SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer
⚡ Executive Summary & Quick Facts
Authoritative SourceSana is Sana is an open-source project written in Python: SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), NVlabs/Sana has accumulated 9,617 GitHub stars and 775 forks. It is written in Python, licensed under Apache-2.0, and ranks #1,584 globally. It is actively maintained with the latest commit recorded on Oct 23, 2026.”
| Repository | NVlabs/Sana ↗ |
|---|---|
| Primary Category | diffusion |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 9.6K stars · ⑂ 775 forks · #1,584 globally |
| Maintenance | ● Active (Last commit: Oct 23, 2026) · 134 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: 97/100 · Grade A+Yes, Sana is actively maintained. Continuous telemetry recorded the last code commit on Oct 23, 2026 (10 days ago). Supported by 9,617 stars and 775 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
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+240
STARS · LAST 30 DAYS
8
PER DAY
#262
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +240 | +720 |
| Per day | 1 | 8 | 8 |
| Forks gained | +0 | +16 | +39 |
Sana gained 240 stars in the last 30 days, about 8 a day, and now has 9.6K. It is about 2 years old and has averaged roughly 4.8K stars a year. It ranks #262 among Python repositories and #1,584 across all languages on GitHubRepo.
Trending Record
10
DAYS ON TRENDING
#5962
BEST RANK
Oct 23, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Sana has maintained a continuous presence across global trending indexes, peaking at #5962. Below is the 30-day activity profile:
💡 Overview
Sana is an open-source project written in Python: SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer.
Engineered for speed, consistency, and developer ease, it solves common hurdles in diffusion, dit, linear-transformer. 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 Sana⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Sana 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 Sana 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 Sana using your package manager: `pip install Sana`
Initialize your project workspace or configuration file for Sana.
Import Sana into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Sana --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
NVlabs/Sana is currently ranked #1,584 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,579 | ramensoftware/windhawk | Rust | ★ 9.6K | Compare ↗ |
| #1,580 | FyroxEngine/Fyrox | Rust | ★ 9.6K | Compare ↗ |
| #1,581 | dotnet/yarp | C# | ★ 9.6K | Compare ↗ |
| #1,582 | modem-dev/hunk | TypeScript | ★ 9.6K | Compare ↗ |
| #1,583 | pacifio/atlas | Rust | ★ 9.6K | Compare ↗ |
| #1,584 | NVlabs/Sana This Project | Python | ★ 9.6K | |
| #1,585 | checkstyle/checkstyle | Java | ★ 9.6K | Compare ↗ |
| #1,586 | lnkiai/m3e-canvas | TypeScript | ★ 9.6K | Compare ↗ |
| #1,587 | xorbitsai/inference | Python | ★ 9.6K | Compare ↗ |
| #1,588 | MorpheApp/morphe-manager | Kotlin | ★ 9.6K | Compare ↗ |
| #1,589 | apify/crawlee-python | Python | ★ 9.6K | Compare ↗ |
Frequently Asked Questions
What does Sana do? +
SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer
Is Sana actively maintained in 2026? +
Yes, Sana is actively maintained. The latest code push was recorded on Oct 23, 2026 (10 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 9,617 stars and 134 open issues.
What language is Sana written in? +
The primary language is Python. Topics include: diffusion, dit, linear-transformer, nvfp4, pytorch.
How many stars does Sana have? +
Sana has 9,617 stars and 775 forks on GitHub.
How does Sana rank among GitHub repositories? +
With 9,617 stars, NVlabs/Sana is ranked #1,584 globally across all repositories tracked on GitHubRepo and #262 among Python projects.
What license is Sana distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
