forked from secretflow/spu
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
【文档季】文档 [Tutorials,CHANGELOGS] 翻译成中文文档 secretflow#1024
- Loading branch information
1 parent
9b58d58
commit bd59290
Showing
1 changed file
with
31 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,31 @@ | ||
SPU | ||
=== | ||
|
||
SPU (Secure Processing Unit) 由前端 **编辑器** 以及后端 **runtime** 环境组成。 | ||
|
||
前端编译器接受机器学习项目作为输入并将其转换为 **多方安全计算 (MPC) 的特定中间表征形式**。 | ||
经过一系列精细的代码优化后,程序将作为 MPC 协议在高性能后端环境运行。 | ||
使用 SPU,我们只需稍作修改就可以以保护隐私的方式运行不同框架的 ML 程序。 | ||
|
||
SPU 是 `SecretFlow <https://www.secretflow.org.cn/docs/secretflow/en/>`_ 项目的重要组成部分。 | ||
SPU 被设计为易于集成到其他分布式系统中,**建议使用** SecretFlow 编写 SPU 程序。 | ||
|
||
引用本文 | ||
-------- | ||
|
||
SPU 被 USENIX ATC'23 接受。请在 `此处 <https://www.usenix.org/conference/atc23/presentation/ma>`_ 查看论文。 | ||
|
||
.. code-block:: bibtex | ||
@inproceedings {288747, | ||
author = {Junming Ma and Yancheng Zheng and Jun Feng and Derun Zhao and Haoqi Wu and Wenjing Fang and Jin Tan and Chaofan Yu and Benyu Zhang and Lei Wang}, | ||
title = {{SecretFlow-SPU}: A Performant and {User-Friendly} Framework for {Privacy-Preserving} Machine Learning}, | ||
booktitle = {2023 USENIX Annual Technical Conference (USENIX ATC 23)}, | ||
year = {2023}, | ||
isbn = {978-1-939133-35-9}, | ||
address = {Boston, MA}, | ||
pages = {17--33}, | ||
url = {https://www.usenix.org/conference/atc23/presentation/ma}, | ||
publisher = {USENIX Association}, | ||
month = jul, | ||
} |