You like pytorch? You like micrograd? You love tinygrad! ❤️
Star History
Momentum
+842
STARS · LAST 30 DAYS
28
PER DAY
#70
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +196 | +842 | +2.5K |
| Per day | 28 | 28 | 28 |
| Forks gained | +22 | +87 | +218 |
tinygrad gained 842 stars in the last 30 days, about 28 a day, and now has 33.7K. It is about 6 years old and has averaged roughly 5.6K stars a year. It ranks #70 among Python repositories and #309 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#1145
BEST RANK
Sep 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
tinygrad has maintained a continuous presence across global trending indexes, peaking at #1145. Below is the 30-day activity profile:
💡 Overview
tinygrad is an open-source project written in Python: You like pytorch? You like micrograd? You love tinygrad! ❤️ .
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 tinygrad⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
tinygrad 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 tinygrad 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 tinygrad using your package manager: `pip install tinygrad`
Initialize your project workspace or configuration file for tinygrad.
Import tinygrad into your codebase or invoke it directly from your terminal.
Execute your test suite or run `tinygrad --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
tinygrad/tinygrad is currently ranked #309 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #304 | MonitorControl/MonitorControl | Swift | ★ 34.3K | Compare ↗ |
| #305 | jdx/mise | Rust | ★ 34.3K | Compare ↗ |
| #306 | rustfs/rustfs | Rust | ★ 34K | Compare ↗ |
| #307 | FreeCAD/FreeCAD | C++ | ★ 33.8K | Compare ↗ |
| #308 | microsoft/WSL | C++ | ★ 33.8K | Compare ↗ |
| #309 | tinygrad/tinygrad This Project | Python | ★ 33.7K | |
| #310 | lutzroeder/netron | JavaScript | ★ 33.5K | Compare ↗ |
| #311 | xai-org/x-algorithm | Rust | ★ 33.4K | Compare ↗ |
| #312 | gethomepage/homepage | JavaScript | ★ 32.9K | Compare ↗ |
| #313 | labstack/echo | Go | ★ 32.7K | Compare ↗ |
| #314 | pmndrs/react-three-fiber | TypeScript | ★ 32.6K | Compare ↗ |
Frequently Asked Questions
What does tinygrad do? +
You like pytorch? You like micrograd? You love tinygrad! ❤️
What language is tinygrad written in? +
The primary language is Python. Topics include: software.
Is tinygrad actively maintained? +
Yes, the last recorded push was on Sep 27, 2026 with 171 open issues being tracked.
How many stars does tinygrad have? +
tinygrad has 33,666 stars and 4,350 forks on GitHub.
How does tinygrad rank among GitHub repositories? +
With 33,666 stars, tinygrad/tinygrad is ranked #309 globally across all repositories tracked on GitHubRepo and #70 among Python projects.
What license is tinygrad distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
