From aea43b44d4a231b2c38af866273b251897cd9628 Mon Sep 17 00:00:00 2001 From: Xin Qiu Date: Wed, 26 Oct 2022 08:23:12 +0800 Subject: [PATCH] update VFL HE document (#6262) * Create vfl_he * Rename vfl_he to vfl_he.md * upload fl_ckks.PNG * Update vfl_he.md * Update vfl_he.md * Update overview.md --- .../source/doc/PPML/VFL/overview.md | 4 ++-- docs/readthedocs/source/doc/PPML/VFL/vfl_he.md | 16 ++++++++++++++++ .../source/doc/PPML/images/fl_ckks.PNG | Bin 0 -> 140415 bytes 3 files changed, 18 insertions(+), 2 deletions(-) create mode 100644 docs/readthedocs/source/doc/PPML/VFL/vfl_he.md create mode 100644 docs/readthedocs/source/doc/PPML/images/fl_ckks.PNG diff --git a/docs/readthedocs/source/doc/PPML/VFL/overview.md b/docs/readthedocs/source/doc/PPML/VFL/overview.md index bfbd9041..b1345a25 100644 --- a/docs/readthedocs/source/doc/PPML/VFL/overview.md +++ b/docs/readthedocs/source/doc/PPML/VFL/overview.md @@ -19,5 +19,5 @@ The high-level architecture is shown in the diagram below. This includes the com ![](../images/fl_architecture.png) ## Next steps -For detailed usage of BigDL PPML VFL, please see [User Guide](user_guide.md) - +For detailed usage of BigDL PPML VFL, please see [User Guide](user_guide.md) +For BigDL PPML VFL with Homomorphic Encryption, please see [VFL HE](vfl_he.md) diff --git a/docs/readthedocs/source/doc/PPML/VFL/vfl_he.md b/docs/readthedocs/source/doc/PPML/VFL/vfl_he.md new file mode 100644 index 00000000..7d80f71b --- /dev/null +++ b/docs/readthedocs/source/doc/PPML/VFL/vfl_he.md @@ -0,0 +1,16 @@ +# Vertical Federated Learning with Homomorphic Encryption +Vertical Federated Learning (VFL) is a federated machine learning case where multiple data sets share the same sample ID space but differ in feature space. To protect user data, data(partial output) passed to server should be encrytped, and server should be trusted and running in SGX environment. See the diagram below: +![](../images/fl_architecture.png) + +In some cases, third party doesn't has a trusted computing environment, to run the BigDL FL server. So we introduce a new solution using Homomorphic Encryption to protect the data passed to FL server. + +## System Architecture +The high-level architecture is shown in the diagram below. +![](../images/fl_ckks.PNG) +Different from VFL with SGX, this solution will encrypt all the data passed to FL server, using CKKS encryptor. Server only holds computing secrets to compute loss and gradient with the cipher data, server has not secrets to see what's inside the cipher data. So the data passed to server is very safe, even FL server is not protected by SGX. + +## Quick Start Examples +* [VFL with Homomorphic Encryption](https://github.com/intel-analytics/BigDL/blob/main/scala/ppml/src/main/scala/com/intel/analytics/bigdl/ppml/fl/example/ckks/README.md): A example of VFL Logistic Regression with HE on census dataset. + + + diff --git a/docs/readthedocs/source/doc/PPML/images/fl_ckks.PNG b/docs/readthedocs/source/doc/PPML/images/fl_ckks.PNG new file mode 100644 index 0000000000000000000000000000000000000000..8e7a8f5a0751370253a58ef5a205225f980d15d9 GIT binary patch literal 140415 zcmeFZcT`i`yEYniiwG(fil~4B(u*R3bVNcC0qISeihvkEX#zq}!9o>j0@8c$2^~d| zUP1{%2#C_FbVx|}W&quy`|NXm=l*f;xZ_)6?7?1fl{ugJ&i8%Zwq9OWkv~Xrf&v18 z98^@0RfjCnW}^sI`dF{*A_AEwJ}9EQiwZ48LC zK8~skvDR@=?Q%=G%e)V~`tO6DLvZ)sXAsD%mohBBoAteuhA#rSd*r4p z=`Csa^MQX~0+D7T-T2FKJ0868m*fA77n~a+X@fhPDE~6l10u%^=bq7TuGcR=U-8$v zow&KYzx;UoK_t#_APJtw41ZY;QB7f!TYq8Nj 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