www.flow.packs.test-small.glm_junit_cars_20mpg.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/junit/cars_20mpg.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/junit/cars_20mpg.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/junit/cars_20mpg.csv\"]\n destination_frame: \"cars_20mpg1.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 9\n single_quotes: false\n column_names: [\"name\",\"economy\",\"cylinders\",\"displacement\",\"power\",\"weight\",\"acceleration\",\"year\",\"economy_20mpg\"]\n column_types: [\"Enum\",\"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 \"cars_20mpg1.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"cars_20mpg1.hex\""
},
{
"type": "cs",
"input": "splitFrame \"cars_20mpg1.hex\", [0.2], [\"cars_20mpg_test.hex_0.20\",\"cars_20mpg_train.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"glm\""
},
{
"type": "cs",
"input": "buildModel 'glm', {\"model_id\":\"glm-0e8115a2-441e-4855-9466-fd4d483d6772\",\"training_frame\":\"cars_20mpg_train.hex_0.80\",\"validation_frame\":\"cars_20mpg_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"economy_20mpg\",\"family\":\"gaussian\",\"solver\":\"IRLSM\",\"alpha\":[],\"lambda\":[],\"lambda_search\":false,\"standardize\":true,\"non_negative\":false,\"score_each_iteration\":false,\"max_iterations\":-1,\"link\":\"family_default\",\"intercept\":true,\"objective_epsilon\":0.00001,\"beta_epsilon\":0.0001,\"gradient_epsilon\":0.0001,\"prior\":-1,\"max_active_predictors\":-1}"
},
{
"type": "cs",
"input": "getModel \"glm-0e8115a2-441e-4855-9466-fd4d483d6772\""
},
{
"type": "cs",
"input": "predict model: \"glm-0e8115a2-441e-4855-9466-fd4d483d6772\""
},
{
"type": "cs",
"input": "predict model: \"glm-0e8115a2-441e-4855-9466-fd4d483d6772\", frame: \"cars_20mpg_test.hex_0.20\", predictions_frame: \"prediction-4707e3f7-fcc6-4fcc-acec-82d4f56da974\""
}
]
}