alibaba / alibaba/ROLL

Add Atropos Integration

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Dominant language
Python
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Description

### **Description**
I wanted to suggest adding support (or at least an example integration) for [Atropos](https://github.com/NousResearch/atropos)

### **Why this matters**
Atropos is becoming a critical component for Reasoning-centric RL (CoT), particularly for:
* **Verifiable Reasoning tasks** (Math, Code, Logic)
* **Deep Reasoning Expansion**
* **Scalable feedback loops** for complex agentic workflows

### **Impact**
While the current ROCK examples are great, having a similar integration for Atropos would:
* **Broaden ROLL's usability**: for the "Reasoning Frontier" in LLM research.
* **Decoupled Scalability**: Leverage Atropos' microservice architecture to keep high-concurrency rollouts independent of the main training loop, ensuring maximum GPU utilization during complex reasoning tasks.

I have already verified this integration locally with a 100-step "Golden Run" (expanding thinking tokens from 218 to 330) and have a PR ready for submission.

Contributor guide

No contributing guide indexed for this repository

Research direction

Start by reading the current ROCK examples and the Atropos project to understand the proposed integration boundary and microservice workflow. The issue reports a locally verified 100-step Golden Run; done should mean adding support or an example integration that reproduces that run and its reported thinking-token expansion.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
distributed-systems, machine-learning
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Quiet
Clarity
Mostly clear
Newbie friendliness
35/100

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