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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/junit/arff/iris.arff\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/junit/arff/iris.arff\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/junit/arff/iris.arff\"]\n destination_frame: \"iris.hex\"\n parse_type: \"ARFF\"\n separator: 44\n number_columns: 5\n single_quotes: false\n column_names: [\"sepal_len\",\"sepal_wid\",\"petal_len\",\"petal_wid\",\"class\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: -1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"iris.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"iris.hex\""
},
{
"type": "cs",
"input": "splitFrame \"iris.hex\", [0.25], [\"iris_test\",\"iris_train\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-daef5491-eaf8-4363-bc6d-e0c6f4c7c694\",\"training_frame\":\"iris_train\",\"validation_frame\":\"iris_test\",\"ignore_const_cols\":true,\"response_column\":\"class\",\"activation\":\"Tanh\",\"hidden\":[50,50],\"epochs\":\"0.1\",\"variable_importances\":false,\"balance_classes\":false,\"max_confusion_matrix_size\":20,\"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\":3371331688216088000,\"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-daef5491-eaf8-4363-bc6d-e0c6f4c7c694\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-daef5491-eaf8-4363-bc6d-e0c6f4c7c694\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-daef5491-eaf8-4363-bc6d-e0c6f4c7c694\", frame: \"iris_test\", predictions_frame: \"prediction-a061e27e-f491-4056-a1b1-6e8a9e24bbfb\""
}
]
}