www.flow.packs.test-small.dl_junit_drf_infinities.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/junit/drf_infinities.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/junit/drf_infinities.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/junit/drf_infinities.csv\"]\n destination_frame: \"drf_infinities.hex\"\n parse_type: \"CSV\"\n separator: 1\n number_columns: 4\n single_quotes: false\n column_names: [\"FirstName\",\"MiddleInitials\",\"LastName\",\"DateofBirth\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"drf_infinities.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"drf_infinities.hex\""
},
{
"type": "cs",
"input": "splitFrame \"drf_infinities.hex\", [0.25], [\"drf_infinities_test.hex_0.250\",\"drf_infinities_train.hex_0.750\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-911b821c-a533-4833-9f1e-2f56aa19b5bb\",\"training_frame\":\"drf_infinities_train.hex_0.750\",\"validation_frame\":\"drf_infinities_test.hex_0.250\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"DateofBirth\",\"activation\":\"Rectifier\",\"hidden\":[188,191],\"epochs\":\"0.0001\",\"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\":\"1234\",\"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\":true,\"export_weights_and_biases\":true}"
},
{
"type": "cs",
"input": "getModel \"deeplearning-911b821c-a533-4833-9f1e-2f56aa19b5bb\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-911b821c-a533-4833-9f1e-2f56aa19b5bb\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-911b821c-a533-4833-9f1e-2f56aa19b5bb\", frame: \"drf_infinities_test.hex_0.250\", predictions_frame: \"prediction-6af35604-3d7a-4369-87e7-63f418e852ed\""
}
]
}