NVIDIA-NeMo/Run
A tool to configure, launch and manage your machine learning experiments.
⚡ Executive Summary & Quick Facts
Authoritative SourceRun is Run is an open-source project written in Python: A tool to configure, launch and manage your machine learning experiments..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), NVIDIA-NeMo/Run has accumulated 264 GitHub stars and 119 forks. It is written in Python, licensed under Apache-2.0, and ranks #16,956 globally. It is actively maintained with the latest commit recorded on Nov 8, 2026.”
| Repository | NVIDIA-NeMo/Run ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 264 stars · ⑂ 119 forks · #16,956 globally |
| Maintenance | ● Active (Last commit: Nov 8, 2026) · 52 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, Run is actively maintained. Continuous telemetry recorded the last code commit on Nov 8, 2026 (5 days ago). Supported by 264 stars and 119 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+4
STARS · LAST 30 DAYS
1
PER DAY
#2,240
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +4 | +4 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +4 | +4 | +10 |
Run gained 4 stars in the last 30 days, about 1 a day, and now has 264. It is about 2 years old and has averaged roughly 132 stars a year. It ranks #2,240 among Python repositories and #16,956 across all languages on GitHubRepo.
Trending Record
35
DAYS ON TRENDING
#6584
BEST RANK
Oct 3, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Run has maintained a continuous presence across global trending indexes, peaking at #6584. Below is the 30-day activity profile:
💡 Overview
Run is an open-source project written in Python: A tool to configure, launch and manage your machine learning experiments.
Engineered for speed, consistency, and developer ease, it solves common hurdles in 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 Python 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
$ pip install Run⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Run 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 Run 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
Install Run using your package manager: `pip install Run`
Initialize your project workspace or configuration file for Run.
Import Run into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Run --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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
NVIDIA-NeMo/Run is currently ranked #16,956 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #16,934 | DorianMazur/react-native-screen-choreography | TypeScript | ★ 265 | Compare ↗ |
| #16,934 | arandomhooman/hoomans-morphe-patches | Kotlin | ★ 265 | Compare ↗ |
| #16,934 | paulhe666/visualtex | C# | ★ 265 | Compare ↗ |
| #16,934 | ZJU-REAL/Polaris | Python | ★ 265 | Compare ↗ |
| #16,934 | LocalExile/LocalExile | C# | ★ 265 | Compare ↗ |
| #16,956 | NVIDIA-NeMo/Run This Project | Python | ★ 264 | |
| #16,956 | technoweenie/permalink_fu | Ruby | ★ 264 | Compare ↗ |
| #16,956 | nipy/nitime | Python | ★ 264 | Compare ↗ |
| #16,956 | zac/dragkit | Objective-C | ★ 264 | Compare ↗ |
| #16,956 | savonrb/nori | Ruby | ★ 264 | Compare ↗ |
| #16,956 | danez/grunt-webpack | JavaScript | ★ 264 | Compare ↗ |
Frequently Asked Questions
What does Run do? +
A tool to configure, launch and manage your machine learning experiments.
Is Run actively maintained in 2026? +
Yes, Run is actively maintained. The latest code push was recorded on Nov 8, 2026 (5 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 264 stars and 52 open issues.
What language is Run written in? +
The primary language is Python. Topics include: software.
How many stars does Run have? +
Run has 264 stars and 119 forks on GitHub.
How does Run rank among GitHub repositories? +
With 264 stars, NVIDIA-NeMo/Run is ranked #16,956 globally across all repositories tracked on GitHubRepo and #2,240 among Python projects.
What license is Run distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
