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verl-project
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verl-project/verl

verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework

Python ◇ developer-tools Apache-2.0
★23.9KSTARS
⑂4.8KFORKS
!1,372ISSUES
🏆#618GLOBAL RANK
🔥1DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

verl is verl is an open-source project written in Python: verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework ..

Repository verl-project/verl ↗
Primary Category developer tools
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 23.9K stars · ⑂ 4.8K forks · #618 globally
Maintenance ● Active (Last commit: Oct 18, 2026) · 1,372 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

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Momentum

+598

STARS · LAST 30 DAYS

20

PER DAY

#113

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+140+598+1.8K
Per day202020
Forks gained+24+95+239

verl gained 598 stars in the last 30 days, about 20 a day, and now has 23.9K. It is about 2 years old and has averaged roughly 12K stars a year. It ranks #113 among Python repositories and #618 across all languages on GitHubRepo.

Trending Record

verl has maintained a continuous presence across global trending indexes, peaking at #4943. Below is the 30-day activity profile:

💡 Overview

verl is an open-source project written in Python: verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework .

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

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install verl

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

verl 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 verl 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

1

Install verl using your package manager: `pip install verl`

2

Initialize your project workspace or configuration file for verl.

3

Import verl into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `verl --help` to verify successful setup.

👍 Strengths

Active community backing with 23,918 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 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

verl-project/verl is currently ranked #618 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#613 processing/p5.js JavaScript ★ 24.1K Compare ↗
#614 semantic-release/semantic-release JavaScript ★ 24.1K Compare ↗
#615 PrefectHQ/prefect Python ★ 24K Compare ↗
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#617 facebook/lexical TypeScript ★ 24K Compare ↗
#618 verl-project/verl This Project Python ★ 23.9K
#619 MagicMirrorOrg/MagicMirror JavaScript ★ 23.9K Compare ↗
#620 ifixai-ai/iFixAi Python ★ 23.9K Compare ↗
#621 brave/brave-browser — ★ 23.9K Compare ↗
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Frequently Asked Questions

What does verl do? +

verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework

What language is verl written in? +

The primary language is Python. Topics include: software.

Is verl actively maintained? +

Yes, the last recorded push was on Oct 18, 2026 with 1,372 open issues being tracked.

How many stars does verl have? +

verl has 23,918 stars and 4,773 forks on GitHub.

How does verl rank among GitHub repositories? +

With 23,918 stars, verl-project/verl is ranked #618 globally across all repositories tracked on GitHubRepo and #113 among Python projects.

What license is verl distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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