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

Go to download
Show more of this group Show more artifacts with this name
Show all versions of h2o-web Show documentation
H2O web client
The newest version!
{
  "version": "1.0.0",
  "cells": [
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/logreg/prostate_missing.csv\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/logreg/prostate_missing.csv\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/logreg/prostate_missing.csv\"]\n  destination_frame: \"prostate_missing.hex\"\n  parse_type: \"CSV\"\n  separator: 44\n  number_columns: 9\n  single_quotes: false\n  column_names: [\"ID\",\"CAPSULE\",\"AGE\",\"RACE\",\"DPROS\",\"DCAPS\",\"PSA\",\"VOL\",\"GLEASON\"]\n  column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"prostate_missing.hex\""
    },
    {
      "type": "cs",
      "input": "assist splitFrame, \"prostate_missing.hex\""
    },
    {
      "type": "cs",
      "input": "splitFrame \"prostate_missing.hex\", [0.2], [\"prostate_missing_test.hex_0.20\",\"prostate_missing_train.hex_0.80\"], 123456"
    },
    {
      "type": "cs",
      "input": "buildModel \"deeplearning\""
    },
    {
      "type": "cs",
      "input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-f1bbb092-667f-4696-a3b8-d2667b266bac\",\"training_frame\":\"prostate_missing_train.hex_0.80\",\"validation_frame\":\"prostate_missing_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"GLEASON\",\"activation\":\"Rectifier\",\"hidden\":[200,200],\"epochs\":10,\"variable_importances\":false,\"balance_classes\":false,\"max_confusion_matrix_size\":20,\"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\":7871206135880705000,\"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\":false,\"export_weights_and_biases\":false}"
    },
    {
      "type": "cs",
      "input": "getModel \"deeplearning-f1bbb092-667f-4696-a3b8-d2667b266bac\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-f1bbb092-667f-4696-a3b8-d2667b266bac\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-f1bbb092-667f-4696-a3b8-d2667b266bac\", frame: \"prostate_missing_test.hex_0.20\", predictions_frame: \"prediction-5c6c0cc8-16c4-4225-985c-dbb296c5f86c\""
    }
  ]
}