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www.flow.packs.test-medium.BigCross.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": ""
},
{
"type": "cs",
"input": "assist"
},
{
"type": "cs",
"input": "importFiles"
},
{
"type": "cs",
"input": "importFiles [ \"../bigdata/server/BigCross.data\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../bigdata/server/BigCross.data\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../bigdata/server/BigCross.data\"]\n destination_frame: \"BigCross1.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 57\n single_quotes: false\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\",\"Numeric\"]\n delete_on_done: true\n check_header: -1\n chunk_size: 2097152"
},
{
"type": "cs",
"input": "getFrame \"BigCross1.hex\""
},
{
"type": "cs",
"input": "assist buildModel, null, training_frame: \"BigCross1.hex\""
},
{
"type": "cs",
"input": "buildModel 'glm', {\"model_id\":\"glm-62983aab-d0ea-4fdb-af4a-3a254f47bd98\",\"training_frame\":\"BigCross1.hex\",\"response_column\":\"C1\",\"solver\":\"L_BFGS\",\"max_iterations\":-1,\"beta_epsilon\":0,\"standardize\":true,\"family\":\"gaussian\",\"balance_classes\":true,\"link\":\"family_default\",\"alpha\":[0.5],\"lambda\":[],\"lambda_search\":false,\"class_sampling_factors\":[],\"max_after_balance_size\":5,\"prior\":-1,\"nlambdas\":-1,\"lambda_min_ratio\":-1}"
},
{
"type": "cs",
"input": "getModel \"glm-62983aab-d0ea-4fdb-af4a-3a254f47bd98\""
},
{
"type": "cs",
"input": "predict model: \"glm-62983aab-d0ea-4fdb-af4a-3a254f47bd98\""
},
{
"type": "cs",
"input": "predict model: \"glm-62983aab-d0ea-4fdb-af4a-3a254f47bd98\", frame: \"BigCross1.hex\", predictions_frame: \"prediction-8cfac6f5-a39b-494d-932c-b717ef0a541c\""
},
{
"type": "cs",
"input": "inspect getPrediction model: \"glm-62983aab-d0ea-4fdb-af4a-3a254f47bd98\", frame: \"BigCross1.hex\""
},
{
"type": "cs",
"input": "grid inspect \"Prediction\", getPrediction model: \"glm-62983aab-d0ea-4fdb-af4a-3a254f47bd98\", frame: \"BigCross1.hex\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-e8bd2429-eb09-4e41-a25d-6a18a5d90c66\",\"training_frame\":\"BigCross1.hex\",\"response_column\":\"C1\",\"ntrees\":50,\"max_depth\":5,\"min_rows\":10,\"nbins\":20,\"learn_rate\":0.1,\"distribution\":\"AUTO\",\"balance_classes\":false,\"class_sampling_factors\":[],\"max_after_balance_size\":5,\"seed\":0}"
},
{
"type": "cs",
"input": "getModel \"gbm-e8bd2429-eb09-4e41-a25d-6a18a5d90c66\""
},
{
"type": "cs",
"input": "predict model: \"gbm-e8bd2429-eb09-4e41-a25d-6a18a5d90c66\""
},
{
"type": "cs",
"input": "predict model: \"gbm-e8bd2429-eb09-4e41-a25d-6a18a5d90c66\", frame: \"BigCross1.hex\", predictions_frame: \"prediction-187caf59-4aa6-4f7d-a832-33f5f62f08ab\""
},
{
"type": "cs",
"input": "inspect getPrediction model: \"gbm-e8bd2429-eb09-4e41-a25d-6a18a5d90c66\", frame: \"BigCross1.hex\""
},
{
"type": "cs",
"input": "grid inspect \"Prediction\", getPrediction model: \"gbm-e8bd2429-eb09-4e41-a25d-6a18a5d90c66\", frame: \"BigCross1.hex\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-caad044d-8bd0-41bf-aa46-a426bfb55121\",\"training_frame\":\"BigCross1.hex\",\"response_column\":\"C1\",\"activation\":\"Rectifier\",\"hidden\":[50,50],\"epochs\":\"1\",\"variable_importances\":false,\"replicate_training_data\":true,\"balance_classes\":false,\"checkpoint\":\"\",\"use_all_factor_levels\":true,\"train_samples_per_iteration\":-2,\"adaptive_rate\":true,\"rho\":0.99,\"epsilon\":1e-8,\"input_dropout_ratio\":0,\"hidden_dropout_ratios\":[],\"l1\":0,\"l2\":0,\"score_interval\":5,\"score_training_samples\":10000,\"score_validation_samples\":0,\"autoencoder\":false,\"class_sampling_factors\":[],\"max_after_balance_size\":5,\"overwrite_with_best_model\":true,\"target_ratio_comm_to_comp\":0.02,\"seed\":-5512506751270905000,\"rate\":0.005,\"rate_annealing\":0.000001,\"rate_decay\":1,\"momentum_start\":0,\"momentum_ramp\":1000000,\"momentum_stable\":0,\"nesterov_accelerated_gradient\":true,\"max_w2\":\"Infinity\",\"initial_weight_distribution\":\"UniformAdaptive\",\"initial_weight_scale\":1,\"loss\":\"Automatic\",\"score_duty_cycle\":0.1,\"classification_stop\":0,\"regression_stop\":0.000001,\"score_validation_sampling\":\"Uniform\",\"diagnostics\":true,\"fast_mode\":true,\"ignore_const_cols\":true,\"force_load_balance\":true,\"single_node_mode\":false,\"shuffle_training_data\":false,\"missing_values_handling\":\"MeanImputation\",\"quiet_mode\":false,\"max_confusion_matrix_size\":20,\"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-caad044d-8bd0-41bf-aa46-a426bfb55121\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-caad044d-8bd0-41bf-aa46-a426bfb55121\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-caad044d-8bd0-41bf-aa46-a426bfb55121\", frame: \"BigCross1.hex\", predictions_frame: \"prediction-44ecee76-2349-48f8-a393-dcceb96bb185\""
},
{
"type": "cs",
"input": "inspect getPrediction model: \"deeplearning-caad044d-8bd0-41bf-aa46-a426bfb55121\", frame: \"BigCross1.hex\""
},
{
"type": "cs",
"input": "grid inspect \"Prediction\", getPrediction model: \"deeplearning-caad044d-8bd0-41bf-aa46-a426bfb55121\", frame: \"BigCross1.hex\""
}
]
}
