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• glm_synthetic_syn_binary_100x3000.flow

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www.flow.packs.test-small.glm_synthetic_syn_binary_100x3000.flow Maven / Gradle / Ivy

{
  "version": "1.0.0",
  "cells": [
    
    {
      "type": "cs",
      "input": "importFiles"
    },
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/synthetic/syn_binary_100x3000.svm\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/synthetic/syn_binary_100x3000.svm\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/synthetic/syn_binary_100x3000.svm\"]\n  destination_frame: \"syn_binary_100x3000.hex\"\n  parse_type: \"SVMLight\"\n  separator: -1\n  number_columns: 3000\n  single_quotes: false\n  column_types: 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 delete_on_done: true\n  check_header: -1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"syn_binary_100x3000.hex\""
    },
    {
      "type": "cs",
      "input": "assist splitFrame, \"syn_binary_100x3000.hex\""
    },
    {
      "type": "cs",
      "input": "splitFrame \"syn_binary_100x3000.hex\", [0.2], [\"syn_binary_100x3000_test\",\"syn_binary_100x3000_train\"], 123456"
    },
    {
      "type": "cs",
      "input": "buildModel \"glm\""
    },
    {
      "type": "cs",
      "input": "buildModel 'glm', {\"model_id\":\"glm-27aae283-2784-4230-a000-19a5cbce7a43\",\"training_frame\":\"syn_binary_100x3000_train\",\"validation_frame\":\"syn_binary_100x3000_test\",\"ignore_const_cols\":true,\"response_column\":\"C1\",\"family\":\"gaussian\",\"solver\":\"L_BFGS\",\"alpha\":[0.3],\"lambda\":[0.002],\"lambda_search\":false,\"standardize\":false,\"non_negative\":false,\"score_each_iteration\":false,\"max_iterations\":-1,\"link\":\"family_default\",\"intercept\":true,\"objective_epsilon\":0.00001,\"beta_epsilon\":0.0001,\"gradient_epsilon\":0.0001,\"prior\":-1,\"max_active_predictors\":-1}"
    },
    {
      "type": "cs",
      "input": "getModel \"glm-27aae283-2784-4230-a000-19a5cbce7a43\""
    },
    {
      "type": "cs",
      "input": "predict model: \"glm-27aae283-2784-4230-a000-19a5cbce7a43\""
    },
    {
      "type": "cs",
      "input": "predict model: \"glm-27aae283-2784-4230-a000-19a5cbce7a43\", frame: \"syn_binary_100x3000_test\", predictions_frame: \"prediction-c593d623-fc25-44a7-984f-50ef21cc4d86\""
    }
  ]
}