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dev-python/LightAutoML

Fast and customizable framework for automatic ML model creation (AutoML)

Screenshots

  • LightAutoML-0.4.3_pre1
    ~amd64 ~x86
    afg all cv hypex nlp report python_targets_python3_11 python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: Apache-2.0   
    Overlay: pypi
  • LightAutoML-0.4.2
    ~amd64 ~x86
    afg all cv hypex nlp report python_targets_python3_11 python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: Apache-2.0   
    Overlay: pypi

Runtime Dependencies

LightAutoML-0.4.3_pre1





<dev-python/poetry-core-2.0.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
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,python_targets_python3_14
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?
]




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




>=dev-python/numpy-1.22[python_targets_python3_11
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?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
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?
]




dev-python/numpy[python_targets_python3_11
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?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




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




>=dev-python/scikit-learn-0.22[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




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




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




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




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




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




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




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




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




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




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




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




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




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




dev-python/jinja2[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/json2html[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




>=dev-python/sqlalchemy-2.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




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

nlp?
      ( dev-python/fasttext-numpy2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

all?
      ( dev-python/fasttext-numpy2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

report?
      ( ~dev-python/weasyprint-52.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

all?
      ( ~dev-python/weasyprint-52.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

report?
      ( ~dev-python/cffi-1.14.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

all?
      ( ~dev-python/cffi-1.14.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

hypex?
      ( dev-python/hypex[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 )

LightAutoML-0.4.2





<dev-python/poetry-core-2.0.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




>=dev-python/numpy-1.22[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




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




>=dev-python/scikit-learn-0.22[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




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




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




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




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




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




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




<=dev-python/statsmodels-0.14.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




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




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




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




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




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




dev-python/jinja2[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/json2html[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




>=dev-python/sqlalchemy-2.0[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




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




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

nlp?
      ( dev-python/fasttext-numpy2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

all?
      ( dev-python/fasttext-numpy2[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

report?
      ( ~dev-python/weasyprint-52.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

all?
      ( ~dev-python/weasyprint-52.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

report?
      ( ~dev-python/cffi-1.14.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

all?
      ( ~dev-python/cffi-1.14.5[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

hypex?
      ( dev-python/hypex[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 )