From b7be0c8c4491ddd330a3904e19ee5a5bbdd6675f Mon Sep 17 00:00:00 2001 From: Song Jiaming Date: Sat, 8 Oct 2022 10:22:32 +0800 Subject: [PATCH] PPML FL document (#6017) --- .../source/doc/PPML/VFL/overview.md | 26 ++++++++-------- .../source/doc/PPML/VFL/user_guide.md | 29 ++++++++++++++++++ .../doc/PPML/images/fl_architecture.png | Bin 0 -> 177303 bytes 3 files changed, 42 insertions(+), 13 deletions(-) create mode 100644 docs/readthedocs/source/doc/PPML/VFL/user_guide.md create mode 100644 docs/readthedocs/source/doc/PPML/images/fl_architecture.png diff --git a/docs/readthedocs/source/doc/PPML/VFL/overview.md b/docs/readthedocs/source/doc/PPML/VFL/overview.md index 76ff6cca..777a3930 100644 --- a/docs/readthedocs/source/doc/PPML/VFL/overview.md +++ b/docs/readthedocs/source/doc/PPML/VFL/overview.md @@ -2,21 +2,21 @@ 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. VFL is supported in BigDL PPML. It allows users to train a federated machine learning model where data features are held by different parties. In BigDL PPML, the following VFL scenarios are supported. -* **Private Set Intersection**: To get data intersection of different VFL parties. -* **Neural Network Model**: To train common neural network model with Pytorch or Tensorflow backend across VFL parties. -* **FGBoost Model**: To train gradient boosted decision tree (GBDT) model across multiple VFL parties. +* Private Set Intersection: To get data intersection of different VFL parties. +* Neural Network Model: To train common neural network model with Pytorch or Tensorflow backend across VFL parties. +* FGBoost Model: To train gradient boosted decision tree (GBDT) model across multiple VFL parties. -For each scenario, some quick starts are available in above links. +## Quick Start Examples +For each scenario, an quick start example is available in following links. +* [Private Set Intersection](https://github.com/intel-analytics/BigDL/blob/main/python/ppml/example/psi/psi-tutorial.md): A PSI example of getting intersection of two parties +* [Pytorch Neural Network Model](https://github.com/intel-analytics/BigDL/blob/main/python/ppml/example/pytorch_nn_lr/pytorch-nn-lr-tutorial.md): An Pytorch based Logistic Regression application by two parties +* [FGBoost Model](https://github.com/intel-analytics/BigDL/blob/main/python/ppml/example/fgboost_regression/fgboost-tutorial.md): An federated Gradient Boosted Regression Tree application by two parties -## Key Concepts -A **FL Server** is a gRPC server to handle requests from FL Client. A **FL Client** is a gRPC client to send requests to FL Server. These requests include: -* serialized model to use in training at FL Server -* some model related instance, e.g. loss function, optimizer -* the Tensor which FL Server and FL Client interact, e.g. predict output, label, gradient +## System Architecture +The high-level architecture is shown in the diagram below. This includes the components of the BigDL PPML FL and [SGX](https://www.intel.com/content/www/us/en/developer/tools/software-guard-extensions/overview.html) for Privacy Preservation. -A **FL Context** is a singleton holding a FL Client instance. By default, only one instance is held in a FL application. And the gRPC channel in this singleton instance could be reused in multiple algorithms. +![](../images/fl_architecture.png) +## Next steps +For detailed usage of BigDL PPML VFL, please see [User Guide](user_guide.md) -## Lifecycle - -## Fault Tolerance diff --git a/docs/readthedocs/source/doc/PPML/VFL/user_guide.md b/docs/readthedocs/source/doc/PPML/VFL/user_guide.md new file mode 100644 index 00000000..c49a9a20 --- /dev/null +++ b/docs/readthedocs/source/doc/PPML/VFL/user_guide.md @@ -0,0 +1,29 @@ +# BigDL PPML VFL User Guide +## Deployment +### SGX +FL Server is protected by SGX, please see [PPML Prerequisite](https://github.com/intel-analytics/BigDL/blob/main/docs/readthedocs/source/doc/PPML/Overview/ppml.md#21-prerequisite) to get SGX environment ready. + +### FL Server +You could set configurations of FL Server by editting `ppml-conf.yaml` +#### Configuration +##### clientNum +an integer, the total client number of this FL application +##### serverPort +an integer, the port used by FL Server +##### privateKeyFilePath +a string, the file path of TLS private key +##### certChainFilePath +a string, the file path of TLS certificate chain +#### Start +You can run FL Server in SGX with the following command: +```bash +docker exec -it YOUR_DOCKER bash /ppml/trusted-big-data-ml/work/start-scripts/start-python-fl-server-sgx.sh -p 8980 -c 2 +``` +You can also set port with `-p` and set client number with `-c` while the default settings are `port=8980` and `client-num=2`. + +## Programming Guide +Once the FL Server deployment is ready, you can write the client code and start your FL application. + +You could see the [examples](overview.md#quick-start-examples) in overview for basic usages of the APIs. + +You could check [API Doc]() for more details. diff --git a/docs/readthedocs/source/doc/PPML/images/fl_architecture.png b/docs/readthedocs/source/doc/PPML/images/fl_architecture.png new file mode 100644 index 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