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• dl_synthetic_syn_binary_100x3000-svm.flow

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www.flow.packs.test-small.dl_synthetic_syn_binary_100x3000-svm.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\", [0.25], [\"syn_binary_100x3000_test\",\"syn_binary_100x3000_train\"], 123456"
    },
    {
      "type": "cs",
      "input": "buildModel \"deeplearning\""
    },
    {
      "type": "cs",
      "input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-3ce6a064-2c86-4274-b158-418ffa498fbf\",\"training_frame\":\"syn_binary_100x3000_train\",\"validation_frame\":\"syn_binary_100x3000_test\",\"ignore_const_cols\":true,\"response_column\":\"C3000\",\"activation\":\"Tanh\",\"hidden\":[50,50],\"epochs\":\"0.1\",\"variable_importances\":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\":-6558225146246736000,\"rho\":0.99,\"epsilon\":1e-8,\"max_w2\":\"Infinity\",\"initial_weight_distribution\":\"UniformAdaptive\",\"regression_stop\":0.000001,\"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-3ce6a064-2c86-4274-b158-418ffa498fbf\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-3ce6a064-2c86-4274-b158-418ffa498fbf\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-3ce6a064-2c86-4274-b158-418ffa498fbf\", frame: \"syn_binary_100x3000_test\", predictions_frame: \"prediction-e776ea5b-ed80-4361-a982-56e5daa4323b\""
    }
  ]
}