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dev-python/mlbench-core

A public and reproducible collection of reference implementations and benchmark suite for distributed machine learning systems.

Screenshots

  • mlbench-core-3.0.0_pre24
    ~amd64 ~x86
    dev lint tensorflow test python_targets_python3_11 python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: Apache Software License 2.0   
    Overlay: pypi
  • mlbench-core-3.0.0
    ~amd64 ~x86
    dev lint tensorflow test python_targets_python3_11 python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: Apache Software License 2.0   
    Overlay: pypi

Runtime Dependencies

mlbench-core-3.0.0_pre24





~dev-python/appdirs-1.4.4[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/boto3-1.17.74[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




>=dev-python/click-6.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




>=dev-python/deprecation-2.0.6[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/dill-0.3.2[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/docker-5.0.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/gitpython-3.1.17[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/google-api-python-client-1.12.8[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/google-auth-1.30.1[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/google-cloud[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/google-cloud-container[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/grpcio-1.34.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/kubernetes[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/lmdb-1.2.1[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/matplotlib-3.2.1[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/numpy-1.20.3[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/oauth2client[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/sklearn[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/supermutes[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




>=dev-python/tabulate-0.8.5[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/tensorpack[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]

dev?
      ( dev-python/sacrebleu[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/torchvision[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/tensorflow[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/black-21.5_beta2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/isort-5.6.4[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/codecov[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/coverage-5.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/freezegun-1.0.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/pre-commit[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( >=dev-python/pytest-3.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/pytest-cov-2.10.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/pytest-mock-3.3.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/wcwidth-0.2.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

lint?
      ( ~dev-python/black-21.5_beta2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

lint?
      ( ~dev-python/isort-5.6.4[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

tensorflow?
      ( dev-python/tensorflow[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/codecov[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/coverage-5.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/freezegun-1.0.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/pre-commit[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( >=dev-python/pytest-3.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/pytest-cov-2.10.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/pytest-mock-3.3.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/wcwidth-0.2.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/black-21.5_beta2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/isort-5.6.4[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/sacrebleu[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

python_targets_python3_11?
      ( dev-lang/python:3.11 )

python_targets_python3_12?
      ( dev-lang/python:3.12 )

python_targets_python3_13?
      ( dev-lang/python:3.13 )

python_targets_python3_14?
      ( dev-lang/python:3.14 )

mlbench-core-3.0.0





~dev-python/appdirs-1.4.4[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/boto3-1.14.50[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




>=dev-python/click-6.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




>=dev-python/deprecation-2.0.6[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/dill-0.3.2[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/docker-4.2.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/gitpython-3.1.7[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/google-api-python-client-1.12.1[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/google-auth-1.21.1[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/google-cloud[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/google-cloud-container[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/grpcio-1.31.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/kubernetes[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/lmdb-1.0.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/matplotlib-3.2.1[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




~dev-python/numpy-1.19.2[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/oauth2client[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/sklearn[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/supermutes[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




>=dev-python/tabulate-0.8.5[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/tensorpack[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]

dev?
      ( dev-python/sacrebleu[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/torchvision[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/tensorflow[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/black-20.8_beta1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/isort-5.6.4[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/codecov[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/coverage-5.3[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/freezegun-1.0.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( dev-python/pre-commit[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( >=dev-python/pytest-3.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/pytest-cov-2.10.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/pytest-mock-3.3.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

dev?
      ( ~dev-python/wcwidth-0.2.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

lint?
      ( ~dev-python/black-20.8_beta1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

lint?
      ( ~dev-python/isort-5.6.4[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

tensorflow?
      ( dev-python/tensorflow[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/codecov[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/coverage-5.3[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/freezegun-1.0.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/pre-commit[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( >=dev-python/pytest-3.0[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/pytest-cov-2.10.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/pytest-mock-3.3.1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/wcwidth-0.2.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/black-20.8_beta1[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( ~dev-python/isort-5.6.4[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/sacrebleu[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

test?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

python_targets_python3_11?
      ( dev-lang/python:3.11 )

python_targets_python3_12?
      ( dev-lang/python:3.12 )

python_targets_python3_13?
      ( dev-lang/python:3.13 )

python_targets_python3_14?
      ( dev-lang/python:3.14 )