meta-pytorch/torchrec
Pytorch domain library for recommendation systems
⚡ Executive Summary & Quick Facts
Authoritative Sourcetorchrec is torchrec is an open-source project written in Python: Pytorch domain library for recommendation systems..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), meta-pytorch/torchrec has accumulated 2,620 GitHub stars and 721 forks. It is written in Python, licensed under BSD-3-Clause, and ranks #4,471 globally. It is actively maintained with the latest commit recorded on Oct 27, 2026.”
| Repository | meta-pytorch/torchrec ↗ |
|---|---|
| Primary Category | cuda |
| Language & Stack | Python |
| Software License | BSD-3-Clause |
| Community Traction | ★ 2.6K stars · ⑂ 721 forks · #4,471 globally |
| Maintenance | ● Active (Last commit: Oct 27, 2026) · 295 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: 92/100 · Grade AYes, torchrec is actively maintained. Continuous telemetry recorded the last code commit on Oct 27, 2026 (13 days ago). Supported by 2,620 stars and 721 community forks, this repository holds a calculated health index of 92/100, reflecting very active (commits within last 14 days) and active community feedback (295 open).
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/meta-pytorch/torchrec?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/meta-pytorch/torchrec?utm_source=readme_badge) [](https://githubrepo.cloud/repo/meta-pytorch/torchrec?utm_source=readme_badge) [](https://githubrepo.cloud/repo/meta-pytorch/torchrec?utm_source=readme_badge) [](https://githubrepo.cloud/repo/meta-pytorch/torchrec?utm_source=readme_badge) [](https://githubrepo.cloud/repo/meta-pytorch/torchrec?utm_source=readme_badge)Momentum
+66
STARS · LAST 30 DAYS
2
PER DAY
#653
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +66 | +180 |
| Per day | 1 | 2 | 2 |
| Forks gained | +0 | +14 | +36 |
torchrec gained 66 stars in the last 30 days, about 2 a day, and now has 2.6K. It is about 5 years old and has averaged roughly 524 stars a year. It ranks #653 among Python repositories and #4,471 across all languages on GitHubRepo.
Trending Record
10
DAYS ON TRENDING
#7616
BEST RANK
Oct 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
torchrec has maintained a continuous presence across global trending indexes, peaking at #7616. Below is the 30-day activity profile:
💡 Overview
torchrec is an open-source project written in Python: Pytorch domain library for recommendation systems.
Engineered for speed, consistency, and developer ease, it solves common hurdles in cuda, deep-learning, gpu. 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 torchrec⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
torchrec 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 torchrec 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 BSD-3-Clause license.
🚀 Getting Started
Install torchrec using your package manager: `pip install torchrec`
Initialize your project workspace or configuration file for torchrec.
Import torchrec into your codebase or invoke it directly from your terminal.
Execute your test suite or run `torchrec --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
meta-pytorch/torchrec is currently ranked #4,471 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,466 | jgromes/RadioLib | C++ | ★ 2.6K | Compare ↗ |
| #4,466 | NeuralNomadsAI/CodeNomad | TypeScript | ★ 2.6K | Compare ↗ |
| #4,466 | Agent-Field/agentfield | Go | ★ 2.6K | Compare ↗ |
| #4,469 | matrix-construct/tuwunel | Rust | ★ 2.6K | Compare ↗ |
| #4,470 | near/nearcore | Rust | ★ 2.6K | Compare ↗ |
| #4,471 | meta-pytorch/torchrec This Project | Python | ★ 2.6K | |
| #4,471 | thought-machine/please | Go | ★ 2.6K | Compare ↗ |
| #4,471 | raviqqe/muffet | Go | ★ 2.6K | Compare ↗ |
| #4,471 | vercel-labs/vgpu | TypeScript | ★ 2.6K | Compare ↗ |
| #4,475 | spatie/laravel-sitemap | PHP | ★ 2.6K | Compare ↗ |
| #4,476 | oliexdev/openScale | Kotlin | ★ 2.6K | Compare ↗ |
Frequently Asked Questions
What does torchrec do? +
Pytorch domain library for recommendation systems
Is torchrec actively maintained in 2026? +
Yes, torchrec is actively maintained. The latest code push was recorded on Oct 27, 2026 (13 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 2,620 stars and 295 open issues.
What language is torchrec written in? +
The primary language is Python. Topics include: cuda, deep-learning, gpu, pytorch, recommendation-system.
How many stars does torchrec have? +
torchrec has 2,620 stars and 721 forks on GitHub.
How does torchrec rank among GitHub repositories? +
With 2,620 stars, meta-pytorch/torchrec is ranked #4,471 globally across all repositories tracked on GitHubRepo and #653 among Python projects.
What license is torchrec distributed under? +
The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.
