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Adding a C# example for Cloud ML Engine's online prediction API #290
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https://cloud.google.com/ml-engine/docs/concepts/prediction-overview |
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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. | ||
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using System; | ||
using System.Collections.Generic; | ||
using System.Net.Http; | ||
using System.Net.Http.Headers; | ||
using System.Text; | ||
using System.Threading.Tasks; | ||
using Google.Apis.Auth.OAuth2; | ||
using Newtonsoft.Json; | ||
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namespace prediction_client | ||
{ | ||
class Person | ||
{ | ||
public int age { get; set; } | ||
public string workclass { get; set; } | ||
public string education { get; set; } | ||
public int education_num { get; set; } | ||
public string marital_status { get; set; } | ||
public string occupation { get; set; } | ||
public string relationship { get; set; } | ||
public string race { get; set; } | ||
public string gender { get; set; } | ||
public int capital_gain { get; set; } | ||
public int capital_loss { get; set; } | ||
public int hours_per_week { get; set; } | ||
public string native_country { get; set; } | ||
} | ||
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class MainClass | ||
{ | ||
public static void Main(string[] args) | ||
{ | ||
RunAsync().Wait(); | ||
} | ||
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static string project = "YOUR_PROJECT"; | ||
static string model = "census"; // Name of deployed model | ||
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static HttpClient client = new HttpClient(); | ||
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static async Task RunAsync() | ||
{ | ||
client.BaseAddress = new Uri("https://ml.googleapis.com/v1/"); | ||
client.DefaultRequestHeaders.Accept.Clear(); | ||
client.DefaultRequestHeaders.Accept.Add(new MediaTypeWithQualityHeaderValue("application/json")); | ||
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try | ||
{ | ||
Person person = new Person | ||
{ | ||
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" | ||
}; | ||
var instances = new List<Person> { person }; | ||
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var predictions = await Predict(project, model, instances); | ||
Console.WriteLine(predictions); | ||
} | ||
catch (Exception e) | ||
{ | ||
Console.WriteLine(e.Message); | ||
} | ||
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Console.ReadLine(); | ||
} | ||
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// [START predict_json] | ||
static async Task<dynamic> Predict(String project, String model, List<Person> instances, String version = null) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. In the total nit category -- was slightly bugging me to see model and version parameters separated apart. Signature could be (instances, project, model, version). :) |
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{ | ||
GoogleCredential credential = await GoogleCredential.GetApplicationDefaultAsync(); | ||
var bearer_token = await credential.UnderlyingCredential.GetAccessTokenForRequestAsync(); | ||
client.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", bearer_token); | ||
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var version_suffix = version == null ? "" : $"/version/{version}"; | ||
var model_uri = $"projects/{project}/models/{model}{version_suffix}"; | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. From a style point of view, C# code doesn't use underscores. This would be modelUri. |
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var predict_uri = $"{model_uri}:predict"; | ||
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var request = new { instances = instances }; | ||
var content = new StringContent(JsonConvert.SerializeObject(request), Encoding.UTF8, "application/json"); | ||
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var responseMessage = await client.PostAsync(predict_uri, content); | ||
responseMessage.EnsureSuccessStatusCode(); | ||
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var responseBody = await responseMessage.Content.ReadAsStringAsync(); | ||
dynamic response = JsonConvert.DeserializeObject(responseBody); | ||
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return response.predictions; | ||
} | ||
// [END predict_json] | ||
} | ||
} | ||
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Minor comment -- I'd expect you should be able to use
dynamic
here rather than have to define a Person class and use strong typing, just for filling in a bunch of fields.There was a problem hiding this comment.
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I originally did that, but then thought user in production probably has structured data. If, in fact, anonymous types are pretty ubiquitous, happy to change.
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Well, you're already using dynamic in dealing with the response, as well as an anonymous type in constructing the request (
new { instances = instances }
) itself ... hence this bit might as well do the same.