Practical overview
When it fits
Use Functime when a Python workflow needs forecasting or feature extraction across panel time-series data, especially when parallel Polars transforms, backtesting or forecast metrics are useful.
Who it is for
- Python practitioners forecasting multiple related time series.
- Data teams engineering time-series features across panel datasets.
- Practitioners who need backtesting and forecast scoring within a Polars-based workflow.
Documented uses
- Build forecasts for multiple series in a panel dataset.
- Extract time-series features from individual series or grouped panels.
- Preprocess series and evaluate forecasts with metrics and time-based splitters.
- Add exogenous regressors, transformations or optional forecasting integrations to a workflow.
Requirements & limits
Functime is an open-source Python library distributed under the Apache-2.0 license. The README documents installation with uv or pip.
- The workflow is a Python library rather than a hosted forecasting application.
- Polars is central to its lazy, parallel data-processing approach.
- The README documents more than 100 time-series feature extractors and supports grouped extraction.
- The LLM forecast analyst and LightGBM, CatBoost and XGBoost forecasters are optional extras.
- Forecast examples specify the frequency, lag count and prediction horizon; exogenous regressors are passed as X.
Check current requirements in the official documentation. Source-based guidance does not mean OpenViST has run or independently tested this project.
Install Functime
Add the Functime package to a Python project using one of the documented package managers.
Before you start
- A Python project
- Either uv or pip
Steps
Run the command below to add Functime with uv.
uv add functimeAlternatively, run the command below to install it with pip.
pip install functime
Expected outcome
The Functime package is installed in the project environment.
Guide limitations
- This covers package installation only, not running a forecasting or feature-extraction workflow.
- Optional integrations such as the LLM analyst and LightGBM forecaster require extras.
Sources & review
Source record details
- Source availability
- Active
- Sources checked
- 13 October 2026
- Original website title
- functime-org/functime · Official homepage title · retained in its source language

