Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
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+60
STARS · LAST 30 DAYS
2
PER DAY
#417
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +14 | +60 | +180 |
| Per day | 2 | 2 | 2 |
| Forks gained | +2 | +6 | +16 |
Olive gained 60 stars in the last 30 days, about 2 a day, and now has 2.4K. It is about 7 years old and has averaged roughly 342 stars a year. It ranks #417 among Python repositories and #2,915 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#4253
BEST RANK
Oct 6, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Olive has maintained a continuous presence across global trending indexes, peaking at #4253. Below is the 30-day activity profile:
💡 Overview
Olive is an open-source project written in Python: Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. 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 Olive⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Olive 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 Olive 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 MIT license.
🚀 Getting Started
Install Olive using your package manager: `pip install Olive`
Initialize your project workspace or configuration file for Olive.
Import Olive into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Olive --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
microsoft/Olive is currently ranked #2,915 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,910 | IrosTheBeggar/mStream | JavaScript | ★ 2.4K | Compare ↗ |
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| #2,914 | gaul/s3proxy | Java | ★ 2.4K | Compare ↗ |
| #2,915 | microsoft/Olive This Project | Python | ★ 2.4K | |
| #2,916 | Fate-Grand-Automata/FGA | Kotlin | ★ 2.4K | Compare ↗ |
| #2,917 | vercel-labs/vgpu | TypeScript | ★ 2.4K | Compare ↗ |
| #2,918 | vpnhood/VpnHood | C# | ★ 2.4K | Compare ↗ |
| #2,919 | Checkmk/checkmk | Python | ★ 2.4K | Compare ↗ |
| #2,920 | kushagrasinghx/BitChord | Kotlin | ★ 2.4K | Compare ↗ |
Frequently Asked Questions
What does Olive do? +
Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
What language is Olive written in? +
The primary language is Python. Topics include: software.
Is Olive actively maintained? +
Yes, the last recorded push was on Oct 6, 2026 with 78 open issues being tracked.
How many stars does Olive have? +
Olive has 2,395 stars and 320 forks on GitHub.
How does Olive rank among GitHub repositories? +
With 2,395 stars, microsoft/Olive is ranked #2,915 globally across all repositories tracked on GitHubRepo and #417 among Python projects.
What license is Olive distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
