FateWithShellmiaoComment/Fate/examples/dsl/v2/hetero_feature_binning

Hetero Feature Binning Configuration Usage Guide.

This section introduces the dsl and conf for usage of different type of task.

Fit Task.

"large_bin"
    "conf": "hetero_binning_large_bin_conf.json",
    "dsl": "hetero_binning_large_bin_dsl.json"

"optimal_gini"
    "conf": "hetero_binning_optim_gini_conf.json",
    "dsl": "hetero_binning_optim_gini_dsl.json"

"optimal_sparse_gini"
    "conf": "hetero_binning_sparse_optimal_gini_conf.json",
    "dsl": "hetero_binning_sparse_optimal_gini_dsl.json"

"optimal_iv"
    "conf": "hetero_binning_optim_iv_conf.json",
    "dsl": "hetero_binning_optim_iv_dsl.json"

"optimal_sparse_iv"
    "conf": "hetero_binning_sparse_optimal_iv_conf.json",
    "dsl": "hetero_binning_sparse_optimal_iv_dsl.json"

"optimal_ks"
    "conf": "hetero_binning_optim_ks_conf.json",
    "dsl": "hetero_binning_optim_ks_dsl.json"

"optimal_sparse_ks"
    "conf": "hetero_binning_sparse_optimal_ks_conf.json",
    "dsl": "hetero_binning_sparse_optimal_ks_dsl.json"

"quantile_binning"
    "conf": "hetero_binning_quantile_binning_conf.json",
    "dsl": "hetero_binning_quantile_binning_dsl.json"

"bucket_binning"
    "conf": "hetero_binning_bucket_binning_conf.json",
    "dsl": "hetero_binning_bucket_binning_dsl.json"

"bucket_binning_missing_value"
    "conf": "hetero_binning_bucket_binning_missing_value_conf.json",
    "dsl": "hetero_binning_bucket_binning_missing_value_dsl.json"

"sparse_bucket_binning"
    "conf": "hetero_binning_sparse_bucket_binning_conf.json",
    "dsl": "hetero_binning_sparse_bucket_binning_dsl.json"

"hetero_binning_sparse_quantile_binning"
     "conf": "hetero_binning_sparse_quantile_binning_conf.json",
     "dsl": "hetero_binning_sparse_quantile_binning_dsl.json"

"woe_binning"
    "conf": "hetero_binning_woe_binning_conf.json",
    "dsl": "hetero_binning_woe_binning_dsl.json"

"category"
    "conf": "hetero_binning_category_binning_conf.json",
    "dsl": "hetero_binning_category_binning_dsl.json"

"optimal_sparse_chi_square"
    "conf": "hetero_binning_sparse_optimal_chi_square_conf.json",
    "dsl": "hetero_binning_sparse_optimal_chi_square_dsl.json"

"optimal_chi_square"
    "conf": "hetero_binning_optim_chi_square_conf.json",
    "dsl": "hetero_binning_optim_chi_square_dsl.json"

"multi_host"
    "conf": "hetero_binning_multi_host_conf.json",
    "dsl": "hetero_binning_multi_host_dsl.json"

"hetero_binning_multi_host_bucket"
    "conf": "hetero_binning_multi_host_bucket_conf.json",
    "dsl": "hetero_binning_multi_host_dsl.json"

"multi_host_optimal"
    "conf": "hetero_binning_multi_host_optimal_conf.json",
    "dsl": "hetero_binning_multi_host_optimal_dsl.json"

"multi_host_sparse_optimal"
    "conf": "hetero_binning_multi_host_sparse_optimal_conf.json",
    "dsl": "hetero_binning_multi_host_sparse_optimal_dsl.json"

"asymmetric"
    "conf": "hetero_binning_asymmetric_conf.json",
    "dsl": "hetero_binning_asymmetric_dsl.json"

"skip_statistic"
    "conf": "hetero_binning_skip_statistic_conf.json",
    "dsl": "hetero_binning_skip_statistic_dsl.json"

"hetero_binning_manual_split_points"
    "conf": "hetero_binning_manual_split_points_conf.json",
    "dsl": "hetero_binning_manual_split_points_dsl.json"

Users can use following commands to running the task.

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

Moreover, after successfully running the fitting task, you can use it to transform too.