-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathBatchExecutionApi.cs
182 lines (170 loc) · 8.12 KB
/
BatchExecutionApi.cs
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
using System;
using System.Collections.Generic;
using System.Diagnostics;
using System.Globalization;
using System.IO;
using System.Linq;
using System.Net.Http;
using System.Net.Http.Formatting;
using System.Net.Http.Headers;
using System.Runtime.Serialization;
using System.Text;
using System.Threading;
using System.Threading.Tasks;
using Microsoft.WindowsAzure.Storage;
using Microsoft.WindowsAzure.Storage.Auth;
using Microsoft.WindowsAzure.Storage.Blob;
namespace AzureMachineLearning
{
public static class BatchExecutionApi
{
public static string StorageConnectionString = $"DefaultEndpointsProtocol=https;AccountName={BatchExecutionApiSettings.StorageAccountName};AccountKey={ BatchExecutionApiSettings.StorageAccountKey}";
public static void GetBatchPrediction()
{
InvokeBatchExecutionService().Wait();
}
static async Task InvokeBatchExecutionService()
{
UploadFileToBlob();
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", ConfigurationSettings.ApiKey);
var request = new
{
Inputs = new
{
Input1 = new AzureBlobDataReference()
{
ConnectionString = StorageConnectionString,
RelativeLocation = $"{BatchExecutionApiSettings.StorageContainerName}/{Path.GetFileName(ConfigurationSettings.InputFilePath)}"
}
},
Outputs = new
{
output1 = new AzureBlobDataReference()
{
ConnectionString = StorageConnectionString,
RelativeLocation = $"{BatchExecutionApiSettings.StorageContainerName}/{Path.GetFileName(BatchExecutionApiSettings.OutputFilePath)}"
}
}
};
HttpResponseMessage response = new HttpResponseMessage();
try
{
Console.WriteLine("Submitting the job...");
response = await client.PostAsJsonAsync(ConfigurationSettings.BaseUrl + "/jobs" + "?api-version=2.0", request);
response.EnsureSuccessStatusCode();
var jobId = await response.Content.ReadAsAsync<string>();
Console.WriteLine(string.Format("Job ID: {0}", jobId));
Console.WriteLine("Starting the job...");
response = await client.PostAsync(ConfigurationSettings.BaseUrl + "/jobs" + "/" + jobId + "/start?api-version=2.0", null);
response.EnsureSuccessStatusCode();
var jobLocation = ConfigurationSettings.BaseUrl + "/jobs" + "/" + jobId + "?api-version=2.0";
var watch = Stopwatch.StartNew();
var done = false;
while (!done)
{
Console.WriteLine("Checking the job status...");
response = await client.GetAsync(jobLocation);
response.EnsureSuccessStatusCode();
var status = await response.Content.ReadAsAsync<BatchScoreStatus>();
if (watch.ElapsedMilliseconds > BatchExecutionApiSettings.TimeOutInMilliseconds)
{
done = true;
Console.WriteLine(string.Format("Timed out. Deleting job {0} ...", jobId));
await client.DeleteAsync(jobLocation);
}
switch (status.StatusCode)
{
case BatchScoreStatusCode.NotStarted:
Console.WriteLine(string.Format("Job {0} not yet started...", jobId));
break;
case BatchScoreStatusCode.Running:
Console.WriteLine(string.Format("Job {0} running...", jobId));
break;
case BatchScoreStatusCode.Failed:
Console.WriteLine(string.Format("Job {0} failed!", jobId));
Console.WriteLine(string.Format("Error details: {0}", status.Details));
done = true;
break;
case BatchScoreStatusCode.Cancelled:
Console.WriteLine(string.Format("Job {0} cancelled!", jobId));
done = true;
break;
case BatchScoreStatusCode.Finished:
done = true;
Console.WriteLine(string.Format("Job {0} finished!", jobId));
SaveBlobToFile(status);
break;
}
if (!done)
{
Thread.Sleep(1000);
}
}
}
catch(Exception)
{
await WriteFailedResponse(response);
}
}
}
private static void SaveBlobToFile(BatchScoreStatus status)
{
var blobLocation = status.Results.ElementAt(0).Value;
var resultsLabel = status.Results.ElementAt(0).Key;
var credentials = new StorageCredentials(blobLocation.SasBlobToken);
var blobUrl = new Uri(new Uri(blobLocation.BaseLocation), blobLocation.RelativeLocation);
var cloudBlob = new CloudBlockBlob(blobUrl, credentials);
cloudBlob.DownloadToFileAsync(BatchExecutionApiSettings.OutputFilePath, FileMode.Create).Wait();
CleanDuplicateCsvRows();
}
static void UploadFileToBlob()
{
var blobClient = CloudStorageAccount.Parse(StorageConnectionString).CreateCloudBlobClient();
var container = blobClient.GetContainerReference(BatchExecutionApiSettings.StorageContainerName);
container.CreateIfNotExistsAsync().Wait();
var blob = container.GetBlockBlobReference(Path.GetFileName(ConfigurationSettings.InputFilePath));
blob.UploadFromFileAsync(ConfigurationSettings.InputFilePath).Wait();
}
private static async Task WriteFailedResponse(HttpResponseMessage response)
{
Console.WriteLine(string.Format("The request failed with status code: {0}", response.StatusCode));
Console.WriteLine(response.Headers.ToString());
var responseContent = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseContent);
}
private static void CleanDuplicateCsvRows()
{
var lines = File.ReadAllLines(BatchExecutionApiSettings.OutputFilePath).ToList();
var uniqueLines = lines.Distinct();
File.WriteAllText(BatchExecutionApiSettings.OutputFilePath, string.Empty);
using(var tw = new StreamWriter(BatchExecutionApiSettings.OutputFilePath))
{
foreach (var line in uniqueLines)
tw.WriteLine(line);
}
}
}
public class AzureBlobDataReference
{
public string ConnectionString { get; set; }
public string RelativeLocation { get; set; }
public string BaseLocation { get; set; }
public string SasBlobToken { get; set; }
}
public enum BatchScoreStatusCode
{
NotStarted,
Running,
Failed,
Cancelled,
Finished
}
public class BatchScoreStatus
{
public BatchScoreStatusCode StatusCode { get; set; }
public IDictionary<string, AzureBlobDataReference> Results { get; set; }
public string Details { get; set; }
}
}