huggingface/swift-transformers
Swift Package to implement a transformers-like API in Swift
⚡ Executive Summary & Quick Facts
Authoritative Sourceswift-transformers is swift-transformers is an open-source project written in Swift: Swift Package to implement a transformers-like API in Swift..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), huggingface/swift-transformers has accumulated 1,366 GitHub stars and 221 forks. It is written in Swift, licensed under Apache-2.0, and ranks #7,142 globally. It is actively maintained with the latest commit recorded on Nov 2, 2026.”
| Repository | huggingface/swift-transformers ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Swift |
| Software License | Apache-2.0 |
| Community Traction | ★ 1.4K stars · ⑂ 221 forks · #7,142 globally |
| Maintenance | ● Active (Last commit: Nov 2, 2026) · 30 open issues |
| Target Audience | Developers and engineering teams building with Swift, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, swift-transformers is actively maintained. Continuous telemetry recorded the last code commit on Nov 2, 2026 (10 days ago). Supported by 1,366 stars and 221 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
Add Live Star History & Verified Badges to README.md
Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.
Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.
[](https://githubrepo.cloud/repo/huggingface/swift-transformers?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/huggingface/swift-transformers?utm_source=readme_badge) [](https://githubrepo.cloud/repo/huggingface/swift-transformers?utm_source=readme_badge) [](https://githubrepo.cloud/repo/huggingface/swift-transformers?utm_source=readme_badge) [](https://githubrepo.cloud/repo/huggingface/swift-transformers?utm_source=readme_badge) [](https://githubrepo.cloud/repo/huggingface/swift-transformers?utm_source=readme_badge)Momentum
+34
STARS · LAST 30 DAYS
1
PER DAY
#274
MOST-STARRED Swift
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +34 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +4 | +11 |
swift-transformers gained 34 stars in the last 30 days, about 1 a day, and now has 1.4K. It is about 4 years old and has averaged roughly 342 stars a year. It ranks #274 among Swift repositories and #7,142 across all languages on GitHubRepo.
Trending Record
12
DAYS ON TRENDING
#8937
BEST RANK
Oct 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
swift-transformers has maintained a continuous presence across global trending indexes, peaking at #8937. Below is the 30-day activity profile:
💡 Overview
swift-transformers is an open-source project written in Swift: Swift Package to implement a transformers-like API in Swift.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Swift. 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 Swift 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/huggingface/swift-transformers.git
cd swift-transformers⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Swift 5.9+ / Xcode 15+ (macOS/Linux)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
swift-transformers coordinates its core functionality through a modular Swift 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 swift-transformers into Swift 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 swift-transformers using your package manager: `git clone https://github.com/huggingface/swift-transformers.git`
Initialize your project workspace or configuration file for swift-transformers.
Import swift-transformers into your codebase or invoke it directly from your terminal.
Execute your test suite or run `swift-transformers --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Swift, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
huggingface/swift-transformers is currently ranked #7,142 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #7,137 | jtv/libpqxx | C++ | ★ 1.4K | Compare ↗ |
| #7,137 | hantsy/spring-reactive-sample | Java | ★ 1.4K | Compare ↗ |
| #7,139 | bridgetownrb/bridgetown | Ruby | ★ 1.4K | Compare ↗ |
| #7,139 | giuseppe99barchetta/SuggestArr | Python | ★ 1.4K | Compare ↗ |
| #7,139 | YouMind-OpenLab/ai-image-prompts-skill | TypeScript | ★ 1.4K | Compare ↗ |
| #7,142 | huggingface/swift-transformers This Project | Swift | ★ 1.4K | |
| #7,142 | sebastienros/yessql | C# | ★ 1.4K | Compare ↗ |
| #7,142 | spatie/image | PHP | ★ 1.4K | Compare ↗ |
| #7,142 | expo/eas-cli | TypeScript | ★ 1.4K | Compare ↗ |
| #7,146 | nilstate/icey | C++ | ★ 1.4K | Compare ↗ |
| #7,146 | percona/mongodb_exporter | Go | ★ 1.4K | Compare ↗ |
Frequently Asked Questions
What does swift-transformers do? +
Swift Package to implement a transformers-like API in Swift
Is swift-transformers actively maintained in 2026? +
Yes, swift-transformers is actively maintained. The latest code push was recorded on Nov 2, 2026 (10 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,366 stars and 30 open issues.
What language is swift-transformers written in? +
The primary language is Swift. Topics include: software.
How many stars does swift-transformers have? +
swift-transformers has 1,366 stars and 221 forks on GitHub.
How does swift-transformers rank among GitHub repositories? +
With 1,366 stars, huggingface/swift-transformers is ranked #7,142 globally across all repositories tracked on GitHubRepo and #274 among Swift projects.
What license is swift-transformers distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
