google-research/morph-net
Fast & Simple Resource-Constrained Learning of Deep Network Structure
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+26
STARS · LAST 30 DAYS
1
PER DAY
#639
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +26 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
morph-net gained 26 stars in the last 30 days, about 1 a day, and now has 1K. It is about 8 years old and has averaged roughly 130 stars a year. It ranks #639 among Python repositories and #4,682 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#5187
BEST RANK
Oct 5, 2026
FIRST APPEARANCE
Active
STATUS TODAY
morph-net has maintained a continuous presence across global trending indexes, peaking at #5187. Below is the 30-day activity profile:
💡 Overview
morph-net is an open-source project written in Python: Fast & Simple Resource-Constrained Learning of Deep Network Structure.
Engineered for speed, consistency, and developer ease, it solves common hurdles in automl, deep-learning, 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 morph-net⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
morph-net 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 morph-net 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 morph-net using your package manager: `pip install morph-net`
Initialize your project workspace or configuration file for morph-net.
Import morph-net into your codebase or invoke it directly from your terminal.
Execute your test suite or run `morph-net --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-research/morph-net is currently ranked #4,682 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,676 | ollaya-dev/ollaya | Rust | ★ 1K | Compare ↗ |
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| #4,678 | kerpopule/hermes-jev-skills | Python | ★ 1K | Compare ↗ |
| #4,682 | google-research/morph-net This Project | Python | ★ 1K | |
| #4,682 | echris6/motion-video-kit | Python | ★ 1K | Compare ↗ |
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Frequently Asked Questions
What does morph-net do? +
Fast & Simple Resource-Constrained Learning of Deep Network Structure
What language is morph-net written in? +
The primary language is Python. Topics include: automl, deep-learning, machine-learning, neural-architecture-search, python.
Is morph-net actively maintained? +
Yes, the last recorded push was on Oct 5, 2026 with 23 open issues being tracked.
How many stars does morph-net have? +
morph-net has 1,040 stars and 151 forks on GitHub.
How does morph-net rank among GitHub repositories? +
With 1,040 stars, google-research/morph-net is ranked #4,682 globally across all repositories tracked on GitHubRepo and #639 among Python projects.
What license is morph-net distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
