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Adding example for CloudML online prediction #432

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1 change: 1 addition & 0 deletions ml_engine/online_prediction/README.md
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https://cloud.google.com/ml-engine/docs/concepts/prediction-overview
74 changes: 74 additions & 0 deletions ml_engine/online_prediction/predict.js
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# Copyright 2017 Google Inc. All Rights Reserved.
#
# 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.

var google = require('googleapis');

var ml = google.ml('v1');

function auth(callback) {
google.auth.getApplicationDefault(function(err, authClient) {
if (err) {
return callback(err);
}

if (authClient.createScopedRequired && authClient.createScopedRequired()) {
authClient = authClient.createScoped([
'https://www.googleapis.com/auth/cloud-platform'
]);
}
callback(null, authClient);
});
}

var instance = {
age: 25,
workclass: " Private",
education: " 11th",
education_num: 7,
marital_status: " Never - married",
occupation: " Machine - op - inspct",
relationship: " Own - child",
race: " Black",
gender: " Male",
capital_gain: 0,
capital_loss: 0,
hours_per_week: 40,
native_country: " United - Stats"
}

auth(function(err, authClient) {
if (err) {
console.error(err);
} else {
var ml = google.ml({
version: 'v1',
auth: authClient
});

// Predict
ml.projects.predict({
name: 'projects/op-beta-walkthrough/models/census',
resource: {
instances: [instance]
}
}, function(err, result) {
if (err) {
return callback(err);
}

console.log(JSON.stringify(result));
});
}
});