www.flow.packs.test-small.gbm_iris_iris_wheader-nonspd.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/iris/iris_wheader.nonspd.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/iris/iris_wheader.nonspd.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/iris/iris_wheader.nonspd.csv\"]\n destination_frame: \"iris_wheader_nonspd.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 9\n single_quotes: false\n column_names: [\"sepal_len\",\"sepal_wid\",\"petal_len\",\"petal_wid\",\"class\",\"a\",\"b\",\"c\",\"class_REC\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"iris_wheader_nonspd.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"iris_wheader_nonspd.hex\""
},
{
"type": "cs",
"input": "splitFrame \"iris_wheader_nonspd.hex\", [0.25], [\"iris_wheader_nonspd_test\",\"iris_wheader_nonspd_train\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"gbm\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-add37de7-b0af-4d53-8121-9a9a3a631474\",\"training_frame\":\"iris_wheader_nonspd_train\",\"validation_frame\":\"iris_wheader_nonspd_test\",\"ignore_const_cols\":true,\"response_column\":\"sepal_len\",\"ntrees\":\"20\",\"max_depth\":5,\"min_rows\":\"25\",\"nbins\":20,\"nbins_cats\":1024,\"seed\":-2573758867829943000,\"learn_rate\":\"0.3\",\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
},
{
"type": "cs",
"input": "getModel \"gbm-add37de7-b0af-4d53-8121-9a9a3a631474\""
},
{
"type": "cs",
"input": "predict model: \"gbm-add37de7-b0af-4d53-8121-9a9a3a631474\""
},
{
"type": "cs",
"input": "predict model: \"gbm-add37de7-b0af-4d53-8121-9a9a3a631474\", frame: \"iris_wheader_nonspd_test\", predictions_frame: \"prediction-9047b574-7e6a-4c21-a2f4-a8013507b883\""
}
]
}