meta-pytorch/monarch
PyTorch Single Controller
Star History
Momentum
+27
STARS · LAST 30 DAYS
1
PER DAY
#262
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +27 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +4 | +10 |
monarch gained 27 stars in the last 30 days, about 1 a day, and now has 1.1K. It is about 1 year old and has averaged roughly 1.1K stars a year. It ranks #262 among Rust repositories and #2,548 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#2682
BEST RANK
Sep 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
monarch has maintained a continuous presence across global trending indexes, peaking at #2682. Below is the 30-day activity profile:
💡 Overview
monarch is an open-source project written in Rust: PyTorch Single Controller.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Rust. 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 Rust 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
$ cargo install monarch⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
monarch coordinates its core functionality through a modular Rust 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 monarch into Rust 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 BSD-3-Clause license.
🚀 Getting Started
Install monarch using your package manager: `cargo install monarch`
Initialize your project workspace or configuration file for monarch.
Import monarch into your codebase or invoke it directly from your terminal.
Execute your test suite or run `monarch --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
meta-pytorch/monarch is currently ranked #2,548 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,543 | rednblkx/HomeKey-ESP32 | C++ | ★ 1.1K | Compare ↗ |
| #2,543 | harry7557558/spirula-studio | C++ | ★ 1.1K | Compare ↗ |
| #2,545 | kellnr/kellnr | Rust | ★ 1.1K | Compare ↗ |
| #2,546 | ssalggnikool/Navic | Kotlin | ★ 1.1K | Compare ↗ |
| #2,546 | dashdogy/RTX40MFG-Unlock | C++ | ★ 1.1K | Compare ↗ |
| #2,548 | meta-pytorch/monarch This Project | Rust | ★ 1.1K | |
| #2,549 | openSUSE/open-build-service | Ruby | ★ 1.1K | Compare ↗ |
| #2,549 | benbalter/wordpress-static-site-exporter | PHP | ★ 1.1K | Compare ↗ |
| #2,549 | cdxgen/cdxgen | JavaScript | ★ 1.1K | Compare ↗ |
| #2,549 | artifact-keeper/artifact-keeper | Rust | ★ 1.1K | Compare ↗ |
| #2,553 | swift-server/async-http-client | Swift | ★ 1.1K | Compare ↗ |
Frequently Asked Questions
What does monarch do? +
PyTorch Single Controller
What language is monarch written in? +
The primary language is Rust. Topics include: software.
Is monarch actively maintained? +
Yes, the last recorded push was on Sep 28, 2026 with 389 open issues being tracked.
How many stars does monarch have? +
monarch has 1,078 stars and 175 forks on GitHub.
How does monarch rank among GitHub repositories? +
With 1,078 stars, meta-pytorch/monarch is ranked #2,548 globally across all repositories tracked on GitHubRepo and #262 among Rust projects.
What license is monarch distributed under? +
The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.
