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Adding Global Actions in A Nutshell For Counterfactual Explainability (GLANCE) framework #132

Adding Global Actions in A Nutshell For Counterfactual Explainability (GLANCE) framework

Adding Global Actions in A Nutshell For Counterfactual Explainability (GLANCE) framework #132

Workflow file for this run

# This is a basic workflow to help you get started with Actions
name: Build
# Controls when the workflow will run
on:
# Triggers the workflow on push or pull request events but only for the "master" branch
push:
branches: ["master"]
pull_request:
branches: ["master"]
# A workflow run is made up of one or more jobs that can run sequentially or in parallel
jobs:
# job to build CEM on python 3.6.
build-cem-on-py36:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.6"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with contrastive (CEM)
run: pip3 install .[contrastive]
# - name: Step 5 - Test CEM MAF
# run: python ./tests/contrastive/test_CEM_MAF.py
- name: Step 6 - Test CEM
run: python ./tests/contrastive/test_CEM.py
# job to build default: ted algorithm on python 3.10.
build-ted-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360. (Default installs ted algorithm related dependencies)
run: pip3 install .
- name: Step 5 - Test TED
run: python ./tests/ted/test_TED_Cartesian.py
# job to build default: ted algorithm on python 3.10.
build-rule_induction-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360. (Default installs ted algorithm related dependencies)
run: pip3 install .[rule_induction]
- name: Step 5 - Test rule_induction
run: python -m unittest discover -s ./tests/rule_induction
# job to build matching algorithm on python 3.10.
build-matching-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install matching algorithm related dependencies
run: pip3 install .[matching]
- name: Step 5 - Test Matching Explainer
run: python ./tests/matching/test_order_constraints.py
# job to build dipvae algorithm on python 3.10.
build-dipvae-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with dipvae algorithm related dependencies
run: pip3 install .[dipvae]
- name: Step 5 - Test DIPVAE
run: python ./tests/dipvae/test_DIPVAE.py
# job to build cofrnet algorithm on python 3.10.
build-cofrnet-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with cofrnet algorithm related dependencies
run: pip3 install .[cofrnet]
- name: Step 5 - Test CoFrNet
run: python ./tests/cofrnet/cofrnet_test.py
- name: Step 6 - Test CoFrNet Notebook
run: pytest --nbmake ./examples/cofrnet/cofrnet_example.ipynb
# job to build protodash algorithm on python 3.10.
build-protodash-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with protodash algorithm related dependencies
run: pip3 install .[protodash]
- name: Step 5 - Test Protodash
run: python ./tests/protodash/test_PDASH.py
# job to build rbm algorithm on python 3.10.
build-rbm-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
#os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with rbm algorithm related dependencies
run: pip3 install .[rbm]
- name: Step 5 - Test BRCG
run: python ./tests/rbm/test_Boolean_Rule_CG.py
- name: Step 6 - Test Linear Rule Regression
run: python ./tests/rbm/test_Linear_Rule_Regression.py
- name: Step 7 - Test Logistic Rule Regression
run: python ./tests/rbm/test_Logistic_Rule_Regression.py
# job to build nncontrastive algorithm on python 3.10.
build-nncontrastive-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with nncontrastive algorithm related dependencies
run: pip3 install .[nncontrastive]
- name: Step 5 - Test NearestNeighborContrastiveExplainer
run: python ./tests/nncontrastive/test_nncontrastive.py
# job to build tsice, tssaliency and tslime algorithms on python 3.10.
build-tsice-tssaliency-tslime-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with tsice algorithm related dependencies
run: pip3 install .[tsice]
- name: Step 5 - Test TSICEExplainer
run: python ./tests/tsice/test_tsice.py
# tssaliency deps are already satisfied.
- name: Step 6 - Test TSSaliencyExplainer
run: python ./tests/tssaliency/test_tssaliency.py
# tslime deps are already satisfied.
- name: Step 7 - Test TSLimeExplainer
run: python ./tests/tslime/test_tslime.py
build-imd-on-py38-310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
fail-fast: false
matrix:
# os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - Install graphviz related things
run: sudo apt-get install python3-dev graphviz libgraphviz-dev pkg-config
- name: Step 4 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 5 - Install aix360 with imd algorithm related dependencies
run: pip3 install .[imd]
- name: Step 5 - Test IMD
run: python ./tests/imd/test_imd.py
- name: Step 6 - Test IMD Notebook
run: pytest --nbmake ./examples/imd/imd_example.ipynb
build-imd-on-310-macos:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
os: [macos-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - Install graphviz related things
run: brew install graphviz
- name: Step 4 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 5 - Install aix360 with imd algorithm related dependencies
run: pip3 install .[imd]
- name: Step 5 - Test IMD
run: python ./tests/imd/test_imd.py
- name: Step 6 - Test IMD Notebook
run: pytest --nbmake ./examples/imd/imd_example.ipynb
build-ecertify-on-py38-310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
fail-fast: false
matrix:
# os: [ubuntu-18.04, ubuntu-latest, macos-latest, windows-latest]
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with ecertify algorithm related dependencies
run: pip3 install .[ecertify]
- name: Step 5 - Test Ecertify
run: python ./tests/ecertify/test_ecertify.py
- name: Step 6 - Test Ecertify Notebook
run: pytest --nbmake ./examples/ecertify/certification_example_fico.ipynb
# job to build groupedce algorithm on python 3.10.
build-groupedce-on-py310:
# The type of runner that the job will run on
runs-on: "${{ matrix.os }}"
strategy:
matrix:
os: [ubuntu-20.04, macos-latest, windows-latest]
python-version: ["3.10"]
# Steps represent a sequence of tasks that will be executed as part of the job
steps:
- name: Step 1 - checkout aix360 repository
uses: actions/checkout@v3
- name: Step 2 - set up python version
uses: actions/setup-python@v4
with:
python-version: "${{ matrix.python-version }}"
- name: Step 3 - upgrade setuptools
run: pip3 install pytest nbmake wheel --upgrade setuptools
- name: Step 4 - Install aix360 with groupedce algorithm related dependencies
run: pip3 install .[gce]
- name: Step 5 - Test GroupedCEExplainer
run: python ./tests/gce/test_gce.py