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www.flow.packs.test-small.dl_glm_test_auto.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/glm_test/auto.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/glm_test/auto.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/glm_test/auto.csv\"]\n destination_frame: \"auto.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 57\n single_quotes: false\n column_names: [\"y\",\"x.CAR_TYPE_2\",\"x.CAR_TYPE_3\",\"x.CAR_TYPE_4\",\"x.CAR_TYPE_5\",\"x.CAR_TYPE_6\",\"x.JOBCLASS_3\",\"x.JOBCLASS_4\",\"x.JOBCLASS_5\",\"x.JOBCLASS_6\",\"x.JOBCLASS_7\",\"x.JOBCLASS_8\",\"x.JOBCLASS_9\",\"x.MAX_EDUC_2\",\"x.MAX_EDUC_3\",\"x.MAX_EDUC_4\",\"x.MAX_EDUC_5\",\"x.KIDSDRIV\",\"x.KIDSDRIV2\",\"x.KIDSDRIV3\",\"x.TRAVTIME\",\"x.TRAVTIME2\",\"x.TRAVTIME3\",\"x.BLUEBOOK\",\"x.BLUEBOOK2\",\"x.BLUEBOOK3\",\"x.NPOLICY\",\"x.NPOLICY2\",\"x.NPOLICY3\",\"x.MVR_PTS\",\"x.MVR_PTS2\",\"x.MVR_PTS3\",\"x.AGE\",\"x.AGE2\",\"x.AGE3\",\"x.HOMEKIDS\",\"x.HOMEKIDS2\",\"x.HOMEKIDS3\",\"x.YOJ\",\"x.YOJ2\",\"x.YOJ3\",\"x.INCOME\",\"x.INCOME2\",\"x.INCOME3\",\"x.HOME_VAL\",\"x.HOME_VAL2\",\"x.HOME_VAL3\",\"x.SAMEHOME\",\"x.SAMEHOME2\",\"x.SAMEHOME3\",\"x.CAR_USE\",\"x.RED_CAR\",\"x.REVOLKED\",\"x.GENDER\",\"x.MARRIED\",\"x.PARENT1\",\"x.AREA\"]\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\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 65536"
},
{
"type": "cs",
"input": "getFrameSummary \"auto.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"auto.hex\""
},
{
"type": "cs",
"input": "splitFrame \"auto.hex\", [0.25], [\"auto_test\",\"auto_train\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-9aac7e18-4306-4fb3-ae13-ccfee02150b4\",\"training_frame\":\"auto_train\",\"validation_frame\":\"auto_test\",\"ignore_const_cols\":true,\"response_column\":\"x.AREA\",\"activation\":\"Tanh\",\"hidden\":[50,50],\"epochs\":\"0.1\",\"variable_importances\":false,\"balance_classes\":false,\"checkpoint\":\"\",\"use_all_factor_levels\":true,\"train_samples_per_iteration\":-2,\"adaptive_rate\":true,\"input_dropout_ratio\":0,\"l1\":0,\"l2\":0,\"loss\":\"Automatic\",\"score_interval\":5,\"score_training_samples\":10000,\"score_validation_samples\":0,\"score_duty_cycle\":0.1,\"autoencoder\":false,\"overwrite_with_best_model\":true,\"target_ratio_comm_to_comp\":0.02,\"seed\":4435513344818140700,\"rho\":0.99,\"epsilon\":1e-8,\"max_w2\":\"Infinity\",\"initial_weight_distribution\":\"UniformAdaptive\",\"classification_stop\":0,\"score_validation_sampling\":\"Uniform\",\"diagnostics\":true,\"fast_mode\":true,\"force_load_balance\":true,\"single_node_mode\":false,\"shuffle_training_data\":false,\"missing_values_handling\":\"MeanImputation\",\"quiet_mode\":false,\"sparse\":false,\"col_major\":false,\"average_activation\":0,\"sparsity_beta\":0,\"max_categorical_features\":2147483647,\"reproducible\":false,\"export_weights_and_biases\":false}"
},
{
"type": "cs",
"input": "getModel \"deeplearning-9aac7e18-4306-4fb3-ae13-ccfee02150b4\""
}
]
}
