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www.flow.packs.test-large.1MRows3KCols.flow Maven / Gradle / Ivy

{
  "version": "1.0.0",
  "cells": [
    {
      "type": "cs",
      "input": ""
    },
    {
      "type": "cs",
      "input": "assist"
    },
    {
      "type": "cs",
      "input": "importFiles"
    },
    {
      "type": "cs",
      "input": "importFiles [ \"hdfs://mr-0xd6/datasets/bigdata/WU_1MRows3KCols.csv\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"hdfs://mr-0xd6/datasets/bigdata/WU_1MRows3KCols.csv\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"hdfs://mr-0xd6/datasets/bigdata/WU_1MRows3KCols.csv\"]\n  destination_frame: \"WU_1MRows3KCols.hex\"\n  parse_type: \"CSV\"\n  separator: 32\n  number_columns: 3000\n  single_quotes: false\n  column_types: 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,\"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\",\"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\",\"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\",\"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\",\"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\",\"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\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\"]\n  delete_on_done: true\n  check_header: -1\n  chunk_size: 8388608"
    },
    {
      "type": "cs",
      "input": "getFrame \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "assist buildModel, null, training_frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "buildModel 'glm', {\"model_id\":\"glm-6f37cc1d-9128-42fc-a964-adce52f47f64\",\"training_frame\":\"WU_1MRows3KCols.hex\",\"response_column\":\"C1\",\"solver\":\"L_BFGS\",\"max_iterations\":50,\"beta_epsilon\":0,\"standardize\":true,\"family\":\"gaussian\",\"balance_classes\":false,\"link\":\"family_default\",\"tweedie_variance_power\":\"NaN\",\"tweedie_link_power\":\"NaN\",\"alpha\":[0.5],\"lambda\":[0.00001],\"lambda_search\":false,\"class_sampling_factors\":[],\"max_after_balance_size\":5,\"prior\":-1,\"nlambdas\":-1,\"lambda_min_ratio\":-1}"
    },
    {
      "type": "cs",
      "input": "getModel \"glm-6f37cc1d-9128-42fc-a964-adce52f47f64\""
    },
    {
      "type": "cs",
      "input": "predict model: \"glm-6f37cc1d-9128-42fc-a964-adce52f47f64\""
    },
    {
      "type": "cs",
      "input": "predict model: \"glm-6f37cc1d-9128-42fc-a964-adce52f47f64\", frame: \"WU_1MRows3KCols.hex\", predictions_frame: \"prediction-f8b20f31-b9e1-4b49-babf-39fdde56f29e\""
    },
    {
      "type": "cs",
      "input": "inspect getPrediction model: \"glm-6f37cc1d-9128-42fc-a964-adce52f47f64\", frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "grid inspect \"prediction\", getPrediction model: \"glm-6f37cc1d-9128-42fc-a964-adce52f47f64\", frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-6eb86947-0156-41ce-918d-a45d1fc74d0a\",\"training_frame\":\"WU_1MRows3KCols.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,\"keep_cross_validation_splits\":false,\"overwrite_with_best_model\":true,\"target_ratio_comm_to_comp\":0.02,\"seed\":7706863078196985000,\"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}"
    },
    {
      "type": "cs",
      "input": "getModel \"deeplearning-6eb86947-0156-41ce-918d-a45d1fc74d0a\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-6eb86947-0156-41ce-918d-a45d1fc74d0a\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-6eb86947-0156-41ce-918d-a45d1fc74d0a\", frame: \"WU_1MRows3KCols.hex\", predictions_frame: \"prediction-af3d2acf-8b57-4cf1-86d5-58146ad80404\""
    },
    {
      "type": "cs",
      "input": "inspect getPrediction model: \"deeplearning-6eb86947-0156-41ce-918d-a45d1fc74d0a\", frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "grid inspect \"prediction\", getPrediction model: \"deeplearning-6eb86947-0156-41ce-918d-a45d1fc74d0a\", frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "buildModel 'gbm', {\"model_id\":\"gbm-08b4a65e-d44e-4b7f-a0df-71c0320d3c35\",\"training_frame\":\"WU_1MRows3KCols.hex\",\"response_column\":\"C1\",\"ntrees\":50,\"max_depth\":5,\"min_rows\":10,\"nbins\":20,\"learn_rate\":0.1,\"distribution\":\"gaussian\",\"balance_classes\":false,\"class_sampling_factors\":[],\"max_after_balance_size\":5,\"seed\":0}"
    },
    {
      "type": "cs",
      "input": "getModel \"gbm-08b4a65e-d44e-4b7f-a0df-71c0320d3c35\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-08b4a65e-d44e-4b7f-a0df-71c0320d3c35\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-08b4a65e-d44e-4b7f-a0df-71c0320d3c35\", frame: \"WU_1MRows3KCols.hex\", predictions_frame: \"prediction-390fe083-fe37-4e0e-a1fc-7721112c3137\""
    },
    {
      "type": "cs",
      "input": "inspect getPrediction model: \"gbm-08b4a65e-d44e-4b7f-a0df-71c0320d3c35\", frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "grid inspect \"prediction\", getPrediction model: \"gbm-08b4a65e-d44e-4b7f-a0df-71c0320d3c35\", frame: \"WU_1MRows3KCols.hex\""
    },
    {
      "type": "cs",
      "input": "getJobs"
    }
  ]
}