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Model: ayh015/myLightningOPD
Source: Original Platform

slime_plugins/rollout_buffer/README.md

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+# Rollout Buffer
+
+## Overview
+
+Rollout Buffer is an independent component for asynchronous agent trajectory generation, with the main function of using the LLM OpenAI Server launched by slime training to generate agent trajectories.
+
+### Workflow
+
+```
+slime Training Process ←─── HTTP API ───→ Rollout Buffer
+        ↓                                      ↓
+   LLM Server ←─────── HTTP Requests ─────── Agent Framework
+        ↓                                      ↓
+   Model Response ──────────────────────→ Trajectory Generation
+```
+
+For each different Agent task, there should be a corresponding independent Generator class, responsible for generating trajectories for that type of task. Rollout Buffer automatically reads and loads different types of Generators.
+
+## Quick Start
+
+### Basic Usage Process
+
+1. **Copy Template**: Copy `base_generator.py` as a template
+2. **Modify Task Type**: Change `TASK_TYPE` to your task name (cannot duplicate with other Generators)
+3. **Implement Core Function**: Implement the `run_rollout()` function
+4. **Optional Customization**: Rewrite five optional functions as needed
+
+
+Generator files must end with `_generator.py` and be placed in the `generator/` directory:
+
+```
+generator/
+├── base_generator.py      # Math task implementation (default template)
+└── your_task_generator.py # Your custom task
+```
+
+Each Generator file must define `TASK_TYPE` and `run_rollout()`.
+
+In addition, Rollout Buffer also provides some customizable functions to meet special needs of different tasks. If no custom implementation is provided, the system will use default implementations (located in `slime_plugins/rollout_buffer/default_func.py`).
+
+### Example Script
+
+First, you need to follow [Example: Qwen3-4B Model](../../docs/en/models/qwen3-4B.md) to configure the environment, download data and convert model checkpoints. And then run the following scripts:
+```bash
+cd slime_plugins/rollout_buffer
+bash rollout_buffer_example.sh
+
+# In a different terminal
+python buffer.py
+```