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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/glm_test/adult.gz\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/glm_test/adult.gz\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/glm_test/adult.gz\"]\n destination_frame: \"adult.hex\"\n parse_type: \"CSV\"\n separator: 32\n number_columns: 15\n single_quotes: false\n column_types: [\"Numeric\",\"Enum\",\"Numeric\",\"Enum\",\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\"]\n delete_on_done: true\n check_header: -1\n chunk_size: 262144"
},
{
"type": "cs",
"input": "getFrameSummary \"adult.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"adult.hex\""
},
{
"type": "cs",
"input": "splitFrame \"adult.hex\", [0.25], [\"frame_0.250\",\"frame_0.750\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-b2f4b08f-7cdc-432b-92ae-d94b77422323\",\"training_frame\":\"frame_0.750\",\"validation_frame\":\"frame_0.250\",\"ignore_const_cols\":true,\"response_column\":\"C15\",\"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\":3323267298105381000,\"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-b2f4b08f-7cdc-432b-92ae-d94b77422323\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-b2f4b08f-7cdc-432b-92ae-d94b77422323\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-b2f4b08f-7cdc-432b-92ae-d94b77422323\", frame: \"frame_0.750\", predictions_frame: \"prediction-4b8b55af-39c5-47f3-9594-5d737c37a28a\""
}
]
}