An open source ML system for the end-to-end data science lifecycle
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+28
STARS · LAST 30 DAYS
1
PER DAY
#255
MOST-STARRED Java
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +28 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +3 | +11 | +27 |
systemds gained 28 stars in the last 30 days, about 1 a day, and now has 1.1K. It is about 11 years old and has averaged roughly 100 stars a year. It ranks #255 among Java repositories and #3,214 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#3251
BEST RANK
Sep 29, 2026
FIRST APPEARANCE
Active
STATUS TODAY
systemds has maintained a continuous presence across global trending indexes, peaking at #3251. Below is the 30-day activity profile:
💡 Overview
systemds is an open-source project written in Java: An open source ML system for the end-to-end data science lifecycle.
Engineered for speed, consistency, and developer ease, it solves common hurdles in dml, java, python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Java for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ git clone https://github.com/apache/systemds.git
cd systemds⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
JDK 17 or higher (OpenJDK / GraalVM)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
systemds coordinates its core functionality through a modular Java pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed systemds into Java backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open Apache-2.0 license.
🚀 Getting Started
Install systemds using your package manager: `git clone https://github.com/apache/systemds.git`
Initialize your project workspace or configuration file for systemds.
Import systemds into your codebase or invoke it directly from your terminal.
Execute your test suite or run `systemds --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Java, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
apache/systemds is currently ranked #3,214 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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|---|---|---|---|---|
| #3,209 | Niko1221/Strata | C++ | ★ 1.1K | Compare ↗ |
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| #3,213 | bardsoftware/ganttproject | Java | ★ 1.1K | Compare ↗ |
| #3,214 | apache/systemds This Project | Java | ★ 1.1K | |
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Frequently Asked Questions
What does systemds do? +
An open source ML system for the end-to-end data science lifecycle
What language is systemds written in? +
The primary language is Java. Topics include: dml, java, python, systemds.
Is systemds actively maintained? +
Yes, the last recorded push was on Sep 29, 2026 with 78 open issues being tracked.
How many stars does systemds have? +
systemds has 1,100 stars and 547 forks on GitHub.
How does systemds rank among GitHub repositories? +
With 1,100 stars, apache/systemds is ranked #3,214 globally across all repositories tracked on GitHubRepo and #255 among Java projects.
What license is systemds distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
