/* Create a new LUIS application or get an existing one, depending on whether app_id
* is specified. Return the application ID and version.
*/
async static Task <ApplicationInfo> GetOrCreateApplication(LUISAuthoringClient client)
{
if (String.IsNullOrEmpty(app_id))
{
string app_version = "0.1";
var app_info = new ApplicationCreateObject()
{
Name = String.Format("Contoso {0}", DateTime.Now),
InitialVersionId = app_version,
Description = "Flight booking app built with LUIS .NET SDK.",
Culture = "en-us"
};
var app_id = await client.Apps.AddAsync(app_info);
Console.WriteLine("Created new LUIS application {0}\n with ID {1}", app_info.Name, app_id);
Console.WriteLine("Make a note of this ID to use this application with other samples.\n");
return(new ApplicationInfo()
{
ID = app_id, Version = app_version
});
}
else
{
var app_info = await client.Apps.GetAsync(new Guid(app_id));
var app_version = app_info.ActiveVersion;
Console.WriteLine("Using existing LUIS application", app_info.Name, app_version);
return(new ApplicationInfo()
{
ID = new Guid(app_id), Version = app_version
});
}
}
public override void Display()
{
base.Display();
var defaultAppName = $"Contoso-{DateTime.UtcNow.Ticks}";
var versionId = "0.1";
var appName = Input.ReadString($"Enter your App's name: (default {defaultAppName})");
if (string.IsNullOrWhiteSpace(appName))
{
appName = defaultAppName;
}
var newApp = new ApplicationCreateObject
{
Name = appName,
InitialVersionId = versionId,
Description = "New App created with LUIS SDK wizard",
Culture = "en-us",
Domain = "",
UsageScenario = ""
};
var appId = AwaitTask(Client.Apps.AddAsync(newApp));
Console.WriteLine($"{appName} app created with the id {appId}");
NavigateWithInitializer <T>((page) => {
page.AppId = appId;
page.VersionId = versionId;
});
}
/// <summary>
/// Creates a new LUIS app.
/// </summary>
/// <param name='operations'>
/// The operations group for this extension method.
/// </param>
/// <param name='applicationCreateObject'>
/// A model containing Name, Description (optional), Culture, Usage Scenario
/// (optional), Domain (optional) and initial version ID (optional) of the
/// application. Default value for the version ID is 0.1. Note: the culture
/// cannot be changed after the app is created.
/// </param>
/// <param name='cancellationToken'>
/// The cancellation token.
/// </param>
public static async Task <System.Guid> AddAsync(this IApps operations, ApplicationCreateObject applicationCreateObject, CancellationToken cancellationToken = default(CancellationToken))
{
using (var _result = await operations.AddWithHttpMessagesAsync(applicationCreateObject, null, cancellationToken).ConfigureAwait(false))
{
return(_result.Body);
}
}
static Guid CreateApp(LUISAuthoringClient client, string resourceRegion, string appName, string versionId, string culture, string description)
{
try
{
// don't set because it isn't used by LUIS
var domain = String.Empty;
var usageScenario = String.Empty;
// create app definition object
var app = new ApplicationCreateObject(culture, appName, domain, description, versionId, usageScenario);
// create app
var response = client.Apps.AddWithHttpMessagesAsync(app, null, CancellationToken.None).Result;
// get appId from `Location` header - trim away URL part to get appId
var newAppId = response.Response.Headers.Location.ToString().Replace(String.Format("https://{0}.api.cognitive.microsoft.com/luis/api/v2.0/apps/", resourceRegion), "");
// convert string to guid and return it
return(new Guid(newAppId));
}
catch (Exception ex)
{
Console.WriteLine(ex.InnerException);
throw ex;
}
}
async static Task <Guid> CreateApplication(LUISAuthoringClient client, string appName, string versionId)
{
// <AuthoringCreateApplication>
var newApp = new ApplicationCreateObject
{
Culture = "en-us",
Name = appName,
InitialVersionId = versionId
};
var appId = await client.Apps.AddAsync(newApp);
// </AuthoringCreateApplication>
Console.WriteLine("New app ID {0}.", appId);
return(appId);
}
// Create a new LUIS application. Return the application ID and version.
async static Task <ApplicationInfo> CreateApplication(LUISAuthoringClient client)
{
string app_version = "0.1";
var app_info = new ApplicationCreateObject()
{
Name = String.Format("Contoso {0}", DateTime.Now),
InitialVersionId = app_version,
Description = "Flight booking app built with LUIS .NET SDK.",
Culture = "en-us"
};
var app_id = await client.Apps.AddAsync(app_info);
Console.WriteLine("Created new LUIS application {0}\n with ID {1}.", app_info.Name, app_id);
return(new ApplicationInfo()
{
ID = app_id, Version = app_version
});
}
public async Task <string> CreateAppAsync(string appName, CancellationToken cancellationToken)
{
var request = new ApplicationCreateObject
{
Name = appName,
Culture = "en-us",
};
// Creating LUIS app.
var appId = await this.AuthoringClient.Apps.AddAsync(request, cancellationToken).ConfigureAwait(false);
// Assign Azure resource to LUIS app.
if (this.AzureSubscriptionInfo != null)
{
await this.AssignAzureResourceAsync(appId).ConfigureAwait(false);
}
return(appId.ToString());
}
public override void Display()
{
base.Display();
var defaultAppName = $"Contoso-{DateTime.UtcNow.Ticks}";
var versionId = "0.1";
var appName = Input.ReadString($"Enter your App's name: (default {defaultAppName})");
if (string.IsNullOrWhiteSpace(appName))
{
appName = defaultAppName;
}
var newApp = new ApplicationCreateObject
{
Name = appName,
InitialVersionId = versionId,
Description = "New App created with LUIS SDK wizard",
Culture = "en-us",
Domain = "",
UsageScenario = ""
};
try {
var appId = AwaitTask(Client.Apps.AddAsync(newApp));
Console.WriteLine($"{appName} app created with the id {appId}");
NavigateWithInitializer <T>((page) => {
page.AppId = appId;
page.VersionId = versionId;
});
}
catch (Exception)
{
Console.WriteLine("Something went wrong. Please enter a different name");
Input.ReadString("Press any key to continue");
Program.NavigateTo <CreateAppPage <T> >();
}
}
// It's always a good idea to access services in an async fashion
public static async Task Main()
{
var authoringEndpoint = String.Format("https://{0}.cognitiveservices.azure.com/", AUTHORING_RESOURCE_NAME);
var predictionEndpoint = String.Format("https://{0}.cognitiveservices.azure.com/", PREDICTION_RESOURCE_NAME);
var appName = "Contoso Pizza Company";
var versionId = "0.1";
var intentName = "OrderPizza";
// Authenticate the client
Console.WriteLine("Authenticating the client...");
var credentials = new Microsoft.Azure.CognitiveServices.Language.LUIS.Authoring.ApiKeyServiceClientCredentials(AUTHORING_KEY);
var client = new LUISAuthoringClient(credentials)
{
Endpoint = authoringEndpoint
};
// Create a LUIS app
var newApp = new ApplicationCreateObject
{
Culture = "en-us",
Name = appName,
InitialVersionId = versionId
};
Console.WriteLine("Creating a LUIS app...");
var appId = await client.Apps.AddAsync(newApp);
// Create intent for the app
Console.WriteLine("Creating intent for the app...");
await client.Model.AddIntentAsync(appId, versionId, new ModelCreateObject()
{
Name = intentName
});
// Create entities for the app
Console.WriteLine("Creating entities for the app...");
// Add Prebuilt entity
await client.Model.AddPrebuiltAsync(appId, versionId, new[] { "number" });
// Define ml entity with children and grandchildren
var mlEntityDefinition = new EntityModelCreateObject
{
Name = "Pizza order",
Children = new[]
{
new ChildEntityModelCreateObject
{
Name = "Pizza",
Children = new[]
{
new ChildEntityModelCreateObject {
Name = "Quantity"
},
new ChildEntityModelCreateObject {
Name = "Type"
},
new ChildEntityModelCreateObject {
Name = "Size"
}
}
},
new ChildEntityModelCreateObject
{
Name = "Toppings",
Children = new[]
{
new ChildEntityModelCreateObject {
Name = "Type"
},
new ChildEntityModelCreateObject {
Name = "Quantity"
}
}
}
}
};
// Add ML entity
var mlEntityId = await client.Model.AddEntityAsync(appId, versionId, mlEntityDefinition);;
// Add phraselist feature
var phraselistId = await client.Features.AddPhraseListAsync(appId, versionId, new PhraselistCreateObject
{
EnabledForAllModels = false,
IsExchangeable = true,
Name = "QuantityPhraselist",
Phrases = "few,more,extra"
});
// Get entity and subentities
var model = await client.Model.GetEntityAsync(appId, versionId, mlEntityId);
var toppingQuantityId = GetModelGrandchild(model, "Toppings", "Quantity");
var pizzaQuantityId = GetModelGrandchild(model, "Pizza", "Quantity");
// add model as feature to subentity model
await client.Features.AddEntityFeatureAsync(appId, versionId, pizzaQuantityId, new ModelFeatureInformation { ModelName = "number", IsRequired = true });
await client.Features.AddEntityFeatureAsync(appId, versionId, toppingQuantityId, new ModelFeatureInformation { ModelName = "number" });
// add phrase list as feature to subentity model
await client.Features.AddEntityFeatureAsync(appId, versionId, toppingQuantityId, new ModelFeatureInformation { FeatureName = "QuantityPhraselist" });
// Add example utterance to intent
Console.WriteLine("Adding example utterance to intent...");
// Define labeled example
var labeledExampleUtteranceWithMLEntity = new ExampleLabelObject
{
Text = "I want two small seafood pizzas with extra cheese.",
IntentName = intentName,
EntityLabels = new[]
{
new EntityLabelObject
{
StartCharIndex = 7,
EndCharIndex = 48,
EntityName = "Pizza order",
Children = new[]
{
new EntityLabelObject
{
StartCharIndex = 7,
EndCharIndex = 30,
EntityName = "Pizza",
Children = new[]
{
new EntityLabelObject {
StartCharIndex = 7, EndCharIndex = 9, EntityName = "Quantity"
},
new EntityLabelObject {
StartCharIndex = 11, EndCharIndex = 15, EntityName = "Size"
},
new EntityLabelObject {
StartCharIndex = 17, EndCharIndex = 23, EntityName = "Type"
}
}
},
new EntityLabelObject
{
StartCharIndex = 37,
EndCharIndex = 48,
EntityName = "Toppings",
Children = new[]
{
new EntityLabelObject {
StartCharIndex = 37, EndCharIndex = 41, EntityName = "Quantity"
},
new EntityLabelObject {
StartCharIndex = 43, EndCharIndex = 48, EntityName = "Type"
}
}
}
}
},
}
};
// Add an example for the entity.
// Enable nested children to allow using multiple models with the same name.
// The quantity subentity and the phraselist could have the same exact name if this is set to True
await client.Examples.AddAsync(appId, versionId, labeledExampleUtteranceWithMLEntity, enableNestedChildren : true);
// Train the app
Console.WriteLine("Training the app...");
await client.Train.TrainVersionAsync(appId, versionId);
while (true)
{
var status = await client.Train.GetStatusAsync(appId, versionId);
if (status.All(m => m.Details.Status == "Success"))
{
// Assumes that we never fail, and that eventually we'll always succeed.
break;
}
}
// Publish app to production slot
Console.WriteLine("Publishing the app to production slot...");
await client.Apps.PublishAsync(appId, new ApplicationPublishObject { VersionId = versionId, IsStaging = false });
// Authenticate the prediction runtime client
Console.WriteLine("Authenticating the prediction client...");
credentials = new Microsoft.Azure.CognitiveServices.Language.LUIS.Authoring.ApiKeyServiceClientCredentials(PREDICTION_KEY);
var runtimeClient = new LUISRuntimeClient(credentials)
{
Endpoint = predictionEndpoint
};
// Get prediction from runtime
// Production == slot name
Console.WriteLine("Getting prediction...");
var request = new PredictionRequest {
Query = "I want two small pepperoni pizzas with more salsa"
};
var prediction = await runtimeClient.Prediction.GetSlotPredictionAsync(appId, "Production", request);
Console.Write(JsonConvert.SerializeObject(prediction, Formatting.Indented));
}
