diff --git a/.github/workflows/benchmarks.yml b/.github/workflows/benchmarks.yml index 3375b7e..4f97829 100644 --- a/.github/workflows/benchmarks.yml +++ b/.github/workflows/benchmarks.yml @@ -13,20 +13,14 @@ jobs: name: Run benchmarks runs-on: ubuntu-latest steps: - - name: Checkout + - name: Checkout branch uses: actions/checkout@v4 - with: - ref: main - fetch-depth: 0 - - name: Setup conda - uses: mamba-org/setup-micromamba@v1 - with: - condarc-file: .github/assets/.condarc - environment-file: benchmarks/environment.yml - - name: Install package - run: python -m pip install -e . - - name: Run benchmark.py - run: python benchmarks/benchmark.py + - name: Set up pixi + uses: prefix-dev/setup-pixi@v0.8.1 + - name: Install repository + run: | + pixi run -e default postinstall + pixi run -e default python benchmarks/benchmark.py - name: Update readme.md run: | line_number=`grep "| T-learner" benchmarks/readme.md -n | cut -f1 -d:` diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 58768de..705d5e4 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -18,68 +18,41 @@ jobs: steps: - name: Checkout branch uses: actions/checkout@v4 + - name: Set up pixi + uses: prefix-dev/setup-pixi@v0.8.1 with: - ref: ${{ github.head_ref }} - # needed for 'pre-commit-mirrors-insert-license' - fetch-depth: 0 - - name: Run pre-commit-conda - uses: quantco/pre-commit-conda@v1 - - mypy-type-checks: - name: Mypy Type Checks - runs-on: ubuntu-latest - steps: - - name: Checkout branch - uses: actions/checkout@v4 - with: - ref: ${{ github.head_ref }} - fetch-depth: 0 - - name: Set up Conda env - uses: mamba-org/setup-micromamba@422500192359a097648154e8db4e39bdb6c6eed7 - with: - condarc-file: .github/assets/.condarc - environment-file: environment.yml - cache-environment: true - - name: Install repository - run: python -m pip install --no-build-isolation --no-deps --disable-pip-version-check -e . - - name: Run mypy - run: mypy . + environments: default lint + - name: pre-commit + run: pixi run pre-commit-run --color=always --show-diff-on-failure unit-tests: - name: Unit Tests - ${{ matrix.os == 'ubuntu-latest' && 'Linux' || 'Windows' }} - Python ${{ matrix.python-version }} + name: Unit Tests timeout-minutes: 30 runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: - os: [ubuntu-latest] - python-version: ["3.10", "3.11", "3.12"] + os: [ubuntu-latest, macos-latest] + env: ["py310", "py311", "py312"] steps: - name: Checkout branch uses: actions/checkout@v4 + - name: Set up pixi + uses: prefix-dev/setup-pixi@v0.8.1 with: - ref: ${{ github.head_ref }} - fetch-depth: 0 - - name: Set up Conda env - uses: mamba-org/setup-micromamba@422500192359a097648154e8db4e39bdb6c6eed7 - with: - condarc-file: .github/assets/.condarc - environment-file: environment.yml - cache-environment: true - create-args: >- - python=${{ matrix.python-version }} - pytest-md - pytest-emoji + environments: ${{ matrix.env }} - name: Install repository - run: python -m pip install --no-build-isolation --no-deps --disable-pip-version-check -e . - - name: Run unittests - uses: quantco/pytest-action@v2 + run: | + pixi run -e ${{ matrix.env }} postinstall + pixi run -e ${{ matrix.env }} coverage + - name: Generate code coverage report + if: matrix.python-version == '3.12' + uses: codecov/codecov-action@v3.1.3 with: - report-title: Unit Tests - ${{ matrix.os == 'ubuntu-latest' && 'Linux' || 'Windows' }} - Python ${{ matrix.python-version }} - custom-arguments: --cov=metalearners --cov-report=xml --cov-report term-missing --color=yes + file: ./coverage.xml - name: Upload coverage reports to Codecov - if: matrix.python-version == '3.12' - uses: codecov/codecov-action@125fc84a9a348dbcf27191600683ec096ec9021c + if: matrix.env == 'py312' + uses: codecov/codecov-action@v3.1.3 env: CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }} file: ./coverage.xml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index ba2f8d5..ba2fd01 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,45 +1,81 @@ +exclude: ^\.pixi repos: - - repo: https://github.com/Quantco/pre-commit-mirrors-insert-license - rev: 1.3.0 + - repo: local hooks: + # ensure pixi environments are up to date + # workaround for https://github.com/prefix-dev/pixi/issues/1482 + - id: pixi-install + name: pixi-install + entry: pixi install -e default -e lint + language: system + always_run: true + require_serial: true + pass_filenames: false - id: insert-license + name: insert-license + entry: pixi run -e lint insert-license types: [python] + language: system args: - --license-base64 - - IyBDb3B5cmlnaHQgKGMpIFF1YW50Q28gMjAyNC0yMDI0CiMgU1BEWC1MaWNlbnNlLUlkZW50aWZpZXI6IEJTRC0zLUNsYXVzZQo= + - Q29weXJpZ2h0IChjKSBRdWFudENvIDIwMjQtMjAyNApTUERYLUxpY2Vuc2UtSWRlbnRpZmllcjogQlNELTMtQ2xhdXNl - --dynamic-years - --comment-style - "#" - - repo: https://github.com/Quantco/pre-commit-mirrors-docformatter - rev: 1.7.5 - hooks: - - id: docformatter-conda - - repo: https://github.com/Quantco/pre-commit-mirrors-ruff - rev: 0.4.7 - hooks: - - id: ruff-conda - - repo: https://github.com/Quantco/pre-commit-mirrors-black - rev: 24.4.2 - hooks: + - id: docformatter + name: docformatter + entry: pixi run -e lint docformatter + args: [-i] + types: [python] + language: system + - id: ruff + name: ruff + entry: pixi run -e lint ruff check --fix --exit-non-zero-on-fix --force-exclude + language: system + types_or: [python, pyi] + require_serial: true - id: black-conda - - repo: https://github.com/Quantco/pre-commit-mirrors-mypy - rev: 1.10.0 - hooks: - - id: mypy-conda - additional_dependencies: [-c, conda-forge, types-setuptools] - - repo: https://github.com/Quantco/pre-commit-mirrors-prettier - rev: 3.2.5 - hooks: - - id: prettier-conda + name: black-conda + entry: pixi run -e lint black + language: system + require_serial: true + types: [python] + - id: mypy + name: mypy + entry: pixi run -e default mypy + language: system + types: [python] + args: ["--ignore-missing-imports", "--scripts-are-modules"] + require_serial: true + - id: prettier + name: prettier + entry: pixi run -e lint prettier + language: system files: \.(md|yml|yaml)$ - - repo: https://github.com/Quantco/pre-commit-mirrors-pre-commit-hooks - rev: 4.6.0 - hooks: - - id: trailing-whitespace-conda - - id: end-of-file-fixer-conda - - id: check-merge-conflict-conda + types: [text] + args: ["--write", "--list-different", "--ignore-unknown"] + - id: trailing-whitespace + name: trim trailing whitespace + language: system + entry: pixi run -e lint trailing-whitespace-fixer + types: [text] + stages: [commit, push, manual] + - id: end-of-file-fixer + name: fix end of files + language: system + entry: pixi run -e lint end-of-file-fixer + types: [text] + stages: [commit, push, manual] + - id: check-merge-conflict + name: check for merge conflicts + language: system + entry: pixi run -e lint check-merge-conflict + types: [text] args: ["--assume-in-merge"] - - repo: https://github.com/Quantco/pre-commit-mirrors-typos - rev: 1.21.0 - hooks: - - id: typos-conda + - id: typos + name: typos + entry: pixi run -e lint typos --force-exclude + language: system + types: [text] + exclude: "\\.csv$" + require_serial: true diff --git a/.readthedocs.yml b/.readthedocs.yml index 6790a31..1c07a25 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -2,17 +2,13 @@ version: 2 build: os: ubuntu-20.04 tools: - python: mambaforge-4.10 + python: mambaforge-latest + commands: + - mamba install -c conda-forge -c nodefaults pixi + - pixi run -e docs postinstall + - pixi run -e docs docs + - pixi run -e docs readthedocs sphinx: configuration: docs/conf.py -python: - install: - - method: pip - path: . - extra_requirements: - - doc - - test -conda: - environment: environment.yml formats: - pdf diff --git a/benchmarks/benchmark.py b/benchmarks/benchmark.py index beed952..7fa56b6 100644 --- a/benchmarks/benchmark.py +++ b/benchmarks/benchmark.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import json from pathlib import Path diff --git a/data/download_twins.py b/data/download_twins.py index dd7912e..224f938 100644 --- a/data/download_twins.py +++ b/data/download_twins.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import pandas as pd from git_root import git_root diff --git a/docs/conf.py b/docs/conf.py index 9bb1682..c6cdcf1 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause # Configuration file for the Sphinx documentation builder. # diff --git a/environment.yml b/environment.yml deleted file mode 100644 index 6197561..0000000 --- a/environment.yml +++ /dev/null @@ -1,45 +0,0 @@ -name: metalearners -channels: - - conda-forge - - nodefaults -dependencies: - ## Git - - pre-commit - - git_root - ## Python - - pip - - python>=3.10 - - setuptools-scm - - setuptools >=61 # Adds support for pyproject.toml package declaration. - # Documentation - - make - - numpydoc - - sphinx - - sphinxcontrib-apidoc - - sphinx_rtd_theme - - myst-nb - - ipykernel - - ipywidgets - ## Documentation examples - - lime - - optuna - - nbconvert - # Development - - mypy =1.9.0 - # Testing - - pytest >=6 # Adds --import-mode option - - pytest-cov - - pytest-xdist - ## Numerical - # First version to add the return_indices parameter to cross_validate. - - scikit-learn>=1.3 - - numpy - - pandas - - typing-extensions - - lightgbm - - xgboost - - glum - - shap - - matplotlib-base - # Same as sklearn - - joblib>=1.2.0 diff --git a/metalearners/__init__.py b/metalearners/__init__.py index d2115b2..752d0f9 100644 --- a/metalearners/__init__.py +++ b/metalearners/__init__.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import importlib.metadata import warnings diff --git a/metalearners/_typing.py b/metalearners/_typing.py index a7f39d4..c23207e 100644 --- a/metalearners/_typing.py +++ b/metalearners/_typing.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from collections.abc import Collection, Mapping from typing import Literal, Protocol, Union diff --git a/metalearners/_utils.py b/metalearners/_utils.py index 0aca691..2767d5a 100644 --- a/metalearners/_utils.py +++ b/metalearners/_utils.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from collections.abc import Callable from inspect import signature diff --git a/metalearners/cross_fit_estimator.py b/metalearners/cross_fit_estimator.py index aaef553..3f8624c 100644 --- a/metalearners/cross_fit_estimator.py +++ b/metalearners/cross_fit_estimator.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import warnings from dataclasses import dataclass, field diff --git a/metalearners/data_generation.py b/metalearners/data_generation.py index 70761d1..2e5d14a 100644 --- a/metalearners/data_generation.py +++ b/metalearners/data_generation.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from typing import Literal diff --git a/metalearners/drlearner.py b/metalearners/drlearner.py index ea9b2f1..4ff15c2 100644 --- a/metalearners/drlearner.py +++ b/metalearners/drlearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np from joblib import Parallel, delayed diff --git a/metalearners/explainer.py b/metalearners/explainer.py index 5db708c..721514c 100644 --- a/metalearners/explainer.py +++ b/metalearners/explainer.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from collections.abc import Collection diff --git a/metalearners/metalearner.py b/metalearners/metalearner.py index 9e12a57..6964547 100644 --- a/metalearners/metalearner.py +++ b/metalearners/metalearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from abc import ABC, abstractmethod from collections.abc import Callable, Collection diff --git a/metalearners/outcome_functions.py b/metalearners/outcome_functions.py index 8f737b0..20f3144 100644 --- a/metalearners/outcome_functions.py +++ b/metalearners/outcome_functions.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from collections.abc import Callable diff --git a/metalearners/rlearner.py b/metalearners/rlearner.py index 24b0d4a..c66dcc9 100644 --- a/metalearners/rlearner.py +++ b/metalearners/rlearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np from joblib import Parallel, delayed diff --git a/metalearners/slearner.py b/metalearners/slearner.py index be8c591..41b49a8 100644 --- a/metalearners/slearner.py +++ b/metalearners/slearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import warnings diff --git a/metalearners/tlearner.py b/metalearners/tlearner.py index 9380144..f4673c6 100644 --- a/metalearners/tlearner.py +++ b/metalearners/tlearner.py @@ -1,6 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause - +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np from joblib import Parallel, delayed diff --git a/metalearners/utils.py b/metalearners/utils.py index aee88dd..765e6c1 100644 --- a/metalearners/utils.py +++ b/metalearners/utils.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np diff --git a/metalearners/xlearner.py b/metalearners/xlearner.py index 729899c..ab62926 100644 --- a/metalearners/xlearner.py +++ b/metalearners/xlearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np from joblib import Parallel, delayed diff --git a/pixi.lock b/pixi.lock new file mode 100644 index 0000000..c1583c9 --- /dev/null +++ b/pixi.lock @@ -0,0 +1,22555 @@ +version: 5 +environments: + default: + channels: + - url: https://conda.anaconda.org/conda-forge/ + packages: + linux-64: + - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/linux-64/_py-xgboost-mutex-2.0-cpu_0.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.1-pyhd8ed1ab_1.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/aom-3.9.1-hac33072_0.conda + - conda: https://conda.anaconda.org/conda-forge/noarch/astor-0.8.1-pyh9f0ad1d_0.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-2.4.1-pyhd8ed1ab_0.conda + - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-23.2.0-pyh71513ae_0.conda + - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.12.3-pyha770c72_0.conda + - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.1.0-pyhd8ed1ab_0.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.5-hc2324a3_1.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.1.0-hd590300_1.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.1.0-hd590300_1.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/brunsli-0.1-h9c3ff4c_0.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda + - 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"pytest tests --cov=metalearners --cov-report=xml --cov-report term-missing --color=yes" + +[dependencies] +pre-commit = "*" +git_root = "*" +pip = "*" +python = ">=3.10" +setuptools-scm = "*" +setuptools = ">=61" +ipykernel = "*" +ipywidgets = "*" +lime = "*" +optuna = "*" +nbconvert = "*" +mypy = "*" +pytest = ">=6" +pytest-cov = "*" +pytest-xdist = "*" +scikit-learn = ">=1.3" +numpy = "*" +pandas = "*" +typing-extensions = "*" +lightgbm = "*" +xgboost = "*" +glum = "*" +shap = "*" +matplotlib-base = "*" +joblib = ">=1.2.0" + +[feature.lint.dependencies] +pre-commit = "*" +black = "*" +ruff = "*" +prettier = "*" +insert-license-header = "*" +taplo = "*" +typos = "*" +docformatter = "*" +pre-commit-hooks = "*" +types-setuptools = "*" + +[feature.lint.tasks] +pre-commit-install = "pre-commit install" +pre-commit-run = "pre-commit run -a" + +[feature.docs.dependencies] +make = "*" +numpydoc = "*" +sphinx = "*" +sphinx_rtd_theme = "*" +sphinxcontrib-apidoc = "*" +sphinx-autodoc-typehints = "*" +myst-nb = "*" + +[feature.docs.tasks] +docs = "cd docs && make html " +readthedocs = "rm -rf $READTHEDOCS_OUTPUT/html && cp -r docs/_build/html $READTHEDOCS_OUTPUT/html" + +[feature.py310.dependencies] +python = "3.10.*" +[feature.py311.dependencies] +python = "3.11.*" +[feature.py312.dependencies] +python = "3.12.*" + +[environments] +py310 = ["py310"] +py311 = ["py311"] +py312 = ["py312"] + +lint = { features = ["lint"], no-default-feature = true } + +docs = ["docs"] diff --git a/tests/conftest.py b/tests/conftest.py index 862131b..fa44727 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,6 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause - +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np import pandas as pd diff --git a/tests/test__utils.py b/tests/test__utils.py index 8d46035..756f756 100644 --- a/tests/test__utils.py +++ b/tests/test__utils.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from contextlib import nullcontext as does_not_raise diff --git a/tests/test_cross_fit_estimator.py b/tests/test_cross_fit_estimator.py index 623ac5f..3822399 100644 --- a/tests/test_cross_fit_estimator.py +++ b/tests/test_cross_fit_estimator.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from functools import partial diff --git a/tests/test_data_generation.py b/tests/test_data_generation.py index c24e7bd..e0a6b06 100644 --- a/tests/test_data_generation.py +++ b/tests/test_data_generation.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from contextlib import nullcontext as does_not_raise diff --git a/tests/test_learner.py b/tests/test_learner.py index 30dce74..efe36c7 100644 --- a/tests/test_learner.py +++ b/tests/test_learner.py @@ -1,6 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause - +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np import pytest diff --git a/tests/test_metalearner.py b/tests/test_metalearner.py index 58777ac..a21877d 100644 --- a/tests/test_metalearner.py +++ b/tests/test_metalearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause from itertools import chain diff --git a/tests/test_outcome_functions.py b/tests/test_outcome_functions.py index 2273efb..d8378fa 100644 --- a/tests/test_outcome_functions.py +++ b/tests/test_outcome_functions.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np import pytest diff --git a/tests/test_rlearner.py b/tests/test_rlearner.py index 4cce9c0..69499e6 100644 --- a/tests/test_rlearner.py +++ b/tests/test_rlearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np import pandas as pd diff --git a/tests/test_slearner.py b/tests/test_slearner.py index a214874..729f20b 100644 --- a/tests/test_slearner.py +++ b/tests/test_slearner.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np import pandas as pd diff --git a/tests/test_utils.py b/tests/test_utils.py index e09ebc0..c3f334e 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -1,5 +1,5 @@ -# # Copyright (c) QuantCo 2024-2024 -# # SPDX-License-Identifier: BSD-3-Clause +# Copyright (c) QuantCo 2024-2024 +# SPDX-License-Identifier: BSD-3-Clause import numpy as np import pytest