From 00977abfa049675ac0fb3ba0bee8f9a5aa86b1a7 Mon Sep 17 00:00:00 2001
From: XiaoDu
Date: Thu, 5 Jun 2025 23:47:59 +0800
Subject: [PATCH] Add Croto to MacNet branch.
---
README.md | 52 ++++++++++++++++++++++++++++++++++++++++++++++++-
misc/croto.png | Bin 0 -> 332043 bytes
2 files changed, 51 insertions(+), 1 deletion(-)
create mode 100644 misc/croto.png
diff --git a/README.md b/README.md
index 024e9b3f..4e46dfd0 100644
--- a/README.md
+++ b/README.md
@@ -69,6 +69,48 @@ To get started with MacNet, follow these steps:
+# Multi-Agent Collaboration via Cross-Team Orchestration
+
+
+
+
+
+## đź“– Overview
+
+Croto is a specialized branch of [ChatDev](https://github.com/OpenBMB/ChatDev) that orchestrates multiple agent teams to jointly propose diverse task-oriented solutions and collaborate through strategic cross-team interactions at key phases. It enables teams to maintain their independence while leveraging collective insights for superior solution generation. The methods used in Croto—including greedy aggregation, hierarchy partitioning, and pruning strategy—are well integrated into MacNet codebase, specifically in `chatdev.waiting` and the aggregation function in `graph.py`.
+
+```python
+def aggregate(self, prompt: str, retry_limit: int, unit_num: int, layer_directory: str, graph_depth: int,
+ store_dir: str) -> int:
+ """Aggregate solutions from predecessors."""
+ logging.info(f"Node {self.id} is aggregating with {len(self.pre_solutions)} solutions")
+
+ with open("config.yaml", "r", encoding="utf-8") as f:
+ cc_prompt = "\n\n".join(yaml.load(f.read(), Loader=yaml.FullLoader).get("Agent").get("cc_prompt"))
+ cc_prompt = self.system_message + cc_prompt
+
+ for file in self.pre_solutions:
+ with open(layer_directory + "/solution_{}.txt".format(file), "w") as f:
+ for key in self.pre_solutions[file].codebooks.keys():
+ f.write(str(key) + '\n\n' + self.pre_solutions[file].codebooks[key] + '\n\n')
+
+ self.pool = Pool(len(self.pre_solutions), unit_num, layer_directory, self.model)
+ for i in range(retry_limit):
+ new_codes = self.pool.state_pool_add(layer_directory, cc_prompt, 6000000, prompt,
+ Codes(),
+ store_dir,
+ temperature=1 - self.depth / graph_depth,
+ )
+ if new_codes is None:
+ logging.info(f"Retry Aggregation at round {i}!")
+ else:
+ self.solution = new_codes
+ logging.info(f"Node {self.id} has finished aggregation!")
+ return 0
+ print(f"ERROR: Node {self.id} has reached the retry limit!\n")
+ return 1
+```
+
## 🔎 Citation
```
@@ -80,6 +122,14 @@ To get started with MacNet, follow these steps:
url={https://openreview.net/forum?id=K3n5jPkrU6}
}
+@article{croto,
+ title={Multi-Agent Collaboration via Cross-Team Orchestration},
+ author={Zhuoyun Du and Chen Qian and Wei Liu and Zihao Xie and YiFei Wang and Rennai Qiu and Yufan Dang and Weize Chen and Cheng Yang and Ye Tian and Xuantang Xiong and Lei Han},
+ journal={arXiv preprint arXiv:2406.08979},
+ url = {https://arxiv.org/abs/2406.08979},
+ year={2024}
+}
+
@article{chatdev,
title = {ChatDev: Communicative Agents for Software Development},
author = {Chen Qian and Wei Liu and Hongzhang Liu and Nuo Chen and Yufan Dang and Jiahao Li and Cheng Yang and Weize Chen and Yusheng Su and Xin Cong and Juyuan Xu and Dahai Li and Zhiyuan Liu and Maosong Sun},
@@ -108,7 +158,7 @@ More research from our lab can be accessed [here](https://thinkwee.top/multiagen
## 🤝 Acknowledgments
-MacNet is built upon the foundation of [ChatDev](https://github.com/OpenBMB/ChatDev), a project that aims to revolutionize software development through communicative agents.
+MacNet and Croto are built upon the foundation of [ChatDev](https://github.com/OpenBMB/ChatDev), a project that aims to revolutionize software development through communicative agents.
## 📬 Contact
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