beswarm
beswarm: be swarm
beswarm is a tool for creating a swarm of agents to complete a task.
任务
DiT-Air 架构与MMDiT和PixArt的区别是什么？详细分析三个模型的架构，并给出代码实现。
arXiv:2502.14831v2 和 arXiv:2503.10618v2 的 渐进式 VAE 训练方法有一定的相似性，请详细分析这两种方法的异同，底层原理的异同。
论文地址：'/Users/yanyuming/Library/Mobile Documents/iCloud~QReader~MarginStudy~easy/Documents/论文/EQ-VAE Equivariance Regularized Latent Space for Improved Generative Image Modeling.pdf'
仓库地址：https://github.com/zelaki/eqvae
论文地址：'/Users/yanyuming/Library/Mobile Documents/iCloud~QReader~MarginStudy~easy/Documents/论文/Vector Quantized Diffusion Model for Text-to-Image Synthesis.pdf'
查看代码库，我需要将论文的公式，代码，理论，实验结果，总结，形成一个文档。请进行彻底的分析。
找到每一个数学概念对应的代码实现。整理成文档保存到本地。
docker buildx build --platform linux/amd64,linux/arm64 -t yym68686/beswarm:latest --push .
docker pull yym68686/beswarm
cd ~/Downloads/GitHub/beswarm && docker run --rm \
--env-file .env \
-v ./work:/app/work beswarm \
--goal "分析这个仓库 https://github.com/cloneofsimo/minRF"
测试 docker 是否可以用 GPU：
docker run --gpus all -it --rm --entrypoint nvidia-smi yym68686/beswarm
docker run -it --rm --entrypoint cat yym68686/beswarm /app/beswarm/aient/src/aient/models/chatgpt.py
beswarm docker debug 命令
cd /Users/yanyuming/Downloads/GitHub/beswarm
docker run --rm -it \
--network="host" \
--env-file .env \
-v ./work/test:/app/work yym68686/beswarm \
--goal '帮我写一个简单的python脚本打印hello world' /bin/bash
服务器安装
pip install pipx
pipx ensurepath
source ~/.bashrc
pipx install nvitop
pip install beswarm -i https://pypi.tuna.tsinghua.edu.cn/simple
# 升级 从海外官方 pypi 升级
pip install --upgrade beswarm -i https://pypi.org/simple
pip install --upgrade beswarm -i https://pypi.tuna.tsinghua.edu.cn/simple
main.py
import os
import asyncio
import nest_asyncio
nest_asyncio.apply()
from beswarm.tools import (
worker,
get_code_repo_map,
search_arxiv,
read_file,
list_directory,
excute_command,
write_to_file,
download_read_arxiv_pdf,
)
os.environ['API_KEY'] = ''
os.environ['BASE_URL'] = 'https://api.xxx.xyz/v1/chat/completions'
os.environ['MODEL'] = 'gemini-2.5-pro'
# 设定任务目标
goal = """
"""
work_dir = '/work_dir'
tools = [read_file, list_directory, write_to_file, excute_command, search_arxiv, download_read_arxiv_pdf, get_code_repo_map]
asyncio.run(worker(goal, tools, work_dir))
1 maintainer
Metadata
1 maintainer
Release files for beswarm 0.3.23
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| beswarm-0.3.23.tar.gz | 242.0 kB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| beswarm-0.3.23-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 513.1 kB
Release files / beswarm-0.3.23.tar.gz
| Download URL | beswarm-0.3.23.tar.gz |
|---|---|
| Size | 242.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
0d354a88d888d17859b2c654c37ed9f22e97bb63fcc6050993f7e70d2326a14b
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uv/0.9.25 {"installer":{"name":"uv","version":"0.9.25","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / beswarm-0.3.23-py3-none-any.whl
| Download URL | beswarm-0.3.23-py3-none-any.whl |
|---|---|
| Size | 271.1 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
uv/0.9.25 {"installer":{"name":"uv","version":"0.9.25","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Security for beswarm 0.3.23
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