NandhaKishorM/laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
⚡ Executive Summary & Quick Facts
Authoritative Sourcelaya is laya is an open-source project written in Python: Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), NandhaKishorM/laya has accumulated 34,877 GitHub stars and 3,119 forks. It is written in Python, licensed under Apache-2.0, and ranks #460 globally. It is actively maintained with the latest commit recorded on Nov 1, 2026.”
| Repository | NandhaKishorM/laya ↗ |
|---|---|
| Primary Category | calibration |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 34.9K stars · ⑂ 3.1K forks · #460 globally |
| Maintenance | ● Active (Last commit: Nov 1, 2026) · 89 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: 100/100 · Grade A+Yes, laya is actively maintained. Continuous telemetry recorded the last code commit on Nov 1, 2026 (11 days ago). Supported by 34,877 stars and 3,119 community forks, this repository holds a calculated health index of 100/100, 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/NandhaKishorM/laya?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/NandhaKishorM/laya?utm_source=readme_badge) [](https://githubrepo.cloud/repo/NandhaKishorM/laya?utm_source=readme_badge) [](https://githubrepo.cloud/repo/NandhaKishorM/laya?utm_source=readme_badge) [](https://githubrepo.cloud/repo/NandhaKishorM/laya?utm_source=readme_badge) [](https://githubrepo.cloud/repo/NandhaKishorM/laya?utm_source=readme_badge)Momentum
+4.8K
STARS · LAST 30 DAYS
159
PER DAY
#108
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +4.8K | +14.3K |
| Per day | 1 | 159 | 159 |
| Forks gained | +0 | +496 | +156 |
laya gained 4.8K stars in the last 30 days, about 159 a day, and now has 34.9K. It is about 1 year old and has averaged roughly 34.9K stars a year. It ranks #108 among Python repositories and #460 across all languages on GitHubRepo.
Trending Record
45
DAYS ON TRENDING
#1
BEST RANK
Sep 23, 2026
FIRST APPEARANCE
Active
STATUS TODAY
laya has maintained a continuous presence across global trending indexes, peaking at #1. Below is the 30-day activity profile:
💡 Overview
laya is an open-source project written in Python: Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
Engineered for speed, consistency, and developer ease, it solves common hurdles in calibration, classification, decision-model. 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
$ python -m pip install laya⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
laya 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 laya 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 laya using your package manager: `python -m pip install laya`
Initialize your project workspace or configuration file for laya.
Import laya into your codebase or invoke it directly from your terminal.
Execute your test suite or run `laya --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
NandhaKishorM/laya is currently ranked #460 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #455 | binwiederhier/ntfy | Go | ★ 35.2K | Compare ↗ |
| #456 | netty/netty | Java | ★ 35.1K | Compare ↗ |
| #457 | motiondivision/motion | TypeScript | ★ 35K | Compare ↗ |
| #458 | laravel/framework | PHP | ★ 35K | Compare ↗ |
| #459 | aristocratos/btop | C++ | ★ 35K | Compare ↗ |
| #460 | NandhaKishorM/laya This Project | Python | ★ 34.9K | |
| #461 | derailed/k9s | Go | ★ 34.8K | Compare ↗ |
| #462 | backstage/backstage | TypeScript | ★ 34.8K | Compare ↗ |
| #463 | huggingface/diffusers | Python | ★ 34.8K | Compare ↗ |
| #464 | NginxProxyManager/nginx-proxy-manager | TypeScript | ★ 34.7K | Compare ↗ |
| #465 | MonitorControl/MonitorControl | Swift | ★ 34.6K | Compare ↗ |
Frequently Asked Questions
What does laya do? +
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
Is laya actively maintained in 2026? +
Yes, laya is actively maintained. The latest code push was recorded on Nov 1, 2026 (11 days ago). It holds a calculated Maintenance Health Score of 100/100 (A+ rating) with 34,877 stars and 89 open issues.
What language is laya written in? +
The primary language is Python. Topics include: calibration, classification, decision-model, huggingface, jev.
How many stars does laya have? +
laya has 34,877 stars and 3,119 forks on GitHub.
How does laya rank among GitHub repositories? +
With 34,877 stars, NandhaKishorM/laya is ranked #460 globally across all repositories tracked on GitHubRepo and #108 among Python projects.
What license is laya distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
