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dotnet/samples/Concepts/TextToImage/OpenAI_TextToImage.cs
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// Copyright (c) Microsoft. All rights reserved. | ||
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using Microsoft.Extensions.DependencyInjection; | ||
using Microsoft.Extensions.Http.Resilience; | ||
using Microsoft.SemanticKernel; | ||
using Microsoft.SemanticKernel.ChatCompletion; | ||
using Microsoft.SemanticKernel.Connectors.OpenAI; | ||
using Microsoft.SemanticKernel.TextToImage; | ||
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namespace TextToImage; | ||
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// The following example shows how to use Semantic Kernel with OpenAI DALL-E 2 to create images | ||
public class OpenAI_TextToImage(ITestOutputHelper output) : BaseTest(output) | ||
{ | ||
[Fact] | ||
public async Task OpenAIDallE2Async() | ||
{ | ||
Console.WriteLine("======== OpenAI DALL-E 2 Text To Image ========"); | ||
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Kernel kernel = Kernel.CreateBuilder() | ||
.AddOpenAITextToImage(TestConfiguration.OpenAI.ApiKey) // Add your text to image service | ||
.AddOpenAIChatCompletion(TestConfiguration.OpenAI.ChatModelId, TestConfiguration.OpenAI.ApiKey) // Add your chat completion service | ||
.Build(); | ||
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ITextToImageService dallE = kernel.GetRequiredService<ITextToImageService>(); | ||
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var imageDescription = "A cute baby sea otter"; | ||
var images = await dallE.GetImageContentsAsync(imageDescription, new OpenAITextToImageExecutionSettings { Size = (256, 256) }); | ||
var image = images[0].Uri!.ToString(); | ||
Console.WriteLine(imageDescription); | ||
Console.WriteLine("Image URL: " + image); | ||
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/* Output: | ||
A cute baby sea otter | ||
Image URL: https://oaidalleapiprodscus.blob.core.windows.net/private/.... | ||
*/ | ||
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Console.WriteLine("======== Chat with images ========"); | ||
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var chatGPT = kernel.GetRequiredService<IChatCompletionService>(); | ||
var chatHistory = new ChatHistory( | ||
"You're chatting with a user. Instead of replying directly to the user" + | ||
" provide the description of an image that expresses what you want to say." + | ||
" The user won't see your message, they will see only the image. The system " + | ||
" generates an image using your description, so it's important you describe the image with details."); | ||
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var msg = "Hi, I'm from Tokyo, where are you from?"; | ||
chatHistory.AddUserMessage(msg); | ||
Console.WriteLine("User: " + msg); | ||
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var reply = await chatGPT.GetChatMessageContentAsync(chatHistory); | ||
chatHistory.Add(reply); | ||
images = await dallE.GetImageContentsAsync(reply.Content!, new OpenAITextToImageExecutionSettings { Size = (256, 256) }); | ||
image = images[0].Uri!.ToString(); | ||
Console.WriteLine("Bot: " + image); | ||
Console.WriteLine("Img description: " + reply); | ||
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msg = "Oh, wow. Not sure where that is, could you provide more details?"; | ||
chatHistory.AddUserMessage(msg); | ||
Console.WriteLine("User: " + msg); | ||
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reply = await chatGPT.GetChatMessageContentAsync(chatHistory); | ||
chatHistory.Add(reply); | ||
images = await dallE.GetImageContentsAsync(reply.Content!, new OpenAITextToImageExecutionSettings { Size = (256, 256) }); | ||
image = images[0].Uri!.ToString(); | ||
Console.WriteLine("Bot: " + image); | ||
Console.WriteLine("Img description: " + reply); | ||
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/* Output: | ||
User: Hi, I'm from Tokyo, where are you from? | ||
Bot: https://oaidalleapiprodscus.blob.core.windows.net/private/... | ||
Img description: [An image of a globe with a pin dropped on a location in the middle of the ocean] | ||
User: Oh, wow. Not sure where that is, could you provide more details? | ||
Bot: https://oaidalleapiprodscus.blob.core.windows.net/private/... | ||
Img description: [An image of a map zooming in on the pin location, revealing a small island with a palm tree on it] | ||
*/ | ||
} | ||
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[Fact] | ||
public async Task SimpleTextToImageExampleAsync() | ||
{ | ||
var builder = Kernel.CreateBuilder() | ||
.AddAzureOpenAITextToImage( // Add your text to image service | ||
deploymentName: TestConfiguration.AzureOpenAI.ImageDeploymentName, | ||
endpoint: TestConfiguration.AzureOpenAI.ImageEndpoint, | ||
apiKey: TestConfiguration.AzureOpenAI.ImageApiKey, | ||
modelId: TestConfiguration.AzureOpenAI.ImageModelId); | ||
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var kernel = builder.Build(); | ||
var service = kernel.GetRequiredService<ITextToImageService>(); | ||
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var generatedImages = await service.GetImageContentsAsync(new TextContent("A cute baby sea otter"), new OpenAITextToImageExecutionSettings { Size = (Width: 1792, Height: 1024) }); | ||
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this.Output.WriteLine(generatedImages[0].Uri!.ToString()); | ||
} | ||
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[Fact] | ||
public async Task OpenAIDallE3Async() | ||
{ | ||
Console.WriteLine("======== OpenAI DALL-E 3 Text To Image ========"); | ||
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var builder = Kernel.CreateBuilder() | ||
.AddOpenAITextToImage( // Add your text to image service | ||
modelId: "dall-e-3", | ||
apiKey: TestConfiguration.OpenAI.ApiKey) //DALL-E 3 is only supported in this version | ||
.AddOpenAIChatCompletion( // Add your chat completion service | ||
modelId: TestConfiguration.OpenAI.ChatModelId, | ||
apiKey: TestConfiguration.OpenAI.ApiKey); | ||
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builder.Services.ConfigureHttpClientDefaults(c => | ||
{ | ||
// Use a standard resiliency policy, augmented to retry 5 times | ||
c.AddStandardResilienceHandler().Configure(o => | ||
{ | ||
o.Retry.MaxRetryAttempts = 5; | ||
o.TotalRequestTimeout.Timeout = TimeSpan.FromSeconds(120); | ||
}); | ||
}); | ||
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var kernel = builder.Build(); | ||
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ITextToImageService dallE = kernel.GetRequiredService<ITextToImageService>(); | ||
var imageDescription = "A cute baby sea otter"; | ||
var images = await dallE.GetImageContentsAsync(imageDescription, new OpenAITextToImageExecutionSettings { Size = (1024, 1024) }); | ||
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Console.WriteLine(imageDescription); | ||
Console.WriteLine("Image URL: " + images[0].Uri!); | ||
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/* Output: | ||
A cute baby sea otter | ||
Image URL: https://oaidalleapiprodscus.blob.core.windows.net/private/org-/.... | ||
*/ | ||
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Console.WriteLine("======== Chat with images ========"); | ||
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var chatGPT = kernel.GetRequiredService<IChatCompletionService>(); | ||
var chatHistory = new ChatHistory( | ||
"You're chatting with a user. Instead of replying directly to the user" + | ||
" provide the description of an image that expresses what you want to say." + | ||
" The user won't see your message, they will see only the image. The system " + | ||
" generates an image using your description, so it's important you describe the image with details."); | ||
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var msg = "Hi, I'm from Tokyo, where are you from?"; | ||
chatHistory.AddUserMessage(msg); | ||
Console.WriteLine("User: " + msg); | ||
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var reply = await chatGPT.GetChatMessageContentAsync(chatHistory); | ||
chatHistory.Add(reply); | ||
images = await dallE.GetImageContentsAsync(reply.Content!, new OpenAITextToImageExecutionSettings { Size = (1024, 1024) }); | ||
var image = images[0].Uri!.ToString(); | ||
Console.WriteLine("Bot: " + image); | ||
Console.WriteLine("Img description: " + reply); | ||
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msg = "Oh, wow. Not sure where that is, could you provide more details?"; | ||
chatHistory.AddUserMessage(msg); | ||
Console.WriteLine("User: " + msg); | ||
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reply = await chatGPT.GetChatMessageContentAsync(chatHistory); | ||
chatHistory.Add(reply); | ||
images = await dallE.GetImageContentsAsync(reply.Content!, new OpenAITextToImageExecutionSettings { Size = (1024, 1024) }); | ||
image = images[0].Uri!.ToString(); | ||
Console.WriteLine("Bot: " + image); | ||
Console.WriteLine("Img description: " + reply); | ||
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/* Output: | ||
User: Hi, I'm from Tokyo, where are you from? | ||
Bot: https://dalleproduse.blob.core.windows.net/private/images/...... | ||
Img description: [An image of a globe with a pin dropped on a location in the middle of the ocean] | ||
User: Oh, wow. Not sure where that is, could you provide more details? | ||
Bot: https://dalleproduse.blob.core.windows.net/private/images/...... | ||
Img description: [An image of a map zooming in on the pin location, revealing a small island with a palm tree on it] | ||
*/ | ||
} | ||
} |
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