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microsoft--semantic-kernel/dotnet/samples/Concepts/TextToImage/OpenAI_TextToImage.cs
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208 lines
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C#

// Copyright (c) Microsoft. All rights reserved.
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;
namespace TextToImage;
// 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 ChatDallE2Async()
{
Console.WriteLine("======== OpenAI DALL-E 2 Text To Image ========");
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();
ITextToImageService dallE = kernel.GetRequiredService<ITextToImageService>();
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);
/* Output:
A cute baby sea otter
Image URL: https://oaidalleapiprodscus.blob.core.windows.net/private/....
*/
Console.WriteLine("======== Chat with images ========");
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.");
var msg = "Hi, I'm from Tokyo, where are you from?";
chatHistory.AddUserMessage(msg);
Console.WriteLine("User: " + msg);
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);
msg = "Oh, wow. Not sure where that is, could you provide more details?";
chatHistory.AddUserMessage(msg);
Console.WriteLine("User: " + msg);
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);
/* 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]
*/
}
[Fact]
public async Task SimpleDallE3ImageUriAsync()
{
var builder = Kernel.CreateBuilder()
.AddOpenAITextToImage( // Add your text to image service
modelId: "dall-e-3",
apiKey: TestConfiguration.OpenAI.ApiKey);
var kernel = builder.Build();
var service = kernel.GetRequiredService<ITextToImageService>();
var generatedImages = await service.GetImageContentsAsync(
new TextContent("A cute baby sea otter"),
new OpenAITextToImageExecutionSettings { Size = (Width: 1792, Height: 1024) });
this.Output.WriteLine(generatedImages[0].Uri!.ToString());
}
[Fact]
public async Task SimpleDallE3ImageBinaryAsync()
{
var builder = Kernel.CreateBuilder()
.AddOpenAITextToImage( // Add your text to image service
modelId: "dall-e-3",
apiKey: TestConfiguration.OpenAI.ApiKey);
var kernel = builder.Build();
var service = kernel.GetRequiredService<ITextToImageService>();
var generatedImages = await service.GetImageContentsAsync(new TextContent("A cute baby sea otter"),
new OpenAITextToImageExecutionSettings
{
Size = (Width: 1024, Height: 1024),
// Response Format also accepts the OpenAI.Images.GeneratedImageFormat type.
ResponseFormat = "bytes",
});
this.Output.WriteLine($"Generated Image Bytes: {generatedImages[0].Data!.Value.Length}");
this.Output.WriteLine($"Generated Image DataUri: {generatedImages[0].DataUri}");
}
[Fact]
public async Task ChatDallE3Async()
{
Console.WriteLine("======== OpenAI DALL-E 3 Text To Image ========");
var builder = Kernel.CreateBuilder()
.AddOpenAITextToImage( // Add your text to image service
modelId: "dall-e-3",
apiKey: TestConfiguration.OpenAI.ApiKey)
.AddOpenAIChatCompletion( // Add your chat completion service
modelId: TestConfiguration.OpenAI.ChatModelId,
apiKey: TestConfiguration.OpenAI.ApiKey);
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);
});
});
var kernel = builder.Build();
ITextToImageService dallE = kernel.GetRequiredService<ITextToImageService>();
var imageDescription = "A cute baby sea otter";
var images = await dallE.GetImageContentsAsync(imageDescription, new OpenAITextToImageExecutionSettings { Size = (1024, 1024) });
Console.WriteLine(imageDescription);
Console.WriteLine("Image URL: " + images[0].Uri!);
/* Output:
A cute baby sea otter
Image URL: https://oaidalleapiprodscus.blob.core.windows.net/private/org-/....
*/
Console.WriteLine("======== Chat with images ========");
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.");
var msg = "Hi, I'm from Tokyo, where are you from?";
chatHistory.AddUserMessage(msg);
Console.WriteLine("User: " + msg);
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);
msg = "Oh, wow. Not sure where that is, could you provide more details?";
chatHistory.AddUserMessage(msg);
Console.WriteLine("User: " + msg);
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);
/* 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]
*/
}
}