Library for reading and processing ML training data.
⚡ Executive Summary & Quick Facts
Authoritative Sourcegrain is grain is an open-source project written in Python: Library for reading and processing ML training data..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), google/grain has accumulated 795 GitHub stars and 92 forks. It is written in Python, licensed under Apache-2.0, and ranks #9,774 globally. It is actively maintained with the latest commit recorded on Oct 23, 2026.”
| Repository | google/grain ↗ |
|---|---|
| Primary Category | data pr |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 795 stars · ⑂ 92 forks · #9,774 globally |
| Maintenance | ● Active (Last commit: Oct 23, 2026) · 166 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: 88/100 · Grade AYes, grain is actively maintained. Continuous telemetry recorded the last code commit on Oct 23, 2026 (21 days ago). Supported by 795 stars and 92 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (21 days ago) and healthy issue cadence.
Star History
Add Live Star History & Verified Badges to README.md
Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.
Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.
[](https://githubrepo.cloud/repo/google/grain?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/google/grain?utm_source=readme_badge) [](https://githubrepo.cloud/repo/google/grain?utm_source=readme_badge) [](https://githubrepo.cloud/repo/google/grain?utm_source=readme_badge) [](https://githubrepo.cloud/repo/google/grain?utm_source=readme_badge) [](https://githubrepo.cloud/repo/google/grain?utm_source=readme_badge)Momentum
+11
STARS · LAST 30 DAYS
1
PER DAY
#1,399
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +11 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +6 | +10 |
grain gained 11 stars in the last 30 days, about 1 a day, and now has 795. It is about 4 years old and has averaged roughly 199 stars a year. It ranks #1,399 among Python repositories and #9,774 across all languages on GitHubRepo.
Trending Record
44
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 #9,774 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #9,767 | agsh/onvif | TypeScript | ★ 796 | Compare ↗ |
| #9,767 | coderaiser/putout | JavaScript | ★ 796 | Compare ↗ |
| #9,767 | nodejs/amaro | Rust | ★ 796 | Compare ↗ |
| #9,767 | ahmadrosid/nakama | TypeScript | ★ 796 | Compare ↗ |
| #9,767 | rossark0/rossark-motion-skill | Swift | ★ 796 | Compare ↗ |
| #9,774 | google/grain This Project | Python | ★ 795 | |
| #9,774 | opengauss-mirror/openGauss-server | C++ | ★ 795 | Compare ↗ |
| #9,774 | MatthiasValvekens/pyHanko | Python | ★ 795 | Compare ↗ |
| #9,774 | austinried/subtracks | Kotlin | ★ 795 | Compare ↗ |
| #9,774 | dragon1086/prism-insight | Python | ★ 795 | Compare ↗ |
| #9,774 | usemoss/moss | Python | ★ 795 | Compare ↗ |
Frequently Asked Questions
What does grain do? +
Library for reading and processing ML training data.
Is grain actively maintained in 2026? +
Yes, grain is actively maintained. The latest code push was recorded on Oct 23, 2026 (21 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 795 stars and 166 open issues.
What language is grain written in? +
The primary language is Python. Topics include: data-pr, jax, machine-learning, python.
How many stars does grain have? +
grain has 795 stars and 92 forks on GitHub.
How does grain rank among GitHub repositories? +
With 795 stars, google/grain is ranked #9,774 globally across all repositories tracked on GitHubRepo and #1,399 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.
