createModel.js

// Copyright 2020 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

'use strict';

// sample-metadata:
//   title: Create Model
//   description: Creates a model in a dataset.
//   usage: node createModel.js <DATASET_ID> <MODEL_ID>

function main(datasetId = 'my_dataset', modelId = 'my_model') {
  // [START bigquery_create_model]
  // Import the Google Cloud client library
  const {BigQuery} = require('@google-cloud/bigquery');
  const bigquery = new BigQuery();

  async function createModel() {
    // Creates a model named "my_model" in "my_dataset".

    /**
     * TODO(developer): Uncomment the following lines before running the sample
     */
    // const datasetId = "my_dataset";
    // const modelId = "my_model";

    const query = `CREATE OR REPLACE MODEL \`${datasetId}.${modelId}\`
         OPTIONS(model_type='logistic_reg') AS
         SELECT
           IF(totals.transactions IS NULL, 0, 1) AS label,
           IFNULL(device.operatingSystem, "") AS os,
           device.isMobile AS is_mobile,
           IFNULL(geoNetwork.country, "") AS country,
           IFNULL(totals.pageviews, 0) AS pageviews
         FROM
           \`bigquery-public-data.google_analytics_sample.ga_sessions_*\`
         WHERE
           _TABLE_SUFFIX BETWEEN '20160801' AND '20170631'
         LIMIT  100000;`;

    const queryOptions = {
      query: query,
    };

    // Run query to create a model
    const [job] = await bigquery.createQueryJob(queryOptions);

    // Wait for the query to finish
    await job.getQueryResults();

    console.log(`Model ${modelId} created.`);
  }
  createModel();
  // [END bigquery_create_model]
}
main(...process.argv.slice(2));