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.devcontainer/devcontainer.json

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{
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"image": "mcr.microsoft.com/vscode/devcontainers/python:3.10",
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"image": "mcr.microsoft.com/vscode/devcontainers/python:3.13",
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"postCreateCommand": "sh ./.devcontainer/setup.sh && pip install -r requirements.txt",
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"customizations": {
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"vscode": {
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"features": {
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"ghcr.io/devcontainers/features/github-cli:1": {}
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}
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}
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}

.github/workflows/actions.yml

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strategy:
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fail-fast: false
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matrix:
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python-version: ['3.10']
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python-version: ['3.13']
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backend: [tensorflow, jax, torch, numpy, openvino]
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name: Run tests
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runs-on: ubuntu-latest
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python 3.10
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- name: Set up Python 3.13
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uses: actions/setup-python@v5
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with:
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python-version: '3.10'
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python-version: '3.13'
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- name: Get pip cache dir
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id: pip-cache
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run: |

.github/workflows/nightly.yml

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strategy:
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fail-fast: false
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matrix:
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python-version: ['3.10']
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python-version: ['3.13']
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backend: [tensorflow, jax, torch, numpy]
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name: Run tests
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runs-on: ubuntu-latest
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python 3.10
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- name: Set up Python 3.13
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uses: actions/setup-python@v5
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with:
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python-version: '3.10'
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python-version: '3.13'
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- name: Get pip cache dir
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id: pip-cache
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run: |
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- name: Set up Python
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uses: actions/setup-python@v5
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with:
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python-version: '3.10'
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python-version: '3.13'
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- name: Install dependencies
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run: |
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python -m pip install --upgrade pip setuptools

.kokoro/github/ubuntu/gpu/build.sh

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cd "${KOKORO_ROOT}/"
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sudo update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.10 1
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sudo update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.13 1
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PYTHON_BINARY="/usr/bin/python3.10"
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PYTHON_BINARY="/usr/bin/python3.13"
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"${PYTHON_BINARY}" -m venv venv
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source venv/bin/activate

README.md

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backend to avoid CUDA version mismatches. As an example, here is how to create a Jax GPU environment with `conda`:
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```shell
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conda create -y -n keras-jax python=3.10
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conda create -y -n keras-jax python=3.13
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conda activate keras-jax
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pip install -r requirements-jax-cuda.txt
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python pip_build.py --install
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import keras
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```
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**Note:** The backend must be configured before importing `keras`, and the backend cannot be changed after
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**Note:** The backend must be configured before importing `keras`, and the backend cannot be changed after
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the package has been imported.
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**Note:** The OpenVINO backend is an inference-only backend, meaning it is designed only for running model

pyproject.toml

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"Development Status :: 4 - Beta",
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"Programming Language :: Python :: 3",
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"Programming Language :: Python :: 3.9",
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"Programming Language :: Python :: 3.10",
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"Programming Language :: Python :: 3.13",
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"Programming Language :: Python :: 3.11",
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"Programming Language :: Python :: 3 :: Only",
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"Operating System :: Unix",

requirements-jax-cuda.txt

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# Jax with cuda support.
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--find-links https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
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#because dot product attention is only supported >0.4.31
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# because dot product attention is only supported >0.4.31
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jax[cuda12]>=0.4.31
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flax
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