A Python feature store library for offline/online feature storage, registry, validation, and serving
Project description
kitefs
A Python feature store library for offline/online feature storage, registry, materialization, validation, and serving. Designed for Machine Learning practitioners who need feature management with minimal operational overhead.
- SDK: Python API for notebooks, scripts, and applications (
from kitefs import FeatureStore) - CLI: Command-line interface (
kitefs init,kitefs apply,kitefs ingest, etc.) - Library-first: No running server, no Docker — just
pip installand go
Install from TestPyPI
TestPyPI is a separate package index used for testing. The
--extra-index-urlflag tells pip to fetch dependencies (likeclickandpyyaml) from the real PyPI, since TestPyPI may not have them.
pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ kitefs==0.1.0
Verify the installation:
# Should display the available commands
kitefs --help
# Create a new KiteFS project in the current directory
kitefs init
Prerequisites
Install uv
Follow the instructions at https://github.com/astral-sh/uv?tab=readme-ov-file#installation to install uv for your platform.
Install just
Follow the instructions at https://github.com/astral-sh/uv?tab=readme-ov-file#installation to install just for your platform.
Getting Started
# To clone the repository and set up the project, run:
git clone https://github.com/fedaipaca/kitefs.git
cd kitefs
# To install dependencies, run:
uv sync
# To list available commands, run:
just
Available Commands
Run just with no arguments to see all commands:
just
| Command | Description |
|---|---|
just dev |
Run the project locally |
just test |
Run all tests |
just lint |
Check code for lint issues |
just format |
Auto-format code |
just fix |
Auto-fix lint issues |
just check |
Run lint + tests (quick pre-commit check) |
just build |
Build the package |
just clean |
Remove build artifacts and caches |
just clean-build |
Clean then build from scratch |
Project Structure
kitefs/
├── src/
│ └── kitefs/ # Directory contains source code files
├── tests/ # Directory contains test files
├── docs/ # Design documents
├── pyproject.toml # Project config, dependencies, tool settings
├── justfile # Task runner commands
└── uv.lock # Locked dependencies
Project details
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