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kubernetes-sigs/jobset

JobSet: a k8s native API for distributed ML training and HPC workloads

Python ◇ batch Apache-2.0
★346STARS
⑂132FORKS
!34ISSUES
🏆#8,890GLOBAL RANK
🔥4DAYS TRENDING
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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#1,092

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

jobset gained 10 stars in the last 30 days, about 1 a day, and now has 346. It is about 4 years old and has averaged roughly 87 stars a year. It ranks #1,092 among Python repositories and #8,890 across all languages on GitHubRepo.

Trending Record

jobset has maintained a continuous presence across global trending indexes, peaking at #8547. Below is the 30-day activity profile:

💡 Overview

jobset is an open-source project written in Python: JobSet: a k8s native API for distributed ML training and HPC workloads.

Engineered for speed, consistency, and developer ease, it solves common hurdles in batch, k8s, k8s-sig-apps. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install jobset

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

jobset coordinates its core functionality through a modular Python 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 jobset into Python 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

1

Install jobset using your package manager: `pip install jobset`

2

Initialize your project workspace or configuration file for jobset.

3

Import jobset into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `jobset --help` to verify successful setup.

👍 Strengths

Active community backing with 346 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

kubernetes-sigs/jobset is currently ranked #8,890 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#8,880 openjdk/panama-foreign Java ★ 347 Compare ↗
#8,880 vhive-serverless/vHive Go ★ 347 Compare ↗
#8,880 isXander/Controlify Java ★ 347 Compare ↗
#8,880 eclipse-store/store Java ★ 347 Compare ↗
#8,880 ericjypark/codex-island Swift ★ 347 Compare ↗
#8,890 kubernetes-sigs/jobset This Project Python ★ 346
#8,890 binarylogic/memorylogic Ruby ★ 346 Compare ↗
#8,890 vogellacompany/codeexamples-java XSLT ★ 346 Compare ↗
#8,890 spring-projects/spring-ws Java ★ 346 Compare ↗
#8,890 paritytrading/philadelphia Java ★ 346 Compare ↗
#8,890 CasualX/pelite Rust ★ 346 Compare ↗
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Frequently Asked Questions

What does jobset do? +

JobSet: a k8s native API for distributed ML training and HPC workloads

What language is jobset written in? +

The primary language is Python. Topics include: batch, k8s, k8s-sig-apps, kubernetes.

Is jobset actively maintained? +

Yes, the last recorded push was on Oct 9, 2026 with 34 open issues being tracked.

How many stars does jobset have? +

jobset has 346 stars and 132 forks on GitHub.

How does jobset rank among GitHub repositories? +

With 346 stars, kubernetes-sigs/jobset is ranked #8,890 globally across all repositories tracked on GitHubRepo and #1,092 among Python projects.

What license is jobset distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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