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www.flow.packs.test-small.gbm_mllib_bench-bigcross_centers_20.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/mllib_bench/bigcross_centers_20.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/mllib_bench/bigcross_centers_20.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/mllib_bench/bigcross_centers_20.csv\"]\n destination_frame: \"bigcross_centers_20.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 57\n single_quotes: false\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"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": "getFrameSummary \"bigcross_centers_20.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"bigcross_centers_20.hex\""
},
{
"type": "cs",
"input": "splitFrame \"bigcross_centers_20.hex\", [0.2], [\"bigcross_centers_20_test.hex_0.20\",\"bigcross_centers_20_train.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"gbm\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-f5f2f11f-4a1f-4761-9f01-bb6bea54dac3\",\"training_frame\":\"bigcross_centers_20_train.hex_0.80\",\"validation_frame\":\"bigcross_centers_20_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"C57\",\"ntrees\":50,\"max_depth\":5,\"min_rows\":\"9\",\"nbins\":20,\"nbins_cats\":1024,\"seed\":7790480983695173000,\"learn_rate\":0.1,\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
},
{
"type": "cs",
"input": "getModel \"gbm-f5f2f11f-4a1f-4761-9f01-bb6bea54dac3\""
},
{
"type": "cs",
"input": "predict model: \"gbm-f5f2f11f-4a1f-4761-9f01-bb6bea54dac3\""
},
{
"type": "cs",
"input": "predict model: \"gbm-f5f2f11f-4a1f-4761-9f01-bb6bea54dac3\", frame: \"bigcross_centers_20_test.hex_0.20\", predictions_frame: \"prediction-270601f4-e021-4ca9-98d9-0acefe166f2d\""
}
]
}
