www.flow.packs.test-small.automl_prostate.flow Maven / Gradle / Ivy
The newest version!
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/logreg/prostate.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/logreg/prostate.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/logreg/prostate.csv\"]\n destination_frame: \"prostate.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 9\n single_quotes: false\n column_names: [\"ID\",\"CAPSULE\",\"AGE\",\"RACE\",\"DPROS\",\"DCAPS\",\"PSA\",\"VOL\",\"GLEASON\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "runAutoML"
},
{
"type": "cs",
"input": "runAutoML {\"input_spec\":{\"training_frame\":\"prostate.hex\",\"response_column\":\"CAPSULE\",\"ignored_columns\":[\"ID\"],\"sort_metric\":\"AUTO\"},\"build_control\":{\"project_name\":\"automl_prostate\",\"nfolds\":5,\"balance_classes\":false,\"stopping_criteria\":{\"seed\":-1,\"max_models\":3,\"max_runtime_secs\":3600,\"max_runtime_secs_per_model\":0,\"stopping_rounds\":3,\"stopping_metric\":\"AUTO\",\"stopping_tolerance\":-1},\"keep_cross_validation_predictions\":true,\"keep_cross_validation_models\":true,\"keep_cross_validation_fold_assignment\":false},\"build_models\":{\"exclude_algos\":[],\"monotone_constraints\":[]}}, 'exec'"
},
{
"type": "cs",
"input": "getLeaderboard \"automl_prostate@@CAPSULE\""
}
]
}