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Release v0.88
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‎.github/workflows/python-package-TF2.15.yml

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# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
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# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
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name: Python package for py38
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on:
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push:
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branches: [ master ]
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pull_request:
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env:
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TF_KERAS_VIS_MAX_STEPS: 3
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jobs:
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build:
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runs-on: ubuntu-latest
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strategy:
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fail-fast: false
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matrix:
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python-version: ['3.8', '3.9', '3.10', '3.11']
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tensorflow: ['2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0']
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include:
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- python-version: '3.11'
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tensorflow: '2.12.0'
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- python-version: '3.11'
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tensorflow: '2.13.0'
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- python-version: '3.11'
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tensorflow: '2.14.0'
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- python-version: '3.11'
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tensorflow: '2.15.0'
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exclude:
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- python-version: '3.8'
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tensorflow: '2.14.0'
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- python-version: '3.8'
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tensorflow: '2.15.0'
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- python-version: '3.10'
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tensorflow: '2.6.0'
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- python-version: '3.10'
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tensorflow: '2.7.0'
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python ${{ matrix.python-version }}
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uses: actions/setup-python@v5
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with:
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python-version: ${{ matrix.python-version }}
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- name: Upgrade pip
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run: |
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python -m pip install --upgrade pip
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- name: Install dependencies
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run: |
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python -m pip install --upgrade -e .[develop,examples] tensorflow~=${{ matrix.tensorflow }}
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- name: Test with pytest
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run: |
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pytest -n auto --dist loadscope
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timeout-minutes: 60
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- name: Test attentions.ipynb
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run: |
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jupyter-nbconvert --ExecutePreprocessor.timeout=600 --to notebook --execute examples/attentions.ipynb
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- name: Test visualize_dense_layer.ipynb
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run: |
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jupyter-nbconvert --ExecutePreprocessor.timeout=600 --to notebook --execute examples/visualize_dense_layer.ipynb
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- name: Test visualize_conv_filters.ipynb
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run: |
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jupyter-nbconvert --ExecutePreprocessor.timeout=600 --to notebook --execute examples/visualize_conv_filters.ipynb

‎.github/workflows/python-package-up-to-TF2.11.yml renamed to ‎.github/workflows/python-package-TF2.17.yml

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# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
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# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
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name: Python package
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name: Python package for py39
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on:
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push:
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strategy:
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fail-fast: false
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matrix:
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python-version: [3.7, 3.8, 3.9, '3.10']
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tensorflow: [2.6.0, 2.7.0, 2.8.0, 2.9.0, '2.10.0', '2.11.0']
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exclude:
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- python-version: '3.10'
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tensorflow: 2.6.0
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- python-version: '3.10'
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tensorflow: 2.7.0
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python-version: ['3.9', '3.10', '3.11', '3.12']
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tensorflow: ['2.16.0', '2.17.0']
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keras: ['keras1x', 'keras2x']
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python ${{ matrix.python-version }}
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uses: actions/setup-python@v5
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with:
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python-version: ${{ matrix.python-version }}
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- name: Upgrade pip and Install dependencies
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- name: Upgrade pip
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run: |
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python -m pip install --upgrade pip
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python -m pip install --upgrade -e .[develop,examples] tensorflow~=${{ matrix.tensorflow }}
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- name: Install dependencies
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run: |
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python -m pip install --upgrade -e .[develop,examples,${{matrix.keras}}] tensorflow~=${{ matrix.tensorflow }}
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- name: Test with pytest
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run: |
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pytest -n auto --dist loadscope

‎.github/workflows/python-package-up-to-TF2.5.yml renamed to ‎.github/workflows/python-package-TF2.5.yml

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# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
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# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
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name: Python package up to TF2.5
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name: Python package for py37
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push:
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strategy:
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fail-fast: false
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matrix:
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python-version: [3.7, 3.8]
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tensorflow: [2.0.0, 2.1.0, 2.2.0, 2.3.0, 2.4.0, 2.5.0]
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exclude:
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- python-version: 3.8
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tensorflow: 2.0.0
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- python-version: 3.8
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tensorflow: 2.1.0
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include:
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- python-version: 3.9
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tensorflow: 2.5.0
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python-version: ['3.7', '3.8']
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tensorflow: ['2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0']
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include:
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- python-version: '3.9'
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tensorflow: '2.5.0'
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exclude:
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- python-version: '3.8'
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tensorflow: '2.0.0'
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- python-version: '3.8'
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tensorflow: '2.1.0'
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python ${{ matrix.python-version }}
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python -m pip install --upgrade pip
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- name: Install dependencies
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run: |
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python -m pip install --upgrade -e .[develop,examples] tensorflow~=${{ matrix.tensorflow }} protobuf~=3.20.0
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python -m pip install --upgrade -e .[develop,examples,numpy1x,protobuf3] tensorflow~=${{ matrix.tensorflow }}
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- name: Test with pytest
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run: |
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pytest -n auto --dist loadscope

‎.github/workflows/python-package-cron.yml

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strategy:
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fail-fast: false
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matrix:
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python-version: [3.9, '3.10', '3.11', '3.12']
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python-version: ['3.9', '3.10', '3.11', '3.12']
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tensorflow: [current, pre, nightly]
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steps:
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- uses: actions/checkout@v4

‎.github/workflows/python-package.yml

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# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
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# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
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name: Python package
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name: Python package for py312
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push:
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strategy:
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fail-fast: false
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matrix:
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python-version: [3.8, 3.9, '3.10', '3.11']
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tensorflow: ['2.12.0', '2.13.0', '2.14.0', '2.15.0', '2.16.0']
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exclude:
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- python-version: 3.8
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tensorflow: '2.14.0'
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- python-version: 3.8
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tensorflow: '2.15.0'
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- python-version: 3.8
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tensorflow: '2.16.0'
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include:
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- python-version: '3.12'
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tensorflow: '2.16.0'
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python-version: ['3.9', '3.10', '3.11', '3.12']
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tensorflow: ['2.18.0']
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keras: ['keras1x', 'keras2x']
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numpy: ['numpy1x', numpy2x]
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python ${{ matrix.python-version }}
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uses: actions/setup-python@v5
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with:
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python-version: ${{ matrix.python-version }}
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- name: Upgrade pip and Install dependencies
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- name: Upgrade pip
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run: |
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python -m pip install --upgrade pip
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python -m pip install --upgrade -e .[develop,examples] tensorflow~=${{ matrix.tensorflow }}
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- name: Install dependencies
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run: |
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python -m pip install --upgrade -e .[develop,examples,${{matrix.keras}},${{matrix.numpy}}] tensorflow~=${{ matrix.tensorflow }}
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- name: Test with pytest
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pytest -n auto --dist loadscope

‎CITATION.cff

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repository: "https://github.com/keisen/tf-keras-vis"
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url: "https://keisen.github.io/tf-keras-vis-docs/"
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type: software
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version: 0.8.7
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date-released: "2024-03-25"
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version: 0.8.8
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date-released: "2024-04-17"
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license-url: "https://github.com/keisen/tf-keras-vis/blob/master/LICENSE"
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references:
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- authors:

‎README.md

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<!-- sec.2 -->
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tf-keras-vis is a visualization toolkit for debugging `tf.keras.Model` in Tensorflow2.0+.
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tf-keras-vis is a visualization toolkit for debugging `keras.Model` in Tensorflow2.0+.
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Currently supported methods for visualization include:
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* Feature Visualization
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And in ActivationMaximization,
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* Support Optimizers that are built to tf.keras.
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* Support Optimizers that are built to keras.
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<!-- ./sec.2 -->
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```python
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import tensorflow as tf
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from tensorflow.keras.applications import VGG16
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from keras.applications import VGG16
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from matplotlib import pyplot as plt
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from tf_keras_vis.activation_maximization import ActivationMaximization
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from tf_keras_vis.activation_maximization.callbacks import Progress
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input_modifiers=[Jitter(jitter=16), Rotate2D(degree=1)],
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regularizers=[TotalVariation2D(weight=1.0),
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Norm(weight=0.3, p=1)],
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optimizer=tf.keras.optimizers.RMSprop(1.0, 0.999),
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optimizer=keras.optimizers.RMSprop(1.0, 0.999),
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callbacks=[Progress()])
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## Since v0.6.0, calling `astype()` is NOT necessary.

‎VERSION

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0.8.7
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0.8.8

‎docs/api/tf_keras_vis.utils.scores.md

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```python
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def score_function(output):
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return tf.math.abs(1.0 / (output[:, 0] + keras.backend.epsilon()))
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```
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‎docs/examples/attentions.ipynb

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