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www.flow.packs.test-small.dl_demos_bank-additional-full.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/demos/bank-additional-full.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/demos/bank-additional-full.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/demos/bank-additional-full.csv\"]\n destination_frame: \"bank_additional_full1.hex\"\n parse_type: \"CSV\"\n separator: 59\n number_columns: 21\n single_quotes: false\n column_names: [\"age\",\"job\",\"marital\",\"education\",\"default\",\"housing\",\"loan\",\"contact\",\"month\",\"day_of_week\",\"duration\",\"campaign\",\"pdays\",\"previous\",\"poutcome\",\"emp.var.rate\",\"cons.price.idx\",\"cons.conf.idx\",\"euribor3m\",\"nr.employed\",\"y\"]\n column_types: [\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 262144"
},
{
"type": "cs",
"input": "getFrameSummary \"bank_additional_full1.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"bank_additional_full1.hex\", 123456"
},
{
"type": "cs",
"input": "splitFrame \"bank_additional_full1.hex\", [0.25], [\"bank_additional_full1_test.hex_0.250\",\"bank_additional_full1_train.hex_0.750\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-cb41274d-3aac-4674-a30a-25051d5fc455\",\"training_frame\":\"bank_additional_full1_train.hex_0.750\",\"validation_frame\":\"bank_additional_full1_test.hex_0.250\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"y\",\"activation\":\"Tanh\",\"hidden\":[10,10],\"epochs\":\"12\",\"variable_importances\":true,\"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\":-8053790065823608000,\"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-cb41274d-3aac-4674-a30a-25051d5fc455\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-cb41274d-3aac-4674-a30a-25051d5fc455\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-cb41274d-3aac-4674-a30a-25051d5fc455\", frame: \"bank_additional_full1_test.hex_0.250\", predictions_frame: \"prediction-84f89a46-33a7-492a-bdc8-8d65c91e2426\""
}
]
}
