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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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