FateWithShellmiaoComment/Fate/examples/dsl/v2/homo_secureboost

Homo SecureBoost Configuration Usage Guide.

Example Tasks.

1. Binary-Class:

   example-data:

   (1) guest: breast_homo_guest.csv (2) host: breast_homo_host.csv (3) test: breast_homo_test.csv

   dsl: test_secureboost_train_dsl.json

   runtime_config: test_secureboost_train_binary_conf.json

2. Multi-Class:

   example-data:

   (1) guest: vehicle_scale_homo_guest.csv (2) host: vehicle_scale_homo_host.csv (3) test: vehicle_scale_homo_test.csv

   dsl: test_secureboost_train_dsl.json

   runtime_config: test_secureboost_train_multi_conf.json

3. Regression:

   example-data:

   (1) guest: student_homo_guest.csv (2) host: student_homo_host.csv (3) test: student_homo_test.csv

   dsl: test_secureboost_train_dsl.json

   runtime_config: test_secureboost_train_regression_conf.json

4. Multi-Host Binary-Class:

   example-data:

   (1) guest: default_credit_homo_guest.csv (2) host1: default_credit_homo_host_1.csv (3) host2: default_credit_homo_host_2.csv (4) test: default_credit_homo_test.csv

   dsl: test_secureboost_train_dsl.json

   runtime_config: test_secureboost_train_binary_multi_host_conf.json

5. Binary-Class With Missing Value:

   example-data: (1) guest: ionosphere_scale_hetero_guest.csv (2) host: ionosphere_scale_hetero_guest.csv

   dsl: test_secureboost_train_dsl.json

   runtime_config: test_secureboost_train_binary_with_missing_value_conf.json

6. Predict:

   (1) test: breast_homo_test.csv

   dsl: test_predict_dsl.json

   runtime_config: test_predict_conf.json

Cross Validation Class

1. Binary-Class:

   example-data: (1) guest: breast_homo_guest.csv (2) host: breast_homo_host.csv

   dsl: test_secureboost_cross_validation_dsl.json

   runtime_config: test_secureboost_cross_validation_binary_conf.json

2. Multi-Class:

   example-data: (1) guest: vehicle_scale_homo_guest.csv

             (2) host: vehicle_scale_homo_host.csv  
   

   dsl: test_secureboost_cross_validation_dsl.json

   runtime_config: test_secureboost_cross_validation_multi_conf.json

3. Regression:

   example-data: (1) guest: student_homo_guest.csv

             (2) host: student_homo_host.csv 
   

   dsl: test_secureboost_cross_validation_dsl.json

   runtime_config: test_secureboost_cross_validation_regression_conf.json

Users can use following commands to run a task.

flow job submit -c ${runtime_config} -d ${dsl}

Moreover, after successfully running the training task, you can use it to predict too.