$UID,gid=$GID,target=/home/user/.cache/pypoetry/ \
+ poetry install --only main --no-interaction
+
+
+
+FROM poetry as dev
+
+# Install development tools: curl, git, gpg, ssh, starship, sudo, vim, and zsh.
+USER root
+RUN --mount=type=cache,target=/var/cache/apt/ \
+ --mount=type=cache,target=/var/lib/apt/ \
+ apt-get update && \
+ apt-get install --no-install-recommends --yes curl git gnupg ssh sudo vim zsh && \
+ sh -c "$(curl -fsSL https://starship.rs/install.sh)" -- "--yes" && \
+ usermod --shell /usr/bin/zsh user && \
+ echo 'user ALL=(root) NOPASSWD:ALL' > /etc/sudoers.d/user && chmod 0440 /etc/sudoers.d/user
+USER user
+
+# Install the development Python dependencies in the virtual environment.
+RUN --mount=type=cache,uid=$UID,gid=$GID,target=/home/user/.cache/pypoetry/ \
+ poetry install --no-interaction
+
+# Persist output generated during docker build so that we can restore it in the dev container.
+COPY --chown=user:user .pre-commit-config.yaml /workspaces/conformal-tights/
+RUN mkdir -p /opt/build/poetry/ && cp poetry.lock /opt/build/poetry/ && \
+ git init && pre-commit install --install-hooks && \
+ mkdir -p /opt/build/git/ && cp .git/hooks/commit-msg .git/hooks/pre-commit /opt/build/git/
+
+# Configure the non-root user's shell.
+ENV ANTIDOTE_VERSION 1.8.6
+RUN git clone --branch v$ANTIDOTE_VERSION --depth=1 https://github.com/mattmc3/antidote.git ~/.antidote/ && \
+ echo 'zsh-users/zsh-syntax-highlighting' >> ~/.zsh_plugins.txt && \
+ echo 'zsh-users/zsh-autosuggestions' >> ~/.zsh_plugins.txt && \
+ echo 'source ~/.antidote/antidote.zsh' >> ~/.zshrc && \
+ echo 'antidote load' >> ~/.zshrc && \
+ echo 'eval "$(starship init zsh)"' >> ~/.zshrc && \
+ echo 'HISTFILE=~/.history/.zsh_history' >> ~/.zshrc && \
+ echo 'HISTSIZE=1000' >> ~/.zshrc && \
+ echo 'SAVEHIST=1000' >> ~/.zshrc && \
+ echo 'setopt share_history' >> ~/.zshrc && \
+ echo 'bindkey "^[[A" history-beginning-search-backward' >> ~/.zshrc && \
+ echo 'bindkey "^[[B" history-beginning-search-forward' >> ~/.zshrc && \
+ mkdir ~/.history/ && \
+ zsh -c 'source ~/.zshrc'
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..3f159f3
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 Radix
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..6e9d66b
--- /dev/null
+++ b/README.md
@@ -0,0 +1,80 @@
+[](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/radix-ai/conformal-tights)
+
+# Conformal Tights
+
+A scikit-learn meta-estimator for computing tight conformal predictions
+
+## Using
+
+To add and install this package as a dependency of your project, run `poetry add conformal-tights`.
+
+## Contributing
+
+
+Prerequisites
+
+
+1. Set up Git to use SSH
+
+1. [Generate an SSH key](https://docs.github.com/en/authentication/connecting-to-github-with-ssh/generating-a-new-ssh-key-and-adding-it-to-the-ssh-agent#generating-a-new-ssh-key) and [add the SSH key to your GitHub account](https://docs.github.com/en/authentication/connecting-to-github-with-ssh/adding-a-new-ssh-key-to-your-github-account).
+1. Configure SSH to automatically load your SSH keys:
+ ```sh
+ cat << EOF >> ~/.ssh/config
+ Host *
+ AddKeysToAgent yes
+ IgnoreUnknown UseKeychain
+ UseKeychain yes
+ EOF
+ ```
+
+
+
+
+2. Install Docker
+
+1. [Install Docker Desktop](https://www.docker.com/get-started).
+ - Enable _Use Docker Compose V2_ in Docker Desktop's preferences window.
+ - _Linux only_:
+ - Export your user's user id and group id so that [files created in the Dev Container are owned by your user](https://github.com/moby/moby/issues/3206):
+ ```sh
+ cat << EOF >> ~/.bashrc
+ export UID=$(id --user)
+ export GID=$(id --group)
+ EOF
+ ```
+
+
+
+
+3. Install VS Code or PyCharm
+
+1. [Install VS Code](https://code.visualstudio.com/) and [VS Code's Dev Containers extension](https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers). Alternatively, install [PyCharm](https://www.jetbrains.com/pycharm/download/).
+2. _Optional:_ install a [Nerd Font](https://www.nerdfonts.com/font-downloads) such as [FiraCode Nerd Font](https://github.com/ryanoasis/nerd-fonts/tree/master/patched-fonts/FiraCode) and [configure VS Code](https://github.com/tonsky/FiraCode/wiki/VS-Code-Instructions) or [configure PyCharm](https://github.com/tonsky/FiraCode/wiki/Intellij-products-instructions) to use it.
+
+
+
+
+
+
+Development environments
+
+The following development environments are supported:
+
+1. ⭐️ _GitHub Codespaces_: click on _Code_ and select _Create codespace_ to start a Dev Container with [GitHub Codespaces](https://github.com/features/codespaces).
+1. ⭐️ _Dev Container (with container volume)_: click on [Open in Dev Containers](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/radix-ai/conformal-tights) to clone this repository in a container volume and create a Dev Container with VS Code.
+1. _Dev Container_: clone this repository, open it with VS Code, and run Ctrl/⌘ + ⇧ + P → _Dev Containers: Reopen in Container_.
+1. _PyCharm_: clone this repository, open it with PyCharm, and [configure Docker Compose as a remote interpreter](https://www.jetbrains.com/help/pycharm/using-docker-compose-as-a-remote-interpreter.html#docker-compose-remote) with the `dev` service.
+1. _Terminal_: clone this repository, open it with your terminal, and run `docker compose up --detach dev` to start a Dev Container in the background, and then run `docker compose exec dev zsh` to open a shell prompt in the Dev Container.
+
+
+
+
+Developing
+
+- This project follows the [Conventional Commits](https://www.conventionalcommits.org/) standard to automate [Semantic Versioning](https://semver.org/) and [Keep A Changelog](https://keepachangelog.com/) with [Commitizen](https://github.com/commitizen-tools/commitizen).
+- Run `poe` from within the development environment to print a list of [Poe the Poet](https://github.com/nat-n/poethepoet) tasks available to run on this project.
+- Run `poetry add {package}` from within the development environment to install a run time dependency and add it to `pyproject.toml` and `poetry.lock`. Add `--group test` or `--group dev` to install a CI or development dependency, respectively.
+- Run `poetry update` from within the development environment to upgrade all dependencies to the latest versions allowed by `pyproject.toml`.
+- Run `cz bump` to bump the package's version, update the `CHANGELOG.md`, and create a git tag.
+
+
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..9465f6c
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,41 @@
+version: "3.9"
+
+services:
+
+ devcontainer:
+ build:
+ context: .
+ target: dev
+ args:
+ PYTHON_VERSION: ${PYTHON_VERSION:-3.10}
+ UID: ${UID:-1000}
+ GID: ${GID:-1000}
+ environment:
+ - POETRY_PYPI_TOKEN_PYPI
+ volumes:
+ - ..:/workspaces
+ - command-history-volume:/home/user/.history/
+
+ dev:
+ extends: devcontainer
+ stdin_open: true
+ tty: true
+ entrypoint: []
+ command:
+ [
+ "sh",
+ "-c",
+ "sudo chown user $$SSH_AUTH_SOCK && cp --update /opt/build/poetry/poetry.lock /workspaces/conformal-tights/ && mkdir -p /workspaces/conformal-tights/.git/hooks/ && cp --update /opt/build/git/* /workspaces/conformal-tights/.git/hooks/ && zsh"
+ ]
+ environment:
+ - POETRY_PYPI_TOKEN_PYPI
+ - SSH_AUTH_SOCK=/run/host-services/ssh-auth.sock
+ volumes:
+ - ~/.gitconfig:/etc/gitconfig
+ - ~/.ssh/known_hosts:/home/user/.ssh/known_hosts
+ - ${SSH_AGENT_AUTH_SOCK:-/run/host-services/ssh-auth.sock}:/run/host-services/ssh-auth.sock
+ profiles:
+ - dev
+
+volumes:
+ command-history-volume:
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..ae0c01f
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2359 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
+[[package]]
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
+files = [
+ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+ {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
+
+[[package]]
+name = "argcomplete"
+version = "3.2.2"
+description = "Bash tab completion for argparse"
+optional = false
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+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+
+[[package]]
+name = "types-python-dateutil"
+version = "2.8.19.20240106"
+description = "Typing stubs for python-dateutil"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "types-python-dateutil-2.8.19.20240106.tar.gz", hash = "sha256:1f8db221c3b98e6ca02ea83a58371b22c374f42ae5bbdf186db9c9a76581459f"},
+ {file = "types_python_dateutil-2.8.19.20240106-py3-none-any.whl", hash = "sha256:efbbdc54590d0f16152fa103c9879c7d4a00e82078f6e2cf01769042165acaa2"},
+]
+
+[[package]]
+name = "typing-extensions"
+version = "4.10.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
+ {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.2.1"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+ {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "virtualenv"
+version = "20.25.1"
+description = "Virtual Python Environment builder"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"},
+ {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"},
+]
+
+[package.dependencies]
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+
+[[package]]
+name = "wcwidth"
+version = "0.2.13"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+files = [
+ {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+ {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
+]
+
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+ {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.10,<4.0"
+content-hash = "5947cbce669ff2c3d95aab095820c0e23d33536547f719ca000a709c6823e2d8"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..81d38d0
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,144 @@
+[build-system] # https://python-poetry.org/docs/pyproject/#poetry-and-pep-517
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.poetry] # https://python-poetry.org/docs/pyproject/
+name = "conformal-tights"
+version = "0.0.0"
+description = "A scikit-learn meta-estimator for computing tight conformal predictions"
+authors = ["Laurent Sorber "]
+readme = "README.md"
+repository = "https://github.com/radix-ai/conformal-tights"
+
+[tool.commitizen] # https://commitizen-tools.github.io/commitizen/config/
+bump_message = "bump(release): v$current_version → v$new_version"
+tag_format = "v$version"
+update_changelog_on_bump = true
+version_provider = "poetry"
+
+[tool.poetry.dependencies] # https://python-poetry.org/docs/dependency-specification/
+python = ">=3.10,<4.0"
+lightgbm = ">=4.0.0"
+scikit-learn = ">=1.1.0"
+
+[tool.poetry.group.test.dependencies] # https://python-poetry.org/docs/master/managing-dependencies/
+commitizen = ">=3.2.1"
+coverage = { extras = ["toml"], version = ">=7.2.5" }
+mypy = ">=1.2.0"
+poethepoet = ">=0.20.0"
+pre-commit = ">=3.3.1"
+pytest = ">=7.3.1"
+pytest-clarity = ">=1.0.1"
+pytest-mock = ">=3.10.0"
+pytest-xdist = ">=3.2.1"
+ruff = ">=0.2.1"
+safety = ">=2.3.4,!=2.3.5"
+shellcheck-py = ">=0.9.0"
+typeguard = ">=3.0.2"
+
+[tool.poetry.group.dev.dependencies] # https://python-poetry.org/docs/master/managing-dependencies/
+cruft = ">=2.14.0"
+ipykernel = ">=6.29.2"
+pdoc = ">=13.1.1"
+
+[tool.coverage.report] # https://coverage.readthedocs.io/en/latest/config.html#report
+fail_under = 50
+precision = 1
+show_missing = true
+skip_covered = true
+
+[tool.coverage.run] # https://coverage.readthedocs.io/en/latest/config.html#run
+branch = true
+command_line = "--module pytest"
+data_file = "reports/.coverage"
+source = ["src"]
+
+[tool.coverage.xml] # https://coverage.readthedocs.io/en/latest/config.html#xml
+output = "reports/coverage.xml"
+
+[tool.mypy] # https://mypy.readthedocs.io/en/latest/config_file.html
+junit_xml = "reports/mypy.xml"
+strict = true
+disallow_subclassing_any = false
+disallow_untyped_decorators = false
+ignore_missing_imports = true
+pretty = true
+show_column_numbers = true
+show_error_codes = true
+show_error_context = true
+warn_unreachable = true
+
+[tool.pytest.ini_options] # https://docs.pytest.org/en/latest/reference/reference.html#ini-options-ref
+addopts = "--color=yes --doctest-modules --exitfirst --failed-first --strict-config --strict-markers --typeguard-packages=conformal_tights --verbosity=2 --junitxml=reports/pytest.xml"
+filterwarnings = ["error", "ignore::DeprecationWarning"]
+testpaths = ["src", "tests"]
+xfail_strict = true
+
+[tool.ruff] # https://github.com/charliermarsh/ruff
+fix = true
+line-length = 100
+src = ["src", "tests"]
+target-version = "py310"
+
+[tool.ruff.lint]
+ignore-init-module-imports = true
+select = ["A", "ASYNC", "B", "BLE", "C4", "C90", "D", "DTZ", "E", "EM", "ERA", "F", "FBT", "FLY", "FURB", "G", "I", "ICN", "INP", "INT", "ISC", "LOG", "N", "NPY", "PERF", "PGH", "PIE", "PL", "PT", "PTH", "PYI", "Q", "RET", "RSE", "RUF", "S", "SIM", "SLF", "SLOT", "T10", "T20", "TCH", "TID", "TRY", "UP", "W", "YTT"]
+ignore = ["D203", "D213", "E501", "RET504", "S101", "S307"]
+unfixable = ["ERA001", "F401", "F841", "T201", "T203"]
+
+[tool.ruff.lint.flake8-tidy-imports]
+ban-relative-imports = "all"
+
+[tool.ruff.lint.pycodestyle]
+max-doc-length = 100
+
+[tool.ruff.lint.pydocstyle]
+convention = "numpy"
+
+[tool.poe.tasks] # https://github.com/nat-n/poethepoet
+
+ [tool.poe.tasks.docs]
+ help = "Generate this package's docs"
+ cmd = """
+ pdoc
+ --docformat $docformat
+ --output-directory $outputdirectory
+ conformal_tights
+ """
+
+ [[tool.poe.tasks.docs.args]]
+ help = "The docstring style (default: numpy)"
+ name = "docformat"
+ options = ["--docformat"]
+ default = "numpy"
+
+ [[tool.poe.tasks.docs.args]]
+ help = "The output directory (default: docs)"
+ name = "outputdirectory"
+ options = ["--output-directory"]
+ default = "docs"
+
+ [tool.poe.tasks.lint]
+ help = "Lint this package"
+
+ [[tool.poe.tasks.lint.sequence]]
+ cmd = """
+ pre-commit run
+ --all-files
+ --color always
+ """
+
+ [[tool.poe.tasks.lint.sequence]]
+ shell = "safety check --continue-on-error --full-report"
+
+ [tool.poe.tasks.test]
+ help = "Test this package"
+
+ [[tool.poe.tasks.test.sequence]]
+ cmd = "coverage run"
+
+ [[tool.poe.tasks.test.sequence]]
+ cmd = "coverage report"
+
+ [[tool.poe.tasks.test.sequence]]
+ cmd = "coverage xml"
diff --git a/src/conformal_tights/__init__.py b/src/conformal_tights/__init__.py
new file mode 100644
index 0000000..58b5f3c
--- /dev/null
+++ b/src/conformal_tights/__init__.py
@@ -0,0 +1 @@
+"""Conformal Tights package."""
diff --git a/src/conformal_tights/py.typed b/src/conformal_tights/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..bad9af4
--- /dev/null
+++ b/tests/__init__.py
@@ -0,0 +1 @@
+"""Conformal Tights test suite."""
diff --git a/tests/test_import.py b/tests/test_import.py
new file mode 100644
index 0000000..4829651
--- /dev/null
+++ b/tests/test_import.py
@@ -0,0 +1,8 @@
+"""Test Conformal Tights."""
+
+import conformal_tights
+
+
+def test_import() -> None:
+ """Test that the package can be imported."""
+ assert isinstance(conformal_tights.__name__, str)