Star History
Momentum
+20
STARS · LAST 30 DAYS
1
PER DAY
#372
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +20 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
grain gained 20 stars in the last 30 days, about 1 a day, and now has 783. It is about 4 years old and has averaged roughly 196 stars a year. It ranks #372 among Python repositories and #2,969 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#1804
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
grain has maintained a continuous presence across global trending indexes, peaking at #1804. Below is the 30-day activity profile:
💡 Overview
grain is an open-source project written in Python: Library for reading and processing ML training data.
Engineered for speed, consistency, and developer ease, it solves common hurdles in data-pr, jax, machine-learning. 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 grain⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
grain 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 grain 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 grain using your package manager: `pip install grain`
Initialize your project workspace or configuration file for grain.
Import grain into your codebase or invoke it directly from your terminal.
Execute your test suite or run `grain --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
google/grain is currently ranked #2,969 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,962 | getomnico/omni | Rust | ★ 788 | Compare ↗ |
| #2,965 | TeamWheelWizard/WheelWizard | C# | ★ 787 | Compare ↗ |
| #2,966 | erik-megarad/negative-captcha | Ruby | ★ 786 | Compare ↗ |
| #2,966 | Jakeschincariol/linkedin-agent-skill | Python | ★ 786 | Compare ↗ |
| #2,966 | volotat/mini-AGI | Python | ★ 786 | Compare ↗ |
| #2,969 | google/grain This Project | Python | ★ 783 | |
| #2,969 | sarensw/MacPacker | Swift | ★ 783 | Compare ↗ |
| #2,971 | AlanQuatermain/aqtoolkit | Objective-C | ★ 782 | Compare ↗ |
| #2,971 | yegor256/cactoos | Java | ★ 782 | Compare ↗ |
| #2,973 | Fody/MethodTimer | C# | ★ 781 | Compare ↗ |
| #2,973 | Consensys-Incorporated/teku | Java | ★ 781 | Compare ↗ |
Frequently Asked Questions
What does grain do? +
Library for reading and processing ML training data.
What language is grain written in? +
The primary language is Python. Topics include: data-pr, jax, machine-learning, python.
Is grain actively maintained? +
Yes, the last recorded push was on Sep 27, 2026 with 154 open issues being tracked.
How many stars does grain have? +
grain has 783 stars and 86 forks on GitHub.
How does grain rank among GitHub repositories? +
With 783 stars, google/grain is ranked #2,969 globally across all repositories tracked on GitHubRepo and #372 among Python projects.
What license is grain distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
