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Lightning-AI/litgpt

20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

Python ◇ ai Apache-2.0
★13.7KSTARS
⑂1.5KFORKS
!322ISSUES
🏆#1,135GLOBAL RANK
🔥2DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

litgpt is litgpt is an open-source project written in Python: 20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), Lightning-AI/litgpt has accumulated 13,736 GitHub stars and 1,537 forks. It is written in Python, licensed under Apache-2.0, and ranks #1,135 globally. It is actively maintained with the latest commit recorded on Oct 28, 2026.”
Repository Lightning-AI/litgpt ↗
Primary Category ai
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 13.7K stars · ⑂ 1.5K forks · #1,135 globally
Maintenance ● Active (Last commit: Oct 28, 2026) · 322 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: 95/100 · Grade A+
✅
Is litgpt actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, litgpt is actively maintained. Continuous telemetry recorded the last code commit on Oct 28, 2026 (1 days ago). Supported by 13,736 stars and 1,537 community forks, this repository holds a calculated health index of 95/100, reflecting very active (commits within last 14 days) and active community feedback (322 open).

Commit Recency
Oct 28, 2026
1 days since last push
Issue Backlog
322 Open Issues
Active Community Feedback (322 open)
Community Backing
1.5K Forks
13.7K Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for Lightning-AI/litgpt
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Momentum

+343

STARS · LAST 30 DAYS

11

PER DAY

#189

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+77+343+990
Per day111111
Forks gained+8+31+77

litgpt gained 343 stars in the last 30 days, about 11 a day, and now has 13.7K. It is about 3 years old and has averaged roughly 4.6K stars a year. It ranks #189 among Python repositories and #1,135 across all languages on GitHubRepo.

Trending Record

litgpt has maintained a continuous presence across global trending indexes, peaking at #6330. Below is the 30-day activity profile:

💡 Overview

litgpt is an open-source project written in Python: 20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

Engineered for speed, consistency, and developer ease, it solves common hurdles in ai, artificial-intelligence, deep-learning. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install litgpt

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

litgpt 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

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with litgpt.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

1

Install litgpt using your package manager: `pip install litgpt`

2

Initialize your project workspace or configuration file for litgpt.

3

Import litgpt into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `litgpt --help` to verify successful setup.

👍 Strengths

Active community backing with 13,736 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 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

Lightning-AI/litgpt is currently ranked #1,135 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#1,130 QwikDev/partytown TypeScript ★ 13.8K Compare ↗
#1,131 BasedHardware/omi Python ★ 13.8K Compare ↗
#1,132 JustArchiNET/ArchiSteamFarm C# ★ 13.8K Compare ↗
#1,133 CodebuffAI/freebuff TypeScript ★ 13.8K Compare ↗
#1,134 github-linguist/linguist Ruby ★ 13.8K Compare ↗
#1,135 Lightning-AI/litgpt This Project Python ★ 13.7K
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Frequently Asked Questions

What does litgpt do? +

20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

Is litgpt actively maintained in 2026? +

Yes, litgpt is actively maintained. The latest code push was recorded on Oct 28, 2026 (1 days ago). It holds a calculated Maintenance Health Score of 95/100 (A+ rating) with 13,736 stars and 322 open issues.

What language is litgpt written in? +

The primary language is Python. Topics include: ai, artificial-intelligence, deep-learning, large-language-models, llm.

How many stars does litgpt have? +

litgpt has 13,736 stars and 1,537 forks on GitHub.

How does litgpt rank among GitHub repositories? +

With 13,736 stars, Lightning-AI/litgpt is ranked #1,135 globally across all repositories tracked on GitHubRepo and #189 among Python projects.

What license is litgpt distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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