' in html
+ if markdown:
+ return False
+ raise ValueError("Must provide either markdown or html")
+
+
+def on_page_content(html, page, config, files):
+ """Adds a Google colab button to launch Jupyter files"""
+ # Only Jupyter notebooks will have this div.
+ if is_jupyter(html=html):
+ page_url = page.url
+ if "/index.ipynb" == page.file.abs_src_path[-12:]:
+ page_url += "index.ipynb"
+ else:
+ page_url = page_url[:-1] + ".ipynb"
+ colab_url = os.path.join(config["colab_base_url"], page_url)
+ colab_launch_html = f"""
+
+ """
+ soup = BeautifulSoup(html, "html.parser")
+ h1_tag = soup.find("h1")
+ h1_tag.insert_after(BeautifulSoup(colab_launch_html, "html.parser"))
+ return soup.prettify()
+ return html
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..f40ea77
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,149 @@
+docs_dir: docs
+
+site_name: censible
+site_author: durrantlab
+
+repo_name: durrantlab/censible
+repo_url: https://github.com/durrantlab/censible
+copyright:
CC BY-NC-SA 4.0 by OASCI
+
+# https://squidfunk.github.io/mkdocs-material/
+theme:
+ name: material
+ custom_dir: docs/.overrides
+ language: en
+ # logo: img/logo.svg
+ palette:
+ # Palette toggle for light mode
+ - scheme: default
+ toggle:
+ icon: material/lightbulb-outline
+ name: Switch to dark mode
+
+ # Palette toggle for dark mode
+ - scheme: dark
+ toggle:
+ icon: material/lightbulb
+ name: Switch to light mode
+ font:
+ text: Roboto
+ code: Roboto Mono
+ icon:
+ repo: fontawesome/brands/github
+ annotation: material/star-four-points-circle
+ features:
+ - content.code.annotate
+ - content.code.copy
+ - content.code.select
+ - content.tooltips
+ - content.tabs.link
+ - navigation.tabs
+ - navigation.tabs.sticky
+ - navigation.tracking
+ - navigation.top
+ - navigation.indexes
+ - navigation.path
+ - navigation.prune
+ - toc.follow
+ - search.suggest
+
+validation:
+ omitted_files: warn
+ absolute_links: warn
+ unrecognized_links: warn
+
+# Options need to be indented twice for some reason?
+plugins:
+ - search
+ - autorefs
+ - material-plausible
+ - gen-files:
+ scripts:
+ - docs/gen_ref_pages.py
+ - mkdocstrings:
+ handlers:
+ python:
+ inventories:
+ - "https://docs.python.org/3/objects.inv"
+ paths: ["censible"]
+ options:
+ show_source: false
+ show_root_heading: false
+ annotations_path: brief
+ docstring_style: google
+ merge_init_into_class: true
+ docstring_section_style: spacy
+ show_if_no_docstring: true
+ show_labels: false
+ parameter_headings: false
+ show_symbol_type_heading: true
+ show_symbol_type_toc: true
+ - mkdocs-jupyter:
+ no_input: False
+ include_requirejs: true
+ include_source: True
+ ignore: ["*.py"]
+ remove_tag_config:
+ remove_input_tags:
+ - hide_code
+ - awesome-nav
+ - glightbox
+ - macros
+ - print-site
+ - git-revision-date-localized:
+ type: iso_datetime
+ timezone: America/Detroit
+ fallback_to_build_date: true
+
+hooks:
+ - hooks/launchy.py
+colab_base_url: https://colab.research.google.com/github/durrantlab/censible/blob/main/study
+
+
+extra:
+ generator: false
+
+extra_css:
+ - css/base.css
+ - css/colors.css
+ - css/jupyter.css
+ - css/mkdocstrings.css
+ - css/launchy.css
+
+extra_javascript:
+ - js/mathjax-config.js
+
+markdown_extensions:
+ - abbr
+ - toc:
+ permalink: true
+ - admonition
+ - attr_list
+ - def_list
+ - footnotes
+ - md_in_html
+ - tables
+ - pymdownx.arithmatex:
+ generic: true
+ - pymdownx.betterem
+ - pymdownx.caret
+ - pymdownx.details
+ - pymdownx.highlight:
+ anchor_linenums: true
+ line_spans: __span
+ pygments_lang_class: true
+ - pymdownx.inlinehilite
+ - pymdownx.keys
+ - pymdownx.mark
+ - pymdownx.smartsymbols
+ - pymdownx.snippets
+ - pymdownx.superfences:
+ custom_fences:
+ - name: mermaid
+ class: mermaid
+ format: !!python/name:pymdownx.superfences.fence_code_format
+ - pymdownx.tabbed:
+ alternate_style: true
+ - pymdownx.tasklist:
+ custom_checkbox: true
+ - pymdownx.tilde
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 0000000..c0e4c1c
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,4544 @@
+version: 6
+environments:
+ default:
+ channels:
+ - url: https://conda.anaconda.org/pytorch/
+ - url: https://conda.anaconda.org/nvidia/
+ - url: https://conda.anaconda.org/conda-forge/
+ indexes:
+ - https://pypi.org/simple
+ packages:
+ linux-64:
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-3_kmp_llvm.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/blas-2.116-mkl.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/blas-devel-3.9.0-16_linux64_mkl.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.4.26-hbd8a1cb_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.0-hbb29018_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.11.12-py311hd8ed1ab_0.conda
+ - conda: https://conda.anaconda.org/nvidia/linux-64/cuda-cudart-11.8.89-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/cuda-cupti-11.8.87-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/cuda-libraries-11.8.0-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/cuda-nvrtc-11.8.89-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/cuda-nvtx-11.8.86-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/cuda-runtime-11.8.0-0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/noarch/cuda-version-11.8-h70ddcb2_3.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/cudatoolkit-11.8.0-h4ba93d1_13.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.18.0-pyhd8ed1ab_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.15.0-h7e30c49_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.13.3-ha770c72_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/gmp-6.3.0-hac33072_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/gmpy2-2.2.1-py311h0f6cedb_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-73.2-h59595ed_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_4.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-16_linux64_mkl.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libboost-1.82.0-h6fcfa73_6.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libboost-python-1.82.0-py311h92ebd52_6.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-16_linux64_mkl.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libcublas-11.11.3.6-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libcufft-10.9.0.58-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libcufile-1.9.1.3-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libcurand-10.3.5.147-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libcusolver-11.4.1.48-0.tar.bz2
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libcusparse-11.7.5.86-0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.0-h5888daf_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype-2.13.3-ha770c72_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype6-2.13.3-h48d6fc4_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-15.1.0-h69a702a_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-15.1.0-h69a702a_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-15.1.0-hcea5267_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.84.2-h3618099_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libhwloc-2.11.2-default_he43201b_1000.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h4ce23a2_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-16_linux64_mkl.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.9.0-16_linux64_mkl.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.1-hb9d3cd8_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-devel-5.8.1-hb9d3cd8_1.conda
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libnpp-11.8.0.86-0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hd590300_0.conda
+ - conda: https://conda.anaconda.org/nvidia/linux-64/libnvjpeg-11.9.0.86-0.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.47-h943b412_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.49.2-hee588c1_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.17.0-h8a09558_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.12.7-h4c95cb1_3.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/llvm-openmp-15.0.7-h0cdce71_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py311h2dc5d0c_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/mkl-2022.1.0-h84fe81f_915.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/mkl-devel-2022.1.0-ha770c72_916.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/mkl-include-2022.1.0-h84fe81f_915.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/molgrid-0.5.2-cuda118py311he904fd0_3.conda
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+ - conda: https://conda.anaconda.org/conda-forge/noarch/mpmath-1.3.0-pyhd8ed1ab_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/nccl-2.26.6.1-h03a54cd_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.4.2-pyh267e887_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.4-py311h64a7726_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/openbabel-3.1.1-py311h8b422cb_9.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.0-h7b32b05_1.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.45-hc749103_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/pixman-0.46.0-h29eaf8c_0.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.0.0-py311h9ecbd09_0.conda
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+ - conda: https://conda.anaconda.org/conda-forge/noarch/pyquaternion-0.9.9-pyhd8ed1ab_1.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.12-h9e4cc4f_0_cpython.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.11-7_cp311.conda
+ - conda: https://conda.anaconda.org/pytorch/linux-64/pytorch-2.5.1-py3.11_cuda11.8_cudnn9.1.0_0.tar.bz2
+ - conda: https://conda.anaconda.org/pytorch/linux-64/pytorch-cuda-11.8-h7e8668a_6.tar.bz2
+ - conda: https://conda.anaconda.org/pytorch/noarch/pytorch-mutex-1.0-cuda.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.2-py311h2dc5d0c_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.15.2-py311h8f841c2_0.conda
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+ - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
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+ - pypi: .
+ dev:
+ channels:
+ - url: https://conda.anaconda.org/pytorch/
+ - url: https://conda.anaconda.org/nvidia/
+ - url: https://conda.anaconda.org/conda-forge/
+ indexes:
+ - https://pypi.org/simple
+ packages:
+ linux-64:
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-3_kmp_llvm.conda
+ - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/astroid-3.3.10-py311h38be061_0.conda
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+ - conda: https://conda.anaconda.org/conda-forge/noarch/backports.tarfile-1.2.0-pyhd8ed1ab_1.conda
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+ - conda: https://conda.anaconda.org/conda-forge/linux-64/blas-devel-3.9.0-16_linux64_mkl.tar.bz2
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311hfdbb021_2.conda
+ - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
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+ license: 0BSD AND LGPL-2.1-or-later AND GPL-2.0-or-later
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diff --git a/pixi.toml b/pixi.toml
new file mode 100644
index 0000000..d8b4407
--- /dev/null
+++ b/pixi.toml
@@ -0,0 +1,94 @@
+[project]
+authors = [
+ "Durrant Lab @ Pitt
",
+]
+channels = ["pytorch", "nvidia", "conda-forge"]
+name = "censible"
+description = "Predict small-molecule binding affinities using deep-learning context explanation networks."
+platforms = ["linux-64"]
+version = "1.2.0"
+license = "Apache-2.0"
+readme = "README.md"
+
+[system-requirements]
+cuda = "11.8"
+
+[pypi-dependencies]
+censible = { path = ".", editable = true }
+
+[environments]
+dev = ["dev"]
+docs = ["docs"]
+
+[tasks]
+
+[dependencies]
+python = ">=3.8,<3.14"
+openbabel = { version = ">=3.1.1,<4", channel = "conda-forge" }
+smina = { version = ">=2020.12.10,<2021", channel = "conda-forge" }
+pytorch-cuda = { version = "==11.8", channel = "pytorch" }
+cuda-version = { version = "==11.8", channel = "conda-forge" }
+cudatoolkit = { version = "==11.8", channel = "conda-forge" }
+molgrid = ">=0.5.2,<0.6"
+
+[feature.dev.dependencies]
+isort = ">=5.12.0"
+pylint = ">=3.0.1"
+mypy = ">=1.6.0"
+pytest = ">=7.4.2"
+pytest-cov = ">=4.1.0"
+coverage = ">=7.3.1"
+pytest-html = ">=4.0.1"
+colorama = ">=0.4.6"
+basedpyright = ">=1.29.1,<2"
+ruff = ">=0.11.10,<0.12"
+twine = ">=6.1.0,<7"
+
+[feature.dev.tasks]
+mdlint = { cmd = ["markdownlint-cli2", '"**/*.{md,markdown}"', "--fix", "--config", ".markdownlint.yaml", "||", "true"] }
+isort = { cmd = ["isort", "--settings-path", ".isort.cfg", "./censible", "./tests", "||", "true"] }
+black = { cmd = ["black", "--config", ".black.toml", "./censible", "./tests", "||", "true"] }
+format = { depends-on = ["mdlint", "isort", "black"] }
+tests = { cmd = [
+ "PYTHONPATH=.",
+ "pytest",
+ "-c",
+ ".pytest.ini",
+ "--cov='censible'",
+ "--cov-report=xml",
+ "--junit-xml=report.xml",
+ "--failed-first",
+]}
+coverage = { cmd = ["coverage", "report"] }
+cleanup-build = { cmd = ["rm", "-rf", "./build"] }
+build = { cmd = ["python3", "-m", "build"], depends-on = ["cleanup-build"]}
+publish-test = { cmd = ["twine", "upload", "--repository", "testpypi", "dist/*"] }
+publish = { cmd = ["twine", "upload", "dist/*"] }
+
+[feature.dev.pypi-dependencies]
+build = ">=1.2.2.post1,<2"
+mypy-extensions = ">=1.0.0"
+black = { version = ">=23.10.0", extras = ["jupyter"] }
+pyrefly = ">=0.16.1, <1"
+
+[feature.docs.dependencies]
+mkdocs = ">=1.6.1,<2"
+mkdocs-material = ">=9.6.5,<10"
+mkdocstrings = ">=0.28.2,<0.29"
+mkdocstrings-python = ">=1.16.2,<2"
+pymdown-extensions = ">=10.14.3,<11"
+mkdocs-table-reader-plugin = ">=3.1.0,<4"
+mkdocs-gen-files = ">=0.4.0,<0.5"
+mkdocs-macros-plugin = ">=1.3.7,<2"
+mkdocs-jupyter = ">=0.25.1,<0.26"
+mkdocs-glightbox = ">=0.4.0,<0.5"
+mkdocs-git-revision-date-localized-plugin = ">=1.2.9,<2"
+
+[feature.docs.pypi-dependencies]
+material-plausible-plugin = ">=0.2.0,<0.3"
+mkdocs-print-site-plugin = ">=2.6.0,<3"
+mkdocs-awesome-nav = ">=3.0.0,<4"
+
+[feature.docs.tasks]
+docs = { cmd = ["rm", "-rf", "./public/", "&&", "mkdocs", "build", "-d", "public/"] }
+serve = { cmd = ["mkdocs", "serve"] }
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..fcc772c
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,21 @@
+[project]
+authors = [
+ {name = "durrantlab", email = "durrantj@pitt.edu"}
+]
+description = "Predict small-molecule binding affinities using deep-learning context explanation networks."
+name = "censible"
+version = "0.0.0"
+readme = "README.md"
+requires-python = ">=3.10"
+
+# TODO: Keep this here until pixi releases building capabilities
+dependencies = [
+ "loguru>=0.7.2,<0.8",
+]
+
+[build-system]
+requires = ["setuptools"]
+
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["censible*"]
diff --git a/requirements_predict.txt b/requirements_predict.txt
deleted file mode 100644
index dc0938d..0000000
--- a/requirements_predict.txt
+++ /dev/null
@@ -1,4 +0,0 @@
--f https://download.pytorch.org/whl/cu111/torch_stable.html
-torch==1.9.1+cu111
-numpy==1.23.5
-molgrid==0.5.3
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..0009122
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,11 @@
+import os
+
+import pytest
+from censible import enable_logging
+
+TEST_DIR = os.path.dirname(__file__)
+
+
+@pytest.fixture(scope="session", autouse=True)
+def turn_on_logging():
+ enable_logging(10)