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hostedmodels.js
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hostedmodels.js
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// Copyright 2015-2016, Google, Inc.
// 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';
// [START predict]
var google = require('googleapis');
function auth (callback) {
google.auth.getApplicationDefault(function (err, authClient) {
if (err) {
return callback(err);
}
// The createScopedRequired method returns true when running on GAE or a
// local developer machine. In that case, the desired scopes must be passed
// in manually. When the code is running in GCE or GAE Flexible, the scopes
// are pulled from the GCE metadata server.
// See https://cloud.google.com/compute/docs/authentication for more
// information.
if (authClient.createScopedRequired && authClient.createScopedRequired()) {
// Scopes can be specified either as an array or as a single,
// space-delimited string.
authClient = authClient.createScoped([
'https://www.googleapis.com/auth/prediction'
]);
}
callback(null, authClient);
});
}
/**
* @param {string} phrase The phrase for which to predict sentiment,
* e.g. "good morning".
* @param {Function} callback Callback function.
*/
function predict (phrase, callback) {
auth(function (err, authClient) {
if (err) {
return callback(err);
}
var hostedmodels = google.prediction({
version: 'v1.6',
auth: authClient
}).hostedmodels;
// Predict the sentiment for the provided phrase
hostedmodels.predict({
// Project id used for this sample
project: '414649711441',
hostedModelName: 'sample.sentiment',
resource: {
input: {
// Predict sentiment of the provided phrase
csvInstance: phrase.split(/\s/gi)
}
}
}, function (err, prediction) {
if (err) {
return callback(err);
}
// Received prediction result
console.log('Sentiment for "' + phrase + '": ' + prediction.outputLabel);
callback(null, prediction);
});
});
}
// [END predict]
// Run the examples
exports.main = function (phrase, cb) {
predict(phrase || 'good morning', cb || console.log);
};
if (module === require.main) {
exports.main(process.argv.slice(2).shift());
}