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vortex-data / vortex

An extensible, state-of-the-art framework for columnar compression, and the fastest FOSS columnar file format. Formerly at @spiraldb, now an Incubation Stage project at LFAI&Data, part of the Linux Foundation.

Rust★ 3,247
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github.com/vortex-data/vortex·Indexed at a272f51·2mo ago·Up to date with upstream

About this codebase

2,724 files and 37,846 symbols in 51 modules, led by Rust (1,908 files) and Python (149).

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Code health

7.5out of 10Good

This codebase scores 7.5 out of 10 for code health, which we rate good. It also scores maintainability 8.0 and static performance 9.9 out of 10. The three are scored separately and never blended into one number. Risk is concentrated, as it usually is: 427 of 2,724 files are git hotspots, and they average 6.1 — which is where the fixes pay off most.

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On the leaderboards:#2 of 10 Rust repos

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  • Delete 371 unused symbols and files (2,726 lines)

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What is vortex?

vortex is a columnar file format and toolkit for high-performance data processing. It separates logical schemas from physical storage so systems can use pluggable encodings, compression strategies and layout strategies. The project is primarily written in Rust and also provides Python, C++, Java and TypeScript components.

Written by a model from the README and the index

Key features of vortex

  • Vortex separates logical types and schemas from physical data layouts.
  • Vortex supports pluggable encodings, compression strategies and layout strategies.
  • Vortex provides zero-copy conversion to and from Apache Arrow arrays.
  • Vortex supports cascading compression through nested encoding schemes.
  • Vortex provides compute kernels for encoded data and lazy-loaded summary statistics.
  • Vortex integrates with Arrow, DataFusion, DuckDB, Spark, Pandas and Polars.

How vortex-data/vortex works

Vortex accepts columnar data through its logical type and schema layer, then maps that data to physical layouts for encoding and storage. The vortex-array module provides array representations and compute operations, while encodings supplies pluggable physical encodings and compression schemes. The vortex-layout module handles layout strategies, and vortex-file provides file-level operations and tests. The vortex-ffi/cinclude/vortex.h header exposes a C interface, while vortex-python provides Python bindings. The vx command-line tool browses Vortex file structures, and vortex-duckdb supports DuckDB integration.

An extensible, state-of-the-art framework for columnar compression, and the fastest FOSS columnar file format. Formerly at @spiraldb, now an Incubation Stage project at LFAI&Data, part of the Linux Foundation. This page is a map of the vortex-data/vortex repository, written primarily in Rust, rebuilt from the source each time it is indexed. Repowise parses every symbol, computes a dependency graph, scores per-file code health from complexity, duplication, test coverage and churn, mines git history for hotspots and ownership, and lifts the architectural decisions into documentation you can read here or query through MCP.

The codebase has 2,724 files and 37,846 symbols in 51 modules, led by Rust, Python and C++. Code health is 7.5 out of 10, rated good.

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Getting started with vortex

  1. Add the Rust crate to a project.
    cargo add vortex
  2. Add the Python package to a project.
    uv add vortex-data
  3. Install the vx command-line tool from source.
    cargo install vortex-tui --locked

Commands copied from the README

vortex-data/vortex FAQ

What is vortex?

vortex is a columnar file format and toolkit for high-performance data processing. It uses separate logical and physical layers for schemas, encodings and storage.

How does vortex work?

vortex maps logical columnar data to physical layouts through pluggable encodings and compression strategies. Its array, file, layout and integration modules connect storage operations with compute and external interfaces.

How do I install vortex?

vortex can be added to a Rust project with cargo add vortex or to a Python project with uv add vortex-data. The vx tool can be installed with cargo install vortex-tui --locked.

What language is vortex written in?

vortex is primarily written in Rust. The repository also includes Python, C++, Java, TypeScript and shell code.

How is the vortex code organized?

vortex is organized into modules including vortex-array, encodings, vortex-file, vortex-layout, vortex-python and vortex-duckdb. Cargo, npm and PyPI ecosystems are represented in the repository.

Who is vortex for?

vortex is for developers building data systems and high-performance processing workflows backed by object storage. It supports integrations with Arrow, DataFusion, DuckDB, Spark, Pandas and Polars.

What license does vortex use?

vortex uses the Apache-2.0 license.

Answers written by a model from the README and the index