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AutoGluon Time Series forecasting widget for Orange3 with local Chronos support

Project description

AutoGluon TimeSeries Widget for Orange3

Прогнозирование временных рядов с помощью AutoGluon TimeSeries через интерфейс Orange3.

🧠 Возможности

  • Поддержка пользовательских столбцов и частоты
  • Автоопределение частоты временного ряда
  • Настройка метрики и длины прогноза
  • Учет праздничных дней
  • Очистка от отрицательных и некорректных значений
  • Удобный лог и вывод модели

🧪 Зависимости

  • Orange3 >= 3.38
  • AutoGluon >= 1.3.1
  • pandas == 2.2.3
  • Python 3.9+
  • numpy >= 1.25
  • PyQt5 >= 5.15
  • matplotlib >= 3.5
  • holidays >= 0.20

🚀 Установка

git clone https://github.com/KordyakIM/autogluon-timeseries-widget.git
cd autogluon-timeseries-widget
pip install .

or

pip install orange3-autogluon-timeseries

📦 Добавление виджета в Orange если устанавливаешь вручную

Скопируйте папку widget в директорию пользовательских виджетов Orange:

mkdir -p ~/orange3-widgets/autogluon_timeseries
cp -r widget/* ~/orange3-widgets/autogluon_timeseries/

📝 Лицензия

MIT License

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