diff --git a/RELEASE.md b/RELEASE.md index 762888484a..1b2e7da4c3 100644 --- a/RELEASE.md +++ b/RELEASE.md @@ -1,3 +1,10 @@ +## Release 1.11.1 +### Major Features and Improvements +> FederatedML +* Support Homo Graph Neural Network +* PSI-DH protocol enhancement: use Oakley MODP modulus groups + + ## Release 1.11.0 ### Major Features and Improvements > FederatedML diff --git a/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.md b/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.md index 7977b2ebd9..f7f2432868 100644 --- a/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.md +++ b/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.md @@ -187,7 +187,7 @@ wget https://webank-ai-1251170195.cos.ap-guangzhou.myqcloud.com/fate/${version}/ scp *.tar.gz app@192.168.0.1:/data/projects/install scp *.tar.gz app@192.168.0.2:/data/projects/install ``` -Note: The current document needs to be deployed with FATE version>=1.7.0, ${version} is replaced with e.g. 1.11.0, without the v character. +Note: The current document needs to be deployed with FATE version>=1.7.0, ${version} is replaced with e.g. 1.11.1, without the v character. ### 5.2 Operating system parameter checking diff --git a/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.zh.md b/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.zh.md index 58cead7eca..ad6d0660aa 100644 --- a/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.zh.md +++ b/deploy/cluster-deploy/doc/fate_on_spark/fate_on_spark_deployment_guide.zh.md @@ -183,7 +183,7 @@ wget https://webank-ai-1251170195.cos.ap-guangzhou.myqcloud.com/fate/${version}/ scp *.tar.gz app@192.168.0.1:/data/projects/install scp *.tar.gz app@192.168.0.2:/data/projects/install ``` -注意: 当前文档需要部署的FATE version>=1.7.0，${version}替换为如1.11.0，不带v字符 +注意: 当前文档需要部署的FATE version>=1.7.0，${version}替换为如1.11.1，不带v字符 ### 5.2 操作系统参数检查 **在目标服务器（192.168.0.1 192.168.0.2 192.168.0.3）app用户下执行** diff --git a/deploy/standalone-deploy/README.md b/deploy/standalone-deploy/README.md index 8f27bd5a6f..5f2b812834 100644 --- a/deploy/standalone-deploy/README.md +++ b/deploy/standalone-deploy/README.md @@ -41,7 +41,7 @@ export version={FATE version for this deployment} example: ```bash -export version=1.11.0 +export version=1.11.1 ``` ### 2.2 Pulling mirrors diff --git a/deploy/standalone-deploy/README.zh.md b/deploy/standalone-deploy/README.zh.md index 8fd1031586..4b76da3d7a 100644 --- a/deploy/standalone-deploy/README.zh.md +++ b/deploy/standalone-deploy/README.zh.md @@ -35,13 +35,13 @@ 设置部署所需环境变量(注意, 通过以下方式设置的环境变量仅在当前终端会话有效, 若打开新的终端会话, 如重新登录或者新窗口, 请重新设置) ```bash -export version={本次部署的FATE版本号, 如1.11.0} +export version={本次部署的FATE版本号, 如1.11.1} ``` 样例: ```bash -export version=1.11.0 +export version=1.11.1 ``` ### 2.2 拉取镜像 diff --git a/doc/federatedml_component/README.md b/doc/federatedml_component/README.md index d8c0c6d3b8..c8f8f2ee3d 100644 --- a/doc/federatedml_component/README.md +++ b/doc/federatedml_component/README.md @@ -62,6 +62,8 @@ provide: | [Hetero SSHE Logistic Regression](logistic_regression.md) | HeteroSSHELR | Build hetero logistic regression model without arbiter | Table, values are Instances | Table, values are Instances | | SSHE LR Model | | [Hetero SSHE Linear Regression](linear_regression.md) | HeteroSSHELinR | Build hetero linear regression model without arbiter | Table, values are Instances | Table, values are Instances | | SSHE LinR Model | | [Positive Unlabeled Learning](positive_unlabeled.md) | PositiveUnlabeled | Build positive unlabeled learning model | Table, values are Instances | Table, values are Instances | | | +| [FATE-LLM](fate_llm.md) | FATE_LLM | Federated Large Language Model | Torch DataSet | | PreTrained Large Language Model | FineTuned Large Language Model | + ## Secure Protocol diff --git a/doc/federatedml_component/README.zh.md b/doc/federatedml_component/README.zh.md index c70df233e0..111fdc7f61 100644 --- a/doc/federatedml_component/README.zh.md +++ b/doc/federatedml_component/README.zh.md @@ -52,6 +52,7 @@ Federatedml模块包括许多常见机器学习算法联邦化实现。所有模 | [Hetero SSHE Logistic Regression](logistic_regression.md) | HeteroSSHELR | 两方构建纵向逻辑回归（无可信第三方） | Table, 值为Instance | Table, 值为Instance | | SSHE LR Model | | [Hetero SSHE Linear Regression](linear_regression.md) | HeteroSSHELinR | 两方构建纵向线性回归（无可信第三方） | Table, 值为Instance | Table, 值为Instance | | SSHE LinR Model | | [Positive Unlabeled Learning](positive_unlabeled.md) | PositiveUnlabeled | 构建positive unlabeled learning(PU learning)模型 | Table, 值为Instance | Table, 值为Instance | | | +| [FATE-LLM](fate_llm.md) | FATE_LLM | 联邦大语言模型 | Torch DataSet | | PreTrained Large Language Model | FineTuned Large Language Model | ## 安全协议 diff --git a/doc/federatedml_component/fate_llm.md b/doc/federatedml_component/fate_llm.md new file mode 100644 index 0000000000..2d9048c92c --- /dev/null +++ b/doc/federatedml_component/fate_llm.md @@ -0,0 +1,42 @@ +# FATE-LLM +FATE-LLM is a framework to support federated training with large language models, it also provides multiple parameter-efficient fine-tuning strategies[1][2] for industrial applications. + +## Features +In current version, it supports the following features: +* Integration of various large language models for federated learning: including BERT[, ALBERT, RoBERta, GPT-2, BART, DeBERta, DistilBERT, etc. +These models are widely used in natural language understanding and generation tasks, and can meet the needs of different application scenarios[3][4][5]. +* Integration of multiple parameter-efficient tuning methods: Bottleneck Adapters (including Houlsby, Pfeiffer, Parallel schemes), Invertible Adapters, LoRA, IA3, and Compacter + +## Experiment Data + +### Model Parameter Sizes +The current version of FATE-LLM supports various classic large language models, with parameters amount ranging from tens of millions to 1.5 billions. +The following table are the parameters amounts of models we support for commonly used versions +![llm model parameters](../images/llm_model_parameter_amount.png) + +### Trainable Parameter Sizes Of Parameter-Efficient Methods +In order to give users a more intuitive feelings for the huge improvement of federated training and transmission in FATE-LLM, +we will take gpt-2 as an example and show the parameter amount in the federated training and transmission process. +![parameter_efficient](../images/parameter_efficient_of_gpt-2.png) + +### Training Time Improvement: +We present a comparison of training times between different adapter + methods and fine-tuning a complete model in a homo(horizontal) federated learning scenario for a text sentiment classification task using the IMDB dataset +- Scenario: Homo(Horizontal) Federated Learning Scenario +- Task Type: Text Sentiment Classification Task +- Participants: Two client parties involved in model building and one server for aggregation. +- Data & Basic parameters: IMDB dataset, with a size of 25,000, batch_size=64, padding_length=200. +- Environment: Each modeling party uses 2x V100 32GB GPUs, and the experiments are conducted in a local area network environment. + +The table below shows the training time comparison between using various adapters and fine-tuning the complete model for each epoch (in seconds). +It can be observed that the federated form of adapter+language model can significantly save training time. + +![GPT-2 Training Time Improvement](../images/gpt-2_training_time_improvement.png) + + +## References +[1] Cai D, Wu Y, Wang S, et al. Autofednlp: An efficient fednlp framework[J]. arXiv preprint arXiv:2205.10162, 2022. +[2] Zhang Z, Yang Y, Dai Y, et al. When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods[J]. arXiv preprint arXiv:2212.10025, 2022. +[3] Zhou C, Li Q, Li C, et al. A comprehensive survey on pretrained foundation models: A history from bert to chatgpt[J]. +[4] Devlin J, Chang M W, Lee K, et al. Bert: Pre-training of deep bidirectional transformers for language understanding[J].arXiv preprint arXiv:1810.04805, 2018. +[5] Radford A, Wu J, Child R, et al. Language models are unsupervised multitask learners[J]. OpenAI blog, 2019, 1(8): 9. \ No newline at end of file diff --git a/doc/images/gpt-2_training_time_improvement.png b/doc/images/gpt-2_training_time_improvement.png new file mode 100644 index 0000000000..71f5980951 Binary files /dev/null and b/doc/images/gpt-2_training_time_improvement.png differ diff --git a/doc/images/llm_model_parameter_amount.png b/doc/images/llm_model_parameter_amount.png new file mode 100644 index 0000000000..cf68ce98e6 Binary files /dev/null and b/doc/images/llm_model_parameter_amount.png differ diff --git a/doc/images/parameter_efficient_of_gpt-2.png b/doc/images/parameter_efficient_of_gpt-2.png new file mode 100644 index 0000000000..2f9a10263b Binary files /dev/null and b/doc/images/parameter_efficient_of_gpt-2.png differ diff --git a/doc/tutorial/pipeline/nn_tutorial/Homo-Graph.ipynb b/doc/tutorial/pipeline/nn_tutorial/Homo-Graph.ipynb new file mode 100644 index 0000000000..6f0ce65e95 --- /dev/null +++ b/doc/tutorial/pipeline/nn_tutorial/Homo-Graph.ipynb @@ -0,0 +1,308 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Homo-Graph Customized Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In FATE 1.10, we integrated Torch-geometric 2.2 into the FATE framework with which you can build Graph Neural Networks (GNN) in a homo federated way. Homo-graph is an extension of the customized model, but there are some differences in terms of input data and trainer." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Install Torch-geometric" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PLEASE MAKE SURE YOUR GCC IS ABOVE 5.5, OR THE INSTALLATION MAY FAIL!\n", + "\n", + "For the installation please refer to [torch-geometric web site](https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html), or you may try this:\n", + "\n", + "\n", + "pip install -r {path/to/your/fate/base}/python/requirements-graph-nn.txt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cora Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cora is a graph dataset for multiple node classification. It has 2708 nodes and 10k edges. Each node has 1433 features. \n", + "\n", + "In federated homo graph modeling, each party holds their own graph dataset with the same features, i.e. horizontal federation. The nodes in the two graphs may not overlap and the parties do not exchange any information about their graph datasets duraing modeling.\n", + "\n", + "For simplicity, the host and the guest in the demo have the same Cora dataset. The train/validation/test is divided in the following way:\n", + "\n", + "train: [0:140]\n", + "validation: [200:500]\n", + "test: [500:1500]\n", + "\n", + "The preprocessed data can be find in examples/data/cora4fate which contains \"guest\" and \"host\" directory. both \"guest\" and \"host\" have feats.csv and adj.csv to store the node feature and adjacent matrix respectively. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GraphSage Model\n", + "\n", + "Name the model code as homegraphsage.py. You can put it directly under federatedml/nn/model_zoo or use the shortcut interface of jupyter notebook to save it directly to federatedml/nn/model_zoo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pipeline.component.nn import save_to_fate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%save_to_fate model graphsage_cora.py\n", + "\n", + "import torch as t\n", + "from torch import nn\n", + "from torch.nn import Module\n", + "import torch_geometric.nn as pyg\n", + "\n", + "\n", + "class Sage(nn.Module):\n", + " def __init__(self, in_channels, hidden_channels, class_num):\n", + " super().__init__()\n", + " self.model = nn.ModuleList([\n", + " pyg.SAGEConv(in_channels=in_channels, out_channels=hidden_channels, project=True),\n", + " pyg.SAGEConv(in_channels=hidden_channels, out_channels=class_num),\n", + " nn.LogSoftmax()]\n", + " )\n", + "\n", + " def forward(self, x, edge_index):\n", + " for i, conv in enumerate(self.model):\n", + " if isinstance(conv, pyg.SAGEConv):\n", + " x = conv(x, edge_index)\n", + " else:\n", + " x = conv(x)\n", + " return x " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "homosage = Sage(in_channels=1433, hidden_channels=64, class_num=7)\n", + "homosage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Submit a Homo-NN task with Custom Model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "cwd = os.getcwd()\n", + "cwd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Initialize a pipeline and specifiy where the node feature and adjacent matrix file is." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch as t\n", + "import os\n", + "from torch import nn\n", + "from pipeline import fate_torch_hook\n", + "from pipeline.component.nn import TrainerParam\n", + "from pipeline.backend.pipeline import PipeLine\n", + "from pipeline.component import HomoNN, Evaluation\n", + "from pipeline.component.reader import Reader\n", + "from pipeline.interface import Data\n", + "from pipeline.component.nn import DatasetParam\n", + "\n", + "fate_torch_hook(t)\n", + "fate_project_path = os.path.abspath(\"/../../../../\")\n", + "host = 10000\n", + "guest = 9999\n", + "arbiter = 10000\n", + "pipeline = PipeLine().set_initiator(role='guest', party_id=guest).set_roles(guest=guest, host=host,\n", + " arbiter=arbiter)\n", + "data_0 = {\"name\": \"cora_guest\", \"namespace\": \"experiment\"}\n", + "data_1 = {\"name\": \"cora_host\", \"namespace\": \"experiment\"}\n", + "\n", + "data_path_0 = fate_project_path + '/examples/data/cora4fate/guest'\n", + "data_path_1 = fate_project_path + '/examples/data/cora4fate/host'\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Bind table and use the DatasetParam to specifiy the following parameters:\n", + "1. id_col, name of the id column in csv, default 'id'\n", + "2. label_col str, name of label column in csv, if None, will automatically take 'y' or 'label' or 'target' as label\n", + "3. feature_dtype dtype of feature, supports int, long, float, double\n", + "4. label_dtype: dtype of label, supports int, long, float, double\n", + "5. feats_name: name of the node feature csv, default 'feats.csv'\n", + "6. feats_dataset_col: name of the dataset column indicating to which dataset the node belongs, default 'dataset'\n", + "7. feats_dataset_train: flag of the train set\n", + "8. feats_dataset_vali: flag of the validation set\n", + "9. feats_dataset_test: flag of the test set\n", + "10. adj_name: name of the adjacent matrix, default 'adj.csv'\n", + "11. adj_src_col: source node in the adjacent matrix, default 'node1'\n", + "12. adj_dst_col: destination node in the adjacent matrix, default 'node2'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pipeline.bind_table(name=data_0['name'], namespace=data_0['namespace'], path=data_path_0)\n", + "pipeline.bind_table(name=data_1['name'], namespace=data_1['namespace'], path=data_path_1)\n", + "\n", + "reader_0 = Reader(name=\"reader_0\")\n", + "reader_0.get_party_instance(role='guest', party_id=guest).component_param(table=data_0)\n", + "reader_0.get_party_instance(role='host', party_id=host).component_param(table=data_1)\n", + "dataset_param = DatasetParam(\n", + " \"graph\",\n", + " id_col='id',\n", + " label_col='y',\n", + " feature_dtype='float',\n", + " label_dtype='long',\n", + " feats_name='feats.csv',\n", + " feats_dataset_col='dataset',\n", + " feats_dataset_train='train',\n", + " feats_dataset_vali='vali',\n", + " feats_dataset_test='test',\n", + " adj_name='adj.csv',\n", + " adj_src_col='node1',\n", + " adj_dst_col='node2')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "setup the model, loss function and optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = t.nn.Sequential(\n", + " t.nn.CustModel(module_name='graphsage_cora', class_name='Sage', in_channels=1433, hidden_channels=64, class_num=7)\n", + ")\n", + "loss = nn.NLLLoss()\n", + "optimizer = t.optim.Adam(model.parameters(), lr=0.001)\n", + "\n", + "homo_graph_0 = HomoNN(\n", + " name=\"homo_graph_0\",\n", + " model=model,\n", + " loss=loss,\n", + " optimizer=optimizer,\n", + " dataset=dataset_param,\n", + " trainer=TrainerParam(trainer_name='fedavg_graph_trainer', epochs=10, batch_size=10,\n", + " validation_freqs=1, num_neighbors=[11, 11], task_type='multi'),\n", + " torch_seed=100\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Integrate every component together and fit" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pipeline.add_component(reader_0)\n", + "pipeline.add_component(homo_graph_0, data=Data(train_data=reader_0.output.data))\n", + "pipeline.add_component(Evaluation(name='eval_0', eval_type='multi'), data=Data(data=homo_graph_0.output.data))\n", + "\n", + "pipeline.compile()\n", + "pipeline.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "6014097d4fbe68b982926f809650a6d6f12d367fa066105c39b397ad90be87cf" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/tutorial/pipeline/nn_tutorial/README.md b/doc/tutorial/pipeline/nn_tutorial/README.md index 4ad97838da..9cc29e8c69 100644 --- a/doc/tutorial/pipeline/nn_tutorial/README.md +++ b/doc/tutorial/pipeline/nn_tutorial/README.md @@ -83,6 +83,10 @@ Here we offer some advanced examples of using FATE-NN framework. - [Using Frozen Parameters Bert for Sentiment Classification](Bert-example.ipynb) +## Node Classification Using GNN(Homo-NN) + +- [Homo Graph Sage for Node Classification Task](Homo-Graph.ipynb) + ## Training on vertical-split heterogeneous data(Hetero-NN) - [A federated task with guest using image data and host using text data](Hetero-NN-Mix-Task.ipynb) diff --git a/examples/data/cora4fate/guest/adj.csv b/examples/data/cora4fate/guest/adj.csv new file mode 100755 index 0000000000..df43750a4e --- /dev/null +++ b/examples/data/cora4fate/guest/adj.csv @@ -0,0 +1,13265 @@ +,node1,node2,value +0,0,0,0.1666666716337204 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new file mode 100755 index 0000000000..936db986da --- /dev/null +++ b/examples/data/cora4fate/guest/feats.csv @@ -0,0 +1,2709 @@ 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file mode 100755 index 0000000000..936db986da --- /dev/null +++ b/examples/data/cora4fate/host/feats.csv @@ -0,0 +1,2709 @@ 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diff --git a/examples/pipeline/homo_graph/pipeline_homo_graph_sage.py b/examples/pipeline/homo_graph/pipeline_homo_graph_sage.py new file mode 100644 index 0000000000..b827d08ff2 --- /dev/null +++ b/examples/pipeline/homo_graph/pipeline_homo_graph_sage.py @@ -0,0 +1,98 @@ +# +# Copyright 2019 The FATE Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import argparse + +# torch +import torch as t +from torch import nn + +from pipeline import fate_torch_hook +from pipeline.component.nn import TrainerParam +from pipeline.backend.pipeline import PipeLine +from pipeline.component import HomoNN, Evaluation +from pipeline.component.reader import Reader +from pipeline.interface import Data +from pipeline.component.nn import DatasetParam +import os +fate_torch_hook(t) + + +def main(config="../../config.yaml", namespace=""): + fate_project_path = os.getenv("FATE_PROJECT_BASE") + host = 10000 + guest = 9999 + arbiter = 10000 + pipeline = PipeLine().set_initiator(role='guest', party_id=guest).set_roles(guest=guest, host=host, + arbiter=arbiter) + data_0 = {"name": "cora_guest", "namespace": "experiment"} + data_1 = {"name": "cora_host", "namespace": "experiment"} + + data_path_0 = fate_project_path + '/examples/data/cora4fate/guest' + data_path_1 = fate_project_path + '/examples/data/cora4fate/host' + pipeline.bind_table(name=data_0['name'], namespace=data_0['namespace'], path=data_path_0) + pipeline.bind_table(name=data_1['name'], namespace=data_1['namespace'], path=data_path_1) + + reader_0 = Reader(name="reader_0") + reader_0.get_party_instance(role='guest', party_id=guest).component_param(table=data_0) + reader_0.get_party_instance(role='host', party_id=host).component_param(table=data_1) + dataset_param = DatasetParam("graph", + id_col='id', + label_col='y', + feature_dtype='float', + label_dtype='long', + feats_name='feats.csv', + feats_dataset_col='dataset', + feats_dataset_train='train', + feats_dataset_vali='vali', + feats_dataset_test='test', + adj_name='adj.csv', + adj_src_col='node1', + adj_dst_col='node2') + + model = t.nn.Sequential( + t.nn.CustModel(module_name='graphsage', class_name='Sage', in_channels=1433, hidden_channels=64, class_num=7) + ) + loss = nn.NLLLoss() + optimizer = t.optim.Adam(model.parameters(), lr=0.001) + + homo_graph_0 = HomoNN( + name="homo_graph_0", + model=model, + loss=loss, + optimizer=optimizer, + dataset=dataset_param, + trainer=TrainerParam(trainer_name='fedavg_graph_trainer', epochs=10, batch_size=10, + validation_freqs=1, num_neighbors=[11, 11], task_type='multi'), + torch_seed=100 + ) + + pipeline.add_component(reader_0) + pipeline.add_component(homo_graph_0, data=Data(train_data=reader_0.output.data)) + pipeline.add_component(Evaluation(name='eval_0', eval_type='multi'), data=Data(data=homo_graph_0.output.data)) + + pipeline.compile() + pipeline.fit() + + +if __name__ == "__main__": + parser = argparse.ArgumentParser("PIPELINE DEMO") + parser.add_argument("-config", type=str, help="config file") + args = parser.parse_args() + if args.config is not None: + main(args.config) + else: + main() diff --git a/examples/pipeline/upload/pipeline-upload-graph-cora.py b/examples/pipeline/upload/pipeline-upload-graph-cora.py new file mode 100644 index 0000000000..5ba42a9a47 --- /dev/null +++ b/examples/pipeline/upload/pipeline-upload-graph-cora.py @@ -0,0 +1,109 @@ +# +# Copyright 2019 The FATE Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import os +import argparse + +from pipeline.backend.pipeline import PipeLine +from pipeline.utils.tools import load_job_config + + +def main(data_base): + guest = 9999 + + # partition for data storage + partition = 4 + + # table name and namespace, used in FATE job configuration + guest_data = { + "feats": "cora_feats_guest", + "train": "cora_train_guest", + "val": "cora_val_guest", + "test": "cora_test_guest", + "adj": "cora_adj_guest", + "namespace": f"experiment"} + host_data = { + "feats": "cora_feats_host", + "train": "cora_train_host", + "val": "cora_val_host", + "test": "cora_test_host", + "adj": "cora_adj_host", + "namespace": f"experiment"} + + pipeline_upload = PipeLine().set_initiator(role="guest", party_id=guest).set_roles(guest=guest) + # add upload data info + # path to csv file(s) to be uploaded, modify to upload designated data + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_feats_guest.csv"), + table_name=guest_data["feats"], # table name + namespace=guest_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_train_guest.csv"), + table_name=guest_data["train"], # table name + namespace=guest_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_val_guest.csv"), + table_name=guest_data["val"], # table name + namespace=guest_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_test_guest.csv"), + table_name=guest_data["test"], # table name + namespace=guest_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_adj_guest.csv"), + table_name=guest_data["adj"], # table name + namespace=guest_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_feats_host.csv"), + table_name=host_data["feats"], # table name + namespace=host_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_train_host.csv"), + table_name=host_data["train"], # table name + namespace=host_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_val_host.csv"), + table_name=host_data["val"], # table name + namespace=host_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_test_host.csv"), + table_name=host_data["test"], # table name + namespace=host_data["namespace"], # namespace + head=1, partition=partition) # data info + + pipeline_upload.add_upload_data(file=os.path.join(data_base, "cora4fate/cora_adj_host.csv"), + table_name=host_data["adj"], # table name + namespace=host_data["namespace"], # namespace + head=1, partition=partition) # data info + + # upload data + pipeline_upload.upload(drop=1) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser("PIPELINE DEMO") + parser.add_argument("--base", "-b", type=str, required=True, + help="data base, path to directory that contains examples/data") + + args = parser.parse_args() + main(args.base) diff --git a/fate.env b/fate.env index 4e5e395ecc..6db30ff279 100644 --- a/fate.env +++ b/fate.env @@ -1,4 +1,4 @@ -FATE=1.11.0 +FATE=1.11.1 FATEFlow=1.11.0 FATEBoard=1.11.0 EGGROLL=2.4.9 diff --git a/python/fate_client/pyproject.toml b/python/fate_client/pyproject.toml index 149a508753..aa9ebcf113 100644 --- a/python/fate_client/pyproject.toml +++ b/python/fate_client/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "fate_client" -version = "1.11.0" +version = "1.11.1" description = "Clients for FATE, including flow_client and pipeline" authors = ["FederatedAI "] license = "Apache-2.0" diff --git a/python/fate_client/setup.py b/python/fate_client/setup.py index ed1b9d8802..d611eab542 100644 --- a/python/fate_client/setup.py +++ b/python/fate_client/setup.py @@ -48,7 +48,7 @@ setup_kwargs = { "name": "fate-client", - "version": "1.11.0", + "version": "1.11.1", "description": "Clients for FATE, including flow_client and pipeline", "long_description": "FATE Client\n===========\n\nTools for interacting with FATE.\n\nquick start\n-----------\n\n1. (optional) create virtual env\n\n .. code-block:: bash\n\n python -m venv venv\n source venv/bin/activate\n\n\n2. install FATE Client\n\n .. code-block:: bash\n\n pip install fate-client\n\n\nPipeline\n========\n\nA high-level python API that allows user to design, start,\nand query FATE jobs in a sequential manner. For more information,\nplease refer to this `guide <./pipeline/README.rst>`__\n\nInitial Configuration\n---------------------\n\n1. Configure server information\n\n .. code-block:: bash\n\n # configure values in pipeline/config.yaml\n # use real ip address to configure pipeline\n pipeline init --ip 127.0.0.1 --port 9380 --log-directory ./logs\n\n\nFATE Flow Command Line Interface (CLI) v2\n=========================================\n\nA command line interface providing series of commands for user to design, start,\nand query FATE jobs. For more information, please refer to this `guide <./flow_client/README.rst>`__\n\nInitial Configuration\n---------------------\n\n1. Configure server information\n\n .. code-block:: bash\n\n # configure values in conf/service_conf.yaml\n flow init -c /data/projects/fate/conf/service_conf.yaml\n # use real ip address to initialize cli\n flow init --ip 127.0.0.1 --port 9380\n\n", "author": "FederatedAI", diff --git a/python/fate_test/pyproject.toml b/python/fate_test/pyproject.toml index c92a2f7b1e..fc637be05d 100644 --- a/python/fate_test/pyproject.toml +++ b/python/fate_test/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "fate_test" -version = "1.11.0" +version = "1.11.1" description = "test tools for FATE" authors = ["FederatedAI "] license = "Apache-2.0" diff --git a/python/fate_test/setup.py b/python/fate_test/setup.py index a8b258bb84..8a9db7fb2a 100644 --- a/python/fate_test/setup.py +++ b/python/fate_test/setup.py @@ -23,7 +23,7 @@ setup_kwargs = { "name": "fate-test", - "version": "1.11.0", + "version": "1.11.1", "description": "test tools for FATE", "long_description": 'FATE Test\n=========\n\nA collection of useful tools to running FATE\'s test.\n\n.. image:: images/tutorial.gif\n :align: center\n :alt: tutorial\n\nquick start\n-----------\n\n1. (optional) create virtual env\n\n .. code-block:: bash\n\n python -m venv venv\n source venv/bin/activate\n pip install -U pip\n\n\n2. install fate_test\n\n .. code-block:: bash\n\n pip install fate_test\n fate_test --help\n\n\n3. edit default fate_test_config.yaml\n\n .. code-block:: bash\n\n # edit priority config file with system default editor\n # filling some field according to comments\n fate_test config edit\n\n4. configure FATE-Pipeline and FATE-Flow Commandline server setting\n\n.. code-block:: bash\n\n # configure FATE-Pipeline server setting\n pipeline init --port 9380 --ip 127.0.0.1\n # configure FATE-Flow Commandline server setting\n flow init --port 9380 --ip 127.0.0.1\n\n5. run some fate_test suite\n\n .. code-block:: bash\n\n fate_test suite -i \n\n\n6. run some fate_test benchmark\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i \n\n7. useful logs or exception will be saved to logs dir with namespace shown in last step\n\ndevelop install\n---------------\nIt is more convenient to use the editable mode during development: replace step 2 with flowing steps\n\n.. code-block:: bash\n\n pip install -e ${FATE}/python/fate_client && pip install -e ${FATE}/python/fate_test\n\n\n\ncommand types\n-------------\n\n- suite: used for running testsuites, collection of FATE jobs\n\n .. code-block:: bash\n\n fate_test suite -i \n\n\n- benchmark-quality used for comparing modeling quality between FATE and other machine learning systems\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i \n\n\n\nconfiguration by examples\n--------------------------\n\n1. no need ssh tunnel:\n\n - 9999, service: service_a\n - 10000, service: service_b\n\n and both service_a, service_b can be requested directly:\n\n .. code-block:: yaml\n\n work_mode: 1 # 0 for standalone, 1 for cluster\n data_base_dir: \n parties:\n guest: [10000]\n host: [9999, 10000]\n arbiter: [9999]\n services:\n - flow_services:\n - {address: service_a, parties: [9999]}\n - {address: service_b, parties: [10000]}\n\n2. need ssh tunnel:\n\n - 9999, service: service_a\n - 10000, service: service_b\n\n service_a, can be requested directly while service_b don\'t,\n but you can request service_b in other node, say B:\n\n .. code-block:: yaml\n\n work_mode: 0 # 0 for standalone, 1 for cluster\n data_base_dir: \n parties:\n guest: [10000]\n host: [9999, 10000]\n arbiter: [9999]\n services:\n - flow_services:\n - {address: service_a, parties: [9999]}\n - flow_services:\n - {address: service_b, parties: [10000]}\n ssh_tunnel: # optional\n enable: true\n ssh_address: :\n ssh_username: \n ssh_password: # optional\n ssh_priv_key: "~/.ssh/id_rsa"\n\n\nTestsuite\n---------\n\nTestsuite is used for running a collection of jobs in sequence. Data used for jobs could be uploaded before jobs are\nsubmitted, and are cleaned when jobs finished. This tool is useful for FATE\'s release test.\n\ncommand options\n~~~~~~~~~~~~~~~\n\n.. code-block:: bash\n\n fate_test suite --help\n\n1. include:\n\n .. code-block:: bash\n\n fate_test suite -i \n\n will run testsuites in *path1*\n\n2. exclude:\n\n .. code-block:: bash\n\n fate_test suite -i -e -e ...\n\n will run testsuites in *path1* but not in *path2* and *path3*\n\n3. glob:\n\n .. code-block:: bash\n\n fate_test suite -i -g "hetero*"\n\n will run testsuites in sub directory start with *hetero* of *path1*\n\n4. replace:\n\n .. code-block:: bash\n\n fate_test suite -i -r \'{"maxIter": 5}\'\n\n will find all key-value pair with key "maxIter" in `data conf` or `conf` or `dsl` and replace the value with 5\n\n\n5. skip-data:\n\n .. code-block:: bash\n\n fate_test suite -i --skip-data\n\n will run testsuites in *path1* without uploading data specified in *benchmark.json*.\n\n\n6. yes:\n\n .. code-block:: bash\n\n fate_test suite -i --yes\n\n will run testsuites in *path1* directly, skipping double check\n\n7. skip-dsl-jobs:\n\n .. code-block:: bash\n\n fate_test suite -i --skip-dsl-jobs\n\n will run testsuites in *path1* but skip all *tasks* in testsuites. It\'s would be useful when only pipeline tasks needed.\n\n8. skip-pipeline-jobs:\n\n .. code-block:: bash\n\n fate_test suite -i --skip-pipeline-jobs\n\n will run testsuites in *path1* but skip all *pipeline tasks* in testsuites. It\'s would be useful when only dsl tasks needed.\n\n\nBenchmark Quality\n------------------\n\nBenchmark-quality is used for comparing modeling quality between FATE\nand other machine learning systems. Benchmark produces a metrics comparison\nsummary for each benchmark job group.\n\n.. code-block:: bash\n\n fate_test benchmark-quality -i examples/benchmark_quality/hetero_linear_regression\n\n.. code-block:: bash\n\n +-------+--------------------------------------------------------------+\n | Data | Name |\n +-------+--------------------------------------------------------------+\n | train | {\'guest\': \'motor_hetero_guest\', \'host\': \'motor_hetero_host\'} |\n | test | {\'guest\': \'motor_hetero_guest\', \'host\': \'motor_hetero_host\'} |\n +-------+--------------------------------------------------------------+\n +------------------------------------+--------------------+--------------------+-------------------------+---------------------+\n | Model Name | explained_variance | r2_score | root_mean_squared_error | mean_squared_error |\n +------------------------------------+--------------------+--------------------+-------------------------+---------------------+\n | local-linear_regression-regression | 0.9035168452250094 | 0.9035070863155368 | 0.31340413289880553 | 0.09822215051805216 |\n | FATE-linear_regression-regression | 0.903146386539082 | 0.9031411831961411 | 0.3139977881119483 | 0.09859461093919596 |\n +------------------------------------+--------------------+--------------------+-------------------------+---------------------+\n +-------------------------+-----------+\n | Metric | All Match |\n +-------------------------+-----------+\n | explained_variance | True |\n | r2_score | True |\n | root_mean_squared_error | True |\n | mean_squared_error | True |\n +-------------------------+-----------+\n\ncommand options\n~~~~~~~~~~~~~~~\n\nuse the following command to show help message\n\n.. code-block:: bash\n\n fate_test benchmark-quality --help\n\n1. include:\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i \n\n will run benchmark testsuites in *path1*\n\n2. exclude:\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i -e -e ...\n\n will run benchmark testsuites in *path1* but not in *path2* and *path3*\n\n3. glob:\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i -g "hetero*"\n\n will run benchmark testsuites in sub directory start with *hetero* of *path1*\n\n4. tol:\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i -t 1e-3\n\n will run benchmark testsuites in *path1* with absolute tolerance of difference between metrics set to 0.001.\n If absolute difference between metrics is smaller than *tol*, then metrics are considered\n almost equal. Check benchmark testsuite `writing guide <#benchmark-testsuite>`_ on setting alternative tolerance.\n\n5. skip-data:\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i --skip-data\n\n will run benchmark testsuites in *path1* without uploading data specified in *benchmark.json*.\n\n\n6. yes:\n\n .. code-block:: bash\n\n fate_test benchmark-quality -i --yes\n\n will run benchmark testsuites in *path1* directly, skipping double check\n\n\nbenchmark testsuite\n~~~~~~~~~~~~~~~~~~~\n\nConfiguration of jobs should be specified in a benchmark testsuite whose file name ends\nwith "\\*benchmark.json". For benchmark testsuite example,\nplease refer `here <../../examples/benchmark_quality>`_.\n\nA benchmark testsuite includes the following elements:\n\n- data: list of local data to be uploaded before running FATE jobs\n\n - file: path to original data file to be uploaded, should be relative to testsuite or FATE installation path\n - head: whether file includes header\n - partition: number of partition for data storage\n - table_name: table name in storage\n - namespace: table namespace in storage\n - role: which role to upload the data, as specified in fate_test.config;\n naming format is: "{role_type}_{role_index}", index starts at 0\n\n .. code-block:: json\n\n "data": [\n {\n "file": "examples/data/motor_hetero_host.csv",\n "head": 1,\n "partition": 8,\n "table_name": "motor_hetero_host",\n "namespace": "experiment",\n "role": "host_0"\n }\n ]\n\n- job group: each group includes arbitrary number of jobs with paths to corresponding script and configuration\n\n - job: name of job to be run, must be unique within each group list\n\n - script: path to `testing script <#testing-script>`_, should be relative to testsuite\n - conf: path to job configuration file for script, should be relative to testsuite\n\n .. code-block:: json\n\n "local": {\n "script": "./local-linr.py",\n "conf": "./linr_config.yaml"\n }\n\n - compare_setting: additional setting for quality metrics comparison, currently only takes ``relative_tol``\n\n If metrics *a* and *b* satisfy *abs(a-b) <= max(relative_tol \\* max(abs(a), abs(b)), absolute_tol)*\n (from `math module `_),\n they are considered almost equal. In the below example, metrics from "local" and "FATE" jobs are\n considered almost equal if their relative difference is smaller than\n *0.05 \\* max(abs(local_metric), abs(pipeline_metric)*.\n\n .. code-block:: json\n\n "linear_regression-regression": {\n "local": {\n "script": "./local-linr.py",\n "conf": "./linr_config.yaml"\n },\n "FATE": {\n "script": "./fate-linr.py",\n "conf": "./linr_config.yaml"\n },\n "compare_setting": {\n "relative_tol": 0.01\n }\n }\n\n\ntesting script\n~~~~~~~~~~~~~~\n\nAll job scripts need to have ``Main`` function as an entry point for executing jobs; scripts should\nreturn two dictionaries: first with data information key-value pairs: {data_type}: {data_name_dictionary};\nthe second contains {metric_name}: {metric_value} key-value pairs for metric comparison.\n\nBy default, the final data summary shows the output from the job named "FATE"; if no such job exists,\ndata information returned by the first job is shown. For clear presentation, we suggest that user follow\nthis general `guideline <../../examples/data/README.md#data-set-naming-rule>`_ for data set naming. In the case of multi-host\ntask, consider numbering host as such:\n\n::\n\n {\'guest\': \'default_credit_homo_guest\',\n \'host_1\': \'default_credit_homo_host_1\',\n \'host_2\': \'default_credit_homo_host_2\'}\n\nReturned quality metrics of the same key are to be compared.\nNote that only **real-value** metrics can be compared.\n\n- FATE script: ``Main`` always has three inputs:\n\n - config: job configuration, `JobConfig <../fate_client/pipeline/utils/tools.py#L64>`_ object loaded from "fate_test_config.yaml"\n - param: job parameter setting, dictionary loaded from "conf" file specified in benchmark testsuite\n - namespace: namespace suffix, user-given *namespace* or generated timestamp string when using *namespace-mangling*\n\n- non-FATE script: ``Main`` always has one input:\n\n - param: job parameter setting, dictionary loaded from "conf" file specified in benchmark testsuite\n\n\ndata\n----\n\n`Data` sub-command is used for upload or delete dataset in suite\'s.\n\ncommand options\n~~~~~~~~~~~~~~~\n\n.. code-block:: bash\n\n fate_test data --help\n\n1. include:\n\n .. code-block:: bash\n\n fate_test data [upload|delete] -i \n\n will upload/delete dataset in testsuites in *path1*\n\n2. exclude:\n\n .. code-block:: bash\n\n fate_test data [upload|delete] -i -e -e ...\n\n will upload/delete dataset in testsuites in *path1* but not in *path2* and *path3*\n\n3. glob:\n\n .. code-block:: bash\n\n fate_test data [upload|delete] -i -g "hetero*"\n\n will upload/delete dataset in testsuites in sub directory start with *hetero* of *path1*\n\n\nfull command options\n---------------------\n\n.. click:: fate_test.scripts.cli:cli\n :prog: fate_test\n :show-nested:\n', "author": "FederatedAI", diff --git a/python/federatedml/nn/backend/utils/data.py b/python/federatedml/nn/backend/utils/data.py index 789883bda7..5a9ee16ea4 100644 --- a/python/federatedml/nn/backend/utils/data.py +++ b/python/federatedml/nn/backend/utils/data.py @@ -4,6 +4,7 @@ from federatedml.nn.dataset.base import Dataset, get_dataset_class from federatedml.nn.dataset.image import ImageDataset from federatedml.nn.dataset.table import TableDataset +from federatedml.nn.dataset.graph import GraphDataset def try_dataset_class(dataset_class, path, param): @@ -33,7 +34,7 @@ def load_dataset(dataset_name, data_path_or_dtable, param, dataset_cache: dict): # automatically match default dataset LOGGER.info('dataset is not specified, use auto inference') - for ds_class in [TableDataset, ImageDataset]: + for ds_class in [TableDataset, ImageDataset, GraphDataset]: dataset_inst = try_dataset_class( ds_class, data_path_or_dtable, param=param) if dataset_inst is not None: diff --git a/python/federatedml/nn/dataset/graph.py b/python/federatedml/nn/dataset/graph.py new file mode 100644 index 0000000000..7de3a4d9ed --- /dev/null +++ b/python/federatedml/nn/dataset/graph.py @@ -0,0 +1,112 @@ +import numpy as np +import pandas as pd +from federatedml.statistic.data_overview import with_weight +from federatedml.nn.dataset.base import Dataset +from torch_geometric.data import Data +import torch +from federatedml.util import LOGGER + + +class GraphDataset(Dataset): + + """ + A Graph Dataset includes feature table, edge table and input_nodes table. The data come from a given csv path, or transform from FATE DTable + + Parameters + ---------- + id_col, name of the id column in csv, default 'id' + label_col str, name of label column in csv, if None, will automatically take 'y' or 'label' or 'target' as label + feature_dtype dtype of feature, supports int, long, float, double + label_dtype: dtype of label, supports int, long, float, double + feats_name: name of the node feature csv, default 'feats.csv' + feats_dataset_col: name of the dataset column indicating to which dataset the node belongs, default 'dataset' + feats_dataset_train: flag of the train set + feats_dataset_vali: flag of the validation set + feats_dataset_test: flag of the test set + adj_name: name of the adjacent matrix, default 'adj.csv' + adj_src_col: source node in the adjacent matrix, default 'node1' + adj_dst_col: destination node in the adjacent matrix, default 'node2' + """ + + def __init__( + self, + id_col='id', + label_col='y', + feature_dtype='float', + label_dtype='long', + feats_name='feats.csv', + feats_dataset_col='dataset', + feats_dataset_train='train', + feats_dataset_vali='vali', + feats_dataset_test='test', + adj_name='adj.csv', + adj_src_col='node1', + adj_dst_col='node2'): + + super(GraphDataset, self).__init__() + self.key2idx: dict = {} + self.f_dtype = self.check_dtype(feature_dtype) + self.l_dtype = self.check_dtype(label_dtype) + self.data: Data = Data() + self.sample_ids = None + self.input_nodes_train = None + self.input_nodes_vali = None + self.input_nodes_test = None + self.id_col = id_col + self.label_col = label_col + self.feats_name = feats_name + self.feats_dataset_col = feats_dataset_col + self.feats_dataset_train = feats_dataset_train + self.feats_dataset_vali = feats_dataset_vali + self.feats_dataset_test = feats_dataset_test + self.adj_name = adj_name + self.adj_src_col = adj_src_col + self.adj_dst_col = adj_dst_col + + def __len__(self): + return self.data.num_nodes + + @staticmethod + def check_dtype(dtype): + if dtype is not None: + avail = ['long', 'int', 'float', 'double'] + assert dtype in avail, 'available dtype is {}, but got {}'.format( + avail, dtype) + if dtype == 'long': + return torch.int64 + if dtype == 'int': + return torch.int32 + if dtype == 'float': + return torch.float32 + if dtype == 'double': + return torch.float64 + return dtype + + def __process_feats(self, data_path): + LOGGER.info("processing feats") + tmp = pd.read_csv(data_path + "/" + self.feats_name) + self.input_nodes_train = tmp[tmp[self.feats_dataset_col] == self.feats_dataset_train].index.to_list() + self.input_nodes_vali = tmp[tmp[self.feats_dataset_col] == self.feats_dataset_vali].index.to_list() + self.input_nodes_test = tmp[tmp[self.feats_dataset_col] == self.feats_dataset_test].index.to_list() + + self.data.x = torch.tensor(tmp.drop([self.id_col, self.feats_dataset_col, + self.label_col], axis=1).to_numpy(), dtype=self.f_dtype) + self.data.y = torch.tensor(tmp[self.label_col], dtype=self.l_dtype) + + def __process_adj(self, data_path): + LOGGER.info("processing edges") + tmp = pd.read_csv(data_path + "/" + self.adj_name) + self.data.edge_index = torch.tensor(tmp[[self.adj_src_col, self.adj_dst_col]].T.to_numpy(), dtype=torch.long) + if len(tmp.columns) > 2: + self.data.edge_attr = torch.tensor( + tmp.drop([self.adj_src_col, self.adj_dst_col], axis=1).to_numpy(), dtype=torch.float) + + def load(self, data_path): + LOGGER.info("Loading graph data...") + self.__process_feats(data_path) + self.__process_adj(data_path) + # Assign each node its global node index: + self.data.n_id = torch.arange(self.data.num_nodes) + + def get_sample_ids(self): + return self.sample_ids diff --git a/python/federatedml/nn/homo/trainer/fedavg_graph_trainer.py b/python/federatedml/nn/homo/trainer/fedavg_graph_trainer.py new file mode 100644 index 0000000000..1ba4b3b33a --- /dev/null +++ b/python/federatedml/nn/homo/trainer/fedavg_graph_trainer.py @@ -0,0 +1,268 @@ +import torch +import torch as t +import numpy as np +from torch_geometric.loader import NeighborLoader +from federatedml.framework.homo.aggregator.secure_aggregator import SecureAggregatorClient as SecureAggClient +from federatedml.nn.dataset.base import Dataset +from federatedml.nn.homo.trainer.fedavg_trainer import FedAVGTrainer +from federatedml.util import LOGGER + + +class FedAVGGraphTrainer(FedAVGTrainer): + """ + + Parameters + ---------- + epochs: int >0, epochs to train + batch_size: int, -1 means full batch + secure_aggregate: bool, default is True, whether to use secure aggregation. if enabled, will add random number + mask to local models. These random number masks will eventually cancel out to get 0. + weighted_aggregation: bool, whether add weight to each local model when doing aggregation. + if True, According to origin paper, weight of a client is: n_local / n_global, where n_local + is the sample number locally and n_global is the sample number of all clients. + if False, simply averaging these models. + + early_stop: None, 'diff' or 'abs'. if None, disable early stop; if 'diff', use the loss difference between + two epochs as early stop condition, if differences < tol, stop training ; if 'abs', if loss < tol, + stop training + tol: float, tol value for early stop + + aggregate_every_n_epoch: None or int. if None, aggregate model on the end of every epoch, if int, aggregate + every n epochs. + cuda: bool, use cuda or not + pin_memory: bool, for pytorch DataLoader + shuffle: bool, for pytorch DataLoader + data_loader_worker: int, for pytorch DataLoader, number of workers when loading data + validation_freqs: None or int. if int, validate your model and send validate results to fate-board every n epoch. + if is binary classification task, will use metrics 'auc', 'ks', 'gain', 'lift', 'precision' + if is multi classification task, will use metrics 'precision', 'recall', 'accuracy' + if is regression task, will use metrics 'mse', 'mae', 'rmse', 'explained_variance', 'r2_score' + checkpoint_save_freqs: save model every n epoch, if None, will not save checkpoint. + task_type: str, 'auto', 'binary', 'multi', 'regression' + this option decides the return format of this trainer, and the evaluation type when running validation. + if auto, will automatically infer your task type from labels and predict results. + """ + + def __init__(self, epochs=10, batch_size=512, # training parameter + early_stop=None, tol=0.0001, # early stop parameters + secure_aggregate=True, weighted_aggregation=True, aggregate_every_n_epoch=None, # federation + cuda=None, pin_memory=True, shuffle=True, data_loader_worker=0, # GPU & dataloader + validation_freqs=None, # validation configuration + checkpoint_save_freqs=None, # checkpoint configuration + task_type='auto', + num_neighbors=[10, 10], + ): + + super(FedAVGGraphTrainer, self).__init__( + epochs=epochs, batch_size=batch_size, # training parameter + early_stop=early_stop, tol=tol, # early stop parameters + secure_aggregate=secure_aggregate, weighted_aggregation=weighted_aggregation, aggregate_every_n_epoch=aggregate_every_n_epoch, # federation + cuda=cuda, pin_memory=pin_memory, shuffle=shuffle, data_loader_worker=data_loader_worker, # GPU & dataloader + validation_freqs=validation_freqs, # validation configuration + checkpoint_save_freqs=checkpoint_save_freqs, # checkpoint configuration + task_type=task_type, + ) + self.comm_suffix = 'fedavg_graph' + LOGGER.debug("num_neighbors={}".format(num_neighbors)) + self.num_neighbors = num_neighbors + + def train( + self, + train_set: Dataset, + validate_set: Dataset = None, + optimizer: t.optim.Optimizer = None, + loss=None, + extra_dict={}): + + ds = train_set + + if self.cuda: + self.model = self.model.cuda() + + if optimizer is None: + raise ValueError( + 'FedAVGGraphTrainer requires an optimizer, but got None, please specify optimizer in the ' + 'job configuration') + if loss is None: + raise ValueError( + 'FedAVGGraphTrainer requires a loss function, but got None, please specify loss function in the' + ' job configuration') + + if self.batch_size > len(ds.input_nodes_train) or self.batch_size == -1: + self.batch_size = len(ds.input_nodes_train) + dl = NeighborLoader( + data=ds.data, + num_neighbors=self.num_neighbors, + input_nodes=ds.input_nodes_train, + batch_size=self.batch_size, + pin_memory=self.pin_memory, + shuffle=self.shuffle, + num_workers=self.data_loader_worker) + + # compute round to aggregate + cur_agg_round = 0 + if self.aggregate_every_n_epoch is not None: + aggregate_round = self.epochs // self.aggregate_every_n_epoch + else: + aggregate_round = self.epochs + + # initialize fed avg client + if self.fed_mode: + if self.weighted_aggregation: + sample_num = len(ds.input_nodes_train) + else: + sample_num = 1.0 + + client_agg = SecureAggClient( + True, aggregate_weight=sample_num, communicate_match_suffix=self.comm_suffix) + else: + client_agg = None + + # running var + cur_epoch = 0 + loss_history = [] + need_stop = False + evaluation_summary = {} + + LOGGER.debug(self.model) + + # training process + for i in range(self.epochs): + cur_epoch = i + LOGGER.info('epoch is {}'.format(i)) + epoch_loss = 0.0 + batch_idx = 0 + acc_num = 0 + + for _, batch in enumerate(dl): + label = batch.y[:self.batch_size] + optimizer.zero_grad() + pred = self.model(batch.x, batch.edge_index)[:self.batch_size] + batch_loss = loss(pred, label) + batch_loss.backward() + optimizer.step() + batch_loss_np = batch_loss.detach().numpy( + ) if not self.cuda else batch_loss.cpu().detach().numpy() + if acc_num + self.batch_size > len(ds.input_nodes_train): + batch_len = len(ds.input_nodes_train) - acc_num + else: + batch_len = self.batch_size + epoch_loss += batch_loss_np * batch_len + batch_idx += 1 + + if self.fed_mode: + LOGGER.debug( + 'epoch {} batch {} finished'.format( + i, batch_idx)) + + # loss compute + epoch_loss = epoch_loss / len(ds.input_nodes_train) + self.callback_loss(epoch_loss, i) + loss_history.append(float(epoch_loss)) + LOGGER.info('epoch loss is {}'.format(epoch_loss)) + + # federation process, if running local mode, cancel federation + if client_agg is not None: + if not (self.aggregate_every_n_epoch is not None and (i + 1) % self.aggregate_every_n_epoch != 0): + # model averaging + self.model = client_agg.model_aggregation(self.model) + # agg loss and get converge status + converge_status = client_agg.loss_aggregation(epoch_loss) + cur_agg_round += 1 + LOGGER.info( + 'model averaging finished, aggregate round {}/{}'.format( + cur_agg_round, aggregate_round)) + if converge_status: + LOGGER.info('early stop triggered, stop training') + need_stop = True + + # validation process + if self.validation_freq and ((i + 1) % self.validation_freq == 0): + LOGGER.info('running validation') + ids_t, pred_t, label_t = self._predict(ds, 'train') + evaluation_summary = self.evaluation( + ids_t, + pred_t, + label_t, + dataset_type='train', + epoch_idx=i, + task_type=self.task_type) + if ds.input_nodes_vali is not None: + ids_v, pred_v, label_v = self._predict(ds, 'vali') + evaluation_summary = self.evaluation( + ids_v, + pred_v, + label_v, + dataset_type='validate', + epoch_idx=i, + task_type=self.task_type) + + # save check point process + if self.save_freq is not None and ((i + 1) % self.save_freq == 0): + self.checkpoint( + i, self.model, optimizer, converge_status=need_stop, loss_history=loss_history) + LOGGER.info('save checkpoint : epoch {}'.format(i)) + + # if meet stop condition then stop + if need_stop: + break + + # post-process + best_epoch = int(np.array(loss_history).argmin()) + self.save(model=self.model, optimizer=optimizer, epoch_idx=cur_epoch, loss_history=loss_history, + converge_status=need_stop, best_epoch=best_epoch) + self.summary({ + 'best_epoch': best_epoch, + 'loss_history': loss_history, + 'need_stop': need_stop, + 'metrics_summary': evaluation_summary + }) + + def _predict(self, dataset: Dataset, which_ds='train'): + + pred_result = [] + + # switch eval mode + dataset.eval() + self.model.eval() + + if not dataset.has_sample_ids(): + dataset.init_sid_and_getfunc(prefix=dataset.get_type()) + + if which_ds == 'train': + input_nodes = dataset.input_nodes_train + elif which_ds == 'vali': + input_nodes = dataset.input_nodes_vali + elif which_ds == 'test': + input_nodes = dataset.input_nodes_test + else: + raise ValueError("Nnknown dataset to predict!") + + dl = NeighborLoader( + data=dataset.data, + num_neighbors=self.num_neighbors, + input_nodes=input_nodes, + batch_size=self.batch_size, + pin_memory=self.pin_memory, + num_workers=self.data_loader_worker) + + labels = [] + with torch.no_grad(): + + for _, batch in enumerate(dl): + label = batch.y[:self.batch_size] + pred = self.model(batch.x, batch.edge_index)[:self.batch_size] + pred_result.append(pred) + labels.append(label) + + ret_rs = torch.concat(pred_result, axis=0) + ret_label = torch.concat(labels, axis=0) + + # switch back to train mode + dataset.train() + self.model.train() + + LOGGER.debug(dataset.get_sample_ids()) + LOGGER.debug(ret_rs) + LOGGER.debug(ret_label) + return dataset.get_sample_ids(), ret_rs, ret_label diff --git a/python/federatedml/nn/homo/trainer/trainer_base.py b/python/federatedml/nn/homo/trainer/trainer_base.py index 578598e72b..79015f065e 100644 --- a/python/federatedml/nn/homo/trainer/trainer_base.py +++ b/python/federatedml/nn/homo/trainer/trainer_base.py @@ -527,12 +527,12 @@ def get_trainer_class(trainer_module_name: str): trainers = [] for k, v in ds_modules.__dict__.items(): if isinstance(v, type): - if issubclass(v, TrainerBase) and v is not TrainerBase: - trainers.append(v) - if len(trainers) == 0: - raise ValueError('Did not find any class in {}.py that is the subclass of Trainer class'. - format(trainer_module_name)) - else: - return trainers[-1] # return the last defined trainer + if issubclass( + v, TrainerBase) and v is not TrainerBase and "".join( + v.__name__.lower().split("_")) == "".join( + trainer_module_name.lower().split("_")): + return v + raise ValueError('Did not find any class in {}.py that is the subclass of Trainer class'. + format(trainer_module_name)) except ValueError as e: raise e diff --git a/python/federatedml/nn/model_zoo/graphsage.py b/python/federatedml/nn/model_zoo/graphsage.py new file mode 100644 index 0000000000..1e5c38a1ef --- /dev/null +++ b/python/federatedml/nn/model_zoo/graphsage.py @@ -0,0 +1,22 @@ +import torch as t +from torch import nn +from torch.nn import Module +import torch_geometric.nn as pyg + + +class Sage(nn.Module): + def __init__(self, in_channels, hidden_channels, class_num): + super().__init__() + self.model = nn.ModuleList([ + pyg.SAGEConv(in_channels=in_channels, out_channels=hidden_channels, project=True), + pyg.SAGEConv(in_channels=hidden_channels, out_channels=class_num), + nn.LogSoftmax()] + ) + + def forward(self, x, edge_index): + for i, conv in enumerate(self.model): + if isinstance(conv, pyg.SAGEConv): + x = conv(x, edge_index) + else: + x = conv(x) + return x diff --git a/python/federatedml/nn/model_zoo/homographsage.py b/python/federatedml/nn/model_zoo/homographsage.py new file mode 100644 index 0000000000..42ef708069 --- /dev/null +++ b/python/federatedml/nn/model_zoo/homographsage.py @@ -0,0 +1,23 @@ + +import torch as t +from torch import nn +from torch.nn import Module +import torch_geometric.nn as pyg + + +class Sage(nn.Module): + def __init__(self, in_channels, hidden_channels, class_num): + super().__init__() + self.model = nn.ModuleList([ + pyg.SAGEConv(in_channels=in_channels, out_channels=hidden_channels, project=True), + pyg.SAGEConv(in_channels=hidden_channels, out_channels=class_num), + nn.LogSoftmax()] + ) + + def forward(self, x, edge_index): + for i, conv in enumerate(self.model): + if isinstance(conv, pyg.SAGEConv): + x = conv(x, edge_index) + else: + x = conv(x) + return x diff --git a/python/federatedml/secureprotol/diffie_hellman.py b/python/federatedml/secureprotol/diffie_hellman.py index 80c7a2880c..baf8e357f8 100644 --- a/python/federatedml/secureprotol/diffie_hellman.py +++ b/python/federatedml/secureprotol/diffie_hellman.py @@ -27,33 +27,40 @@ def _decode_hex_string(number_str): return mpz("0x{0}".format("".join(number_str.split()))) @staticmethod - def _oakley_group_768_768(): + def _oakley_group_1024_1024(): """ - from RFC 2409, refer to https://tools.ietf.org/html/rfc2409#page-21 + from RFC 2409, refer to https://tools.ietf.org/html/rfc2409#page-22 """ p = DiffieHellman._decode_hex_string(""" FFFFFFFF FFFFFFFF C90FDAA2 2168C234 C4C6628B 80DC1CD1 29024E08 8A67CC74 020BBEA6 3B139B22 514A0879 8E3404DD EF9519B3 CD3A431B 302B0A6D F25F1437 4FE1356D 6D51C245 - E485B576 625E7EC6 F44C42E9 A63A3620 FFFFFFFF FFFFFFFF + E485B576 625E7EC6 F44C42E9 A637ED6B 0BFF5CB6 F406B7ED + EE386BFB 5A899FA5 AE9F2411 7C4B1FE6 49286651 ECE65381 + FFFFFFFF FFFFFFFF """) g = DiffieHellman._decode_hex_string("2") return p, g @staticmethod - def _oakley_group_1024_1024(): + def _oakley_group_2048_2048(): """ - from RFC 2409, refer to https://tools.ietf.org/html/rfc2409#page-22 + from RFC 3526, refer to: https://datatracker.ietf.org/doc/html/rfc3526#section-3 """ p = DiffieHellman._decode_hex_string(""" FFFFFFFF FFFFFFFF C90FDAA2 2168C234 C4C6628B 80DC1CD1 29024E08 8A67CC74 020BBEA6 3B139B22 514A0879 8E3404DD EF9519B3 CD3A431B 302B0A6D F25F1437 4FE1356D 6D51C245 E485B576 625E7EC6 F44C42E9 A637ED6B 0BFF5CB6 F406B7ED - EE386BFB 5A899FA5 AE9F2411 7C4B1FE6 49286651 ECE65381 - FFFFFFFF FFFFFFFF + EE386BFB 5A899FA5 AE9F2411 7C4B1FE6 49286651 ECE45B3D + C2007CB8 A163BF05 98DA4836 1C55D39A 69163FA8 FD24CF5F + 83655D23 DCA3AD96 1C62F356 208552BB 9ED52907 7096966D + 670C354E 4ABC9804 F1746C08 CA18217C 32905E46 2E36CE3B + E39E772C 180E8603 9B2783A2 EC07A28F B5C55DF0 6F4C52C9 + DE2BCBF6 95581718 3995497C EA956AE5 15D22618 98FA0510 """) g = DiffieHellman._decode_hex_string("2") + return p, g @staticmethod @@ -151,12 +158,45 @@ def _additional_group_2048_256(): """) return p, g + @staticmethod + def _oakley_group_key_pair(num_bits=1024): + available = { + 1024: DiffieHellman._oakley_group_1024_1024, + 2048: DiffieHellman._oakley_group_2048_2048 + } + assert num_bits in available, \ + "key pairs with specified size({0} bits) not found, please use one of {1}".format( + num_bits, available.keys() + ) + + return available[num_bits].__call__() + + @staticmethod + def generate_oakley_group_key_pair(num_bits=1024, pair_name=None): + if pair_name is None: + return DiffieHellman._oakley_group_key_pair(num_bits) + + assert pair_name in { + "oakley_group_1024_1024", "oakley_group_2048_2048" + }, "unsupported pair name: {0}".format(pair_name) + + if pair_name == "oakley_group_1024_1024": + return DiffieHellman._oakley_group_1024_1024() + if pair_name == "oakley_group_2048_2048": + return DiffieHellman._oakley_group_2048_2048() + @staticmethod def _key_pair(num_bits=1024): available = { - 768: [DiffieHellman._oakley_group_768_768], - 1024: [DiffieHellman._oakley_group_1024_1024, DiffieHellman._additional_group_1024_160], - 2048: [DiffieHellman._additional_group_2048_224, DiffieHellman._additional_group_2048_256] + 1024: [ + DiffieHellman._oakley_group_1024_1024, + DiffieHellman._additional_group_1024_160 + ], + 2048: [ + DiffieHellman._oakley_group_2048_2048, + DiffieHellman._additional_group_2048_224, + DiffieHellman._additional_group_2048_256 + ] } assert num_bits in available,\ "key pairs with specified size({0} bits) not found, please use one of {1}".format( @@ -175,7 +215,7 @@ def key_pair(num_bits=1024, pair_name=None): We simply use key pairs from RFC 5114 and RFC 2409 @:param pair_name: one of "additional_group_1024_160", "additional_group_2048_224", - "additional_group_2048_256", "oakley_group_768_768", "oakley_group_1024_1024" + "additional_group_2048_256", "oakley_group_1024_1024" use additional_group_1024_160 as default @:param num_bits: specify size of p @:return p, g, where p is a prime number, g is a generator @@ -188,7 +228,7 @@ def key_pair(num_bits=1024, pair_name=None): assert pair_name in { "additional_group_1024_160", "additional_group_2048_224", "additional_group_2048_256", - "oakley_group_768_768", "oakley_group_1024_1024" + "oakley_group_1024_1024", "oakley_group_2048_2048" }, "unsupported pair name: {0}".format(pair_name) if pair_name == "additional_group_1024_160": @@ -197,10 +237,10 @@ def key_pair(num_bits=1024, pair_name=None): return DiffieHellman._additional_group_2048_224() if pair_name == "additional_group_2048_256": return DiffieHellman._additional_group_2048_256() - if pair_name == "oakley_group_768_768": - return DiffieHellman._oakley_group_768_768() if pair_name == "oakley_group_1024_1024": return DiffieHellman._oakley_group_1024_1024() + if pair_name == "oakley_group_2048_2048": + return DiffieHellman._oakley_group_2048_2048() # noinspection PyArgumentList @staticmethod diff --git a/python/federatedml/secureprotol/symmetric_encryption/pohlig_hellman_encryption.py b/python/federatedml/secureprotol/symmetric_encryption/pohlig_hellman_encryption.py index 8ef38306c9..5f2075bbb1 100644 --- a/python/federatedml/secureprotol/symmetric_encryption/pohlig_hellman_encryption.py +++ b/python/federatedml/secureprotol/symmetric_encryption/pohlig_hellman_encryption.py @@ -18,8 +18,9 @@ # import random -from federatedml.secureprotol.gmpy_math import is_prime, invert, gcd, powmod, next_prime +from federatedml.secureprotol.gmpy_math import is_prime, invert, gcd, powmod from federatedml.secureprotol.symmetric_encryption.symmetric_encryption import SymmetricKey, SymmetricCiphertext +from federatedml.secureprotol.diffie_hellman import DiffieHellman from federatedml.util import conversion @@ -51,26 +52,8 @@ def generate_key(key_size=1024): :param key_size: int :return: PohligHellmanCipherKey """ - key_size_half = key_size // 2 - while True: - mod_base_half = PohligHellmanCipherKey.generate_prime(2 ** (key_size_half - 1), 2 ** key_size_half - 1) - mod_base = mod_base_half * 2 + 1 - if is_prime(mod_base): - return PohligHellmanCipherKey(mod_base) - - @staticmethod - def generate_prime(left, right): - """ - Generate a prime over (left, right] - :param left: - :param right: - :return: - """ - while True: - random_integer = random.randint(left, right) - random_prime = next_prime(random_integer) - if random_prime <= right: - return random_prime + mod_base, _ = DiffieHellman.generate_oakley_group_key_pair(num_bits=key_size) + return PohligHellmanCipherKey(mod_base) def init(self): """ diff --git a/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_base.py b/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_base.py index ecf79676a2..2b3e983f9c 100644 --- a/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_base.py +++ b/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_base.py @@ -76,23 +76,9 @@ def _get_mode(reserve_original_key=False, reserve_original_value=False): return 3 return 1 - """ - def _generate_commutative_cipher(self): - self.commutative_cipher = [ - CryptoExecutor(PohligHellmanCipherKey.generate_key(self.key_length)) for _ in self.host_party_id_list - ] - """ - def _generate_commutative_cipher(self): self.commutative_cipher = CryptoExecutor(PohligHellmanCipherKey.generate_key(self.key_length)) - def _sync_commutative_cipher_public_knowledge(self): - """ - guest -> host public knowledge - :return: - """ - pass - def _exchange_id(self, id_cipher, replace_val=True): """ :param id_cipher: Table in the form (id, 0) diff --git a/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_guest.py b/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_guest.py index 78cf47fccc..914e054024 100644 --- a/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_guest.py +++ b/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_guest.py @@ -31,19 +31,6 @@ def __init__(self): self.host_count = None # self.recorded_k_data = None - """def _sync_commutative_cipher_public_knowledge(self): - for i, _ in enumerate(self.host_party_id_list): - self.transfer_variable.commutative_cipher_public_knowledge.remote(self.commutative_cipher[i], - role=consts.HOST, - idx=i) - LOGGER.info(f"sent commutative cipher public knowledge to {i}th host")""" - - def _sync_commutative_cipher_public_knowledge(self): - self.transfer_variable.commutative_cipher_public_knowledge.remote(self.commutative_cipher, - role=consts.HOST, - idx=-1) - LOGGER.info(f"sent commutative cipher public knowledge to all host") - def _exchange_id(self, id_cipher, replace_val=True): """for i, id in enumerate(id_list): if replace_val: @@ -70,23 +57,6 @@ def _sync_doubly_encrypted_id_list(self, id_list=None): LOGGER.info("got doubly encrypted id list from all host") return id_list_guest - """ - def send_intersect_ids(self, encrypt_intersect_ids_list, intersect_ids): - if len(self.host_party_id_list) > 1: - for i, host_party_id in enumerate(self.host_party_id_list): - remote_intersect_id = intersect_ids.map(lambda k, v: (v[i], None)) - self.transfer_variable.intersect_ids.remote(remote_intersect_id, - role=consts.HOST, - idx=i) - LOGGER.info(f"Remote intersect ids to Host {host_party_id}!") - else: - remote_intersect_id = encrypt_intersect_ids_list[0].mapValues(lambda v: None) - self.transfer_variable.intersect_ids.remote(remote_intersect_id, - role=consts.HOST, - idx=0) - LOGGER.info(f"Remote intersect ids to Host!") - """ - def send_intersect_ids(self, intersect_ids): for i, host_party_id in enumerate(self.host_party_id_list): remote_intersect_id = intersect_ids.map(lambda k, v: (v[i], None)) @@ -97,10 +67,9 @@ def send_intersect_ids(self, intersect_ids): def get_intersect_doubly_encrypted_id(self, data_instances, keep_key=True): self._generate_commutative_cipher() - self._sync_commutative_cipher_public_knowledge() + self.commutative_cipher.init() self.host_count = len(self.host_party_id_list) - self.commutative_cipher.init() LOGGER.info("commutative cipher key generated") # 1st ID encrypt: # (Eg, -1) @@ -163,7 +132,6 @@ def load_intersect_key(self, cache_meta): def generate_cache(self, data_instances): self._generate_commutative_cipher() - self._sync_commutative_cipher_public_knowledge() self.commutative_cipher.init() LOGGER.info("commutative cipher key generated") diff --git a/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_host.py b/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_host.py index dcbfdc253e..29bc0cc0e0 100644 --- a/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_host.py +++ b/python/federatedml/statistic/intersect/dh_intersect/dh_intersect_host.py @@ -28,11 +28,6 @@ def __init__(self): self.role = consts.HOST self.id_list_local_first = None - def _sync_commutative_cipher_public_knowledge(self): - self.commutative_cipher = self.transfer_variable.commutative_cipher_public_knowledge.get(idx=0) - - LOGGER.info(f"got commutative cipher public knowledge from guest") - def _exchange_id(self, id_cipher, replace_val=True): if replace_val: id_cipher = id_cipher.mapValues(lambda v: None) @@ -61,7 +56,7 @@ def get_intersect_ids(self): return intersect_ids def get_intersect_doubly_encrypted_id(self, data_instances, keep_key=True): - self._sync_commutative_cipher_public_knowledge() + self._generate_commutative_cipher() self.commutative_cipher.init() # 1st ID encrypt: (Eh, (h, Instance)) @@ -116,7 +111,7 @@ def load_intersect_key(self, cache_meta): self.commutative_cipher = CryptoExecutor(ph_key) def generate_cache(self, data_instances): - self._sync_commutative_cipher_public_knowledge() + self._generate_commutative_cipher() self.commutative_cipher.init() cache_id = str(uuid.uuid4()) diff --git a/python/federatedml/transfer_variable/transfer_class/dh_intersect_transfer_variable.py b/python/federatedml/transfer_variable/transfer_class/dh_intersect_transfer_variable.py index 5c6434ba2f..45050aeb57 100644 --- a/python/federatedml/transfer_variable/transfer_class/dh_intersect_transfer_variable.py +++ b/python/federatedml/transfer_variable/transfer_class/dh_intersect_transfer_variable.py @@ -30,8 +30,6 @@ class DhIntersectTransferVariable(BaseTransferVariables): def __init__(self, flowid=0): super().__init__(flowid) - self.commutative_cipher_public_knowledge = self._create_variable( - name='commutative_cipher_public_knowledge', src=['guest'], dst=['host']) self.id_ciphertext_list_exchange_g2h = self._create_variable( name='id_ciphertext_list_exchange_g2h', src=['guest'], dst=['host']) self.id_ciphertext_list_exchange_h2g = self._create_variable( diff --git a/python/federatedml/util/component_properties.py b/python/federatedml/util/component_properties.py index 83b8998715..510e7c3413 100644 --- a/python/federatedml/util/component_properties.py +++ b/python/federatedml/util/component_properties.py @@ -198,12 +198,17 @@ def extract_input_data(self, datasets, model): data = {} LOGGER.debug(f"Input data_sets: {datasets}") - for cpn_name, data_dict in datasets.items(): for data_type in ["train_data", "eval_data", "validate_data", "test_data"]: if data_type in data_dict: d_table = data_dict.get(data_type) - model_data[data_type] = model.obtain_data(d_table) + if data_type in model_data: + if isinstance(model_data[data_type], list): + model_data[data_type].append(model.obtain_data(d_table)) + else: + model_data[data_type] = [model_data[data_type], model.obtain_data(d_table)] + else: + model_data[data_type] = model.obtain_data(d_table) del data_dict[data_type] if len(data_dict) > 0: @@ -302,7 +307,11 @@ def extract_running_rules(self, datasets, models, cpn): running_funcs = RunningFuncs() schema = None for d in [train_data, validate_data, test_data]: - if d is not None: + if isinstance(d, list): + if d[0] is not None: + schema = d[0].schema + break + elif d is not None: schema = d.schema break diff --git a/python/requirements-graph-nn.txt b/python/requirements-graph-nn.txt new file mode 100644 index 0000000000..529f58f0e8 --- /dev/null +++ b/python/requirements-graph-nn.txt @@ -0,0 +1,8 @@ +--find-links https://data.pyg.org/whl/torch-1.13.0+cpu.html + +pyg-lib==0.1.0+pt113cpu +torch-scatter==2.1.0+pt113cpu +torch-sparse==0.6.16+pt113cpu +torch-cluster==1.6.0+pt113cpu +torch-spline-conv==1.2.1+pt113cpu +torch-geometric==2.2.0 \ No newline at end of file