add image mask edit

This commit is contained in:
Jicheng Lu 2024-07-19 12:01:07 -05:00
parent 37fbd6d636
commit ab9d8cf81d
15 changed files with 351 additions and 120 deletions

View file

@ -12,6 +12,4 @@ public class IncomingMessageModel : MessageConfig
/// Postback message
/// </summary>
public PostbackMessageModel? Postback { get; set; }
public List<BotSharpFile> Files { get; set; } = new List<BotSharpFile>();
}

View file

@ -45,7 +45,9 @@ public interface IBotSharpFileService
#region Image
Task<RoleDialogModel> GenerateImage(string? provider, string? model, string text);
Task<RoleDialogModel> VarifyImage(string? provider, string? model, BotSharpFile file);
Task<RoleDialogModel> VaryImage(string? provider, string? model, BotSharpFile image);
Task<RoleDialogModel> EditImage(string? provider, string? model, string text, BotSharpFile image);
Task<RoleDialogModel> EditImage(string? provider, string? model, string text, BotSharpFile image, BotSharpFile mask);
#endregion
#region Pdf

View file

@ -0,0 +1,7 @@
namespace BotSharp.Abstraction.Files.Models;
public class InputMessageFiles
{
public List<BotSharpFile> Files { get; set; } = new List<BotSharpFile>();
public BotSharpFile? Mask { get; set; }
}

View file

@ -18,4 +18,8 @@ public interface IImageCompletion
Task<RoleDialogModel> GetImageGeneration(Agent agent, RoleDialogModel message);
Task<RoleDialogModel> GetImageVariation(Agent agent, RoleDialogModel message, Stream image, string imageFileName);
Task<RoleDialogModel> GetImageEdits(Agent agent, RoleDialogModel message, Stream image, string imageFileName);
Task<RoleDialogModel> GetImageEdits(Agent agent, RoleDialogModel message, Stream image, string imageFileName, Stream mask, string maskFileName);
}

View file

@ -1,6 +1,6 @@
namespace BotSharp.Abstraction.Models;
public class MessageConfig
public class MessageConfig : InputMessageFiles
{
/// <summary>
/// Completion Provider

View file

@ -14,15 +14,15 @@ public partial class BotSharpFileService
return message;
}
public async Task<RoleDialogModel> VarifyImage(string? provider, string? model, BotSharpFile file)
public async Task<RoleDialogModel> VaryImage(string? provider, string? model, BotSharpFile image)
{
if (string.IsNullOrWhiteSpace(file?.FileUrl) && string.IsNullOrWhiteSpace(file?.FileData))
if (string.IsNullOrWhiteSpace(image?.FileUrl) && string.IsNullOrWhiteSpace(image?.FileData))
{
throw new ArgumentException($"Please fill in at least file url or file data!");
throw new ArgumentException($"Cannot find image url or data!");
}
var completion = CompletionProvider.GetImageCompletion(_services, provider: provider ?? "openai", model: model ?? "dall-e-2");
var bytes = await DownloadFile(file);
var bytes = await DownloadFile(image);
using var stream = new MemoryStream();
stream.Write(bytes, 0, bytes.Length);
stream.Position = 0;
@ -30,9 +30,61 @@ public partial class BotSharpFileService
var message = await completion.GetImageVariation(new Agent()
{
Id = Guid.Empty.ToString()
}, new RoleDialogModel(AgentRole.User, string.Empty), stream, file.FileName ?? string.Empty);
}, new RoleDialogModel(AgentRole.User, string.Empty), stream, image.FileName ?? string.Empty);
stream.Close();
return message;
}
public async Task<RoleDialogModel> EditImage(string? provider, string? model, string text, BotSharpFile image)
{
if (string.IsNullOrWhiteSpace(image?.FileUrl) && string.IsNullOrWhiteSpace(image?.FileData))
{
throw new ArgumentException($"Cannot find image url or data!");
}
var completion = CompletionProvider.GetImageCompletion(_services, provider: provider ?? "openai", model: model ?? "dall-e-2");
var bytes = await DownloadFile(image);
using var stream = new MemoryStream();
stream.Write(bytes, 0, bytes.Length);
stream.Position = 0;
var message = await completion.GetImageEdits(new Agent()
{
Id = Guid.Empty.ToString()
}, new RoleDialogModel(AgentRole.User, text), stream, image.FileName ?? string.Empty);
stream.Close();
return message;
}
public async Task<RoleDialogModel> EditImage(string? provider, string? model, string text, BotSharpFile image, BotSharpFile mask)
{
if ((string.IsNullOrWhiteSpace(image?.FileUrl) && string.IsNullOrWhiteSpace(image?.FileData)) ||
(string.IsNullOrWhiteSpace(mask?.FileUrl) && string.IsNullOrWhiteSpace(mask?.FileData)))
{
throw new ArgumentException($"Cannot find image/mask url or data");
}
var completion = CompletionProvider.GetImageCompletion(_services, provider: provider ?? "openai", model: model ?? "dall-e-2");
var imageBytes = await DownloadFile(image);
var maskBytes = await DownloadFile(mask);
using var imageStream = new MemoryStream();
imageStream.Write(imageBytes, 0, imageBytes.Length);
imageStream.Position = 0;
using var maskStream = new MemoryStream();
maskStream.Write(maskBytes, 0, maskBytes.Length);
maskStream.Position = 0;
var message = await completion.GetImageEdits(new Agent()
{
Id = Guid.Empty.ToString()
}, new RoleDialogModel(AgentRole.User, text), imageStream, image.FileName ?? string.Empty, maskStream, mask.FileName ?? string.Empty);
imageStream.Close();
maskStream.Close();
return message;
}

View file

@ -56,6 +56,7 @@ public class InstructModeController : ControllerBase
return await textCompletion.GetCompletion(input.Text, Guid.Empty.ToString(), Guid.NewGuid().ToString());
}
#region Chat
[HttpPost("/instruct/chat-completion")]
public async Task<string> ChatCompletion([FromBody] IncomingMessageModel input)
{
@ -75,7 +76,9 @@ public class InstructModeController : ControllerBase
});
return message.Content;
}
#endregion
#region Read image
[HttpPost("/instruct/multi-modal")]
public async Task<string> MultiModalCompletion([FromBody] IncomingMessageModel input)
{
@ -105,7 +108,9 @@ public class InstructModeController : ControllerBase
return error;
}
}
#endregion
#region Generate image
[HttpPost("/instruct/image-generation")]
public async Task<ImageGenerationViewModel> ImageGeneration([FromBody] IncomingMessageModel input)
{
@ -129,7 +134,9 @@ public class InstructModeController : ControllerBase
return imageViewModel;
}
}
#endregion
#region Edit image
[HttpPost("/instruct/image-variation")]
public async Task<ImageGenerationViewModel> ImageVariation([FromBody] IncomingMessageModel input)
{
@ -140,12 +147,12 @@ public class InstructModeController : ControllerBase
try
{
var file = input.Files.FirstOrDefault(x => !string.IsNullOrWhiteSpace(x.FileUrl) || !string.IsNullOrWhiteSpace(x.FileData));
if (file == null)
var image = input.Files.FirstOrDefault(x => !string.IsNullOrWhiteSpace(x.FileUrl) || !string.IsNullOrWhiteSpace(x.FileData));
if (image == null)
{
return new ImageGenerationViewModel { Message = "Error! Cannot find an image!" };
}
var message = await fileService.VarifyImage(input.Provider, input.Model, file);
var message = await fileService.VaryImage(input.Provider, input.Model, image);
imageViewModel.Content = message.Content;
imageViewModel.Images = message.GeneratedImages.Select(x => ImageViewModel.ToViewModel(x)).ToList();
return imageViewModel;
@ -159,6 +166,67 @@ public class InstructModeController : ControllerBase
}
}
[HttpPost("/instruct/image-edit")]
public async Task<ImageGenerationViewModel> ImageEdit([FromBody] IncomingMessageModel input)
{
var fileService = _services.GetRequiredService<IBotSharpFileService>();
var state = _services.GetRequiredService<IConversationStateService>();
input.States.ForEach(x => state.SetState(x.Key, x.Value, activeRounds: x.ActiveRounds, source: StateSource.External));
var imageViewModel = new ImageGenerationViewModel();
try
{
var image = input.Files.FirstOrDefault(x => !string.IsNullOrWhiteSpace(x.FileUrl) || !string.IsNullOrWhiteSpace(x.FileData));
if (image == null)
{
return new ImageGenerationViewModel { Message = "Error! Cannot find an image!" };
}
var message = await fileService.EditImage(input.Provider, input.Model, input.Text, image);
imageViewModel.Content = message.Content;
imageViewModel.Images = message.GeneratedImages.Select(x => ImageViewModel.ToViewModel(x)).ToList();
return imageViewModel;
}
catch (Exception ex)
{
var error = $"Error in image edit. {ex.Message}";
_logger.LogError(error);
imageViewModel.Message = error;
return imageViewModel;
}
}
[HttpPost("/instruct/image-mask-edit")]
public async Task<ImageGenerationViewModel> ImageMaskEdit([FromBody] IncomingMessageModel input)
{
var fileService = _services.GetRequiredService<IBotSharpFileService>();
var state = _services.GetRequiredService<IConversationStateService>();
input.States.ForEach(x => state.SetState(x.Key, x.Value, activeRounds: x.ActiveRounds, source: StateSource.External));
var imageViewModel = new ImageGenerationViewModel();
try
{
var image = input.Files.FirstOrDefault(x => !string.IsNullOrWhiteSpace(x.FileUrl) || !string.IsNullOrWhiteSpace(x.FileData));
var mask = input.Mask;
if (image == null || mask == null)
{
return new ImageGenerationViewModel { Message = "Error! Cannot find an image or mask!" };
}
var message = await fileService.EditImage(input.Provider, input.Model, input.Text, image, mask);
imageViewModel.Content = message.Content;
imageViewModel.Images = message.GeneratedImages.Select(x => ImageViewModel.ToViewModel(x)).ToList();
return imageViewModel;
}
catch (Exception ex)
{
var error = $"Error in image mask edit. {ex.Message}";
_logger.LogError(error);
imageViewModel.Message = error;
return imageViewModel;
}
}
#endregion
#region Pdf
[HttpPost("/instruct/pdf-completion")]
public async Task<PdfCompletionViewModel> PdfCompletion([FromBody] IncomingMessageModel input)
{
@ -181,4 +249,5 @@ public class InstructModeController : ControllerBase
return viewModel;
}
}
#endregion
}

View file

@ -0,0 +1,66 @@
using OpenAI.Images;
namespace BotSharp.Plugin.AzureOpenAI.Providers.Image;
public partial class ImageCompletionProvider
{
public async Task<RoleDialogModel> GetImageEdits(Agent agent, RoleDialogModel message, Stream image, string imageFileName)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (prompt, imageCount, options) = PrepareEditOptions(message);
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImageEdits(image, imageFileName, prompt, imageCount, options);
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
CurrentAgentId = agent.Id,
MessageId = message?.MessageId ?? string.Empty,
GeneratedImages = generatedImages
};
return await Task.FromResult(responseMessage);
}
public async Task<RoleDialogModel> GetImageEdits(Agent agent, RoleDialogModel message,
Stream image, string imageFileName, Stream mask, string maskFileName)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (prompt, imageCount, options) = PrepareEditOptions(message);
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImageEdits(image, imageFileName, prompt, mask, maskFileName, imageCount, options);
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
CurrentAgentId = agent.Id,
MessageId = message?.MessageId ?? string.Empty,
GeneratedImages = generatedImages
};
return await Task.FromResult(responseMessage);
}
private (string, int, ImageEditOptions) PrepareEditOptions(RoleDialogModel message)
{
var prompt = message?.Payload ?? message?.Content ?? string.Empty;
var state = _services.GetRequiredService<IConversationStateService>();
var size = GetImageSize(state.GetState("image_size"));
var format = GetImageFormat(state.GetState("image_format"));
var count = GetImageCount(state.GetState("image_count", "1"));
var options = new ImageEditOptions
{
Size = size,
ResponseFormat = format
};
return (prompt, count, options);
}
}

View file

@ -7,36 +7,13 @@ public partial class ImageCompletionProvider
public async Task<RoleDialogModel> GetImageGeneration(Agent agent, RoleDialogModel message)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (prompt, imageCount, options) = PrepareOptions(message);
var (prompt, imageCount, options) = PrepareGenerationOptions(message);
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImages(prompt, imageCount, options);
var values = response.Value;
var generatedImages = new List<ImageGeneration>();
foreach (var value in values)
{
if (value == null) continue;
var generatedImage = new ImageGeneration { Description = value?.RevisedPrompt ?? string.Empty };
if (options.ResponseFormat == GeneratedImageFormat.Uri)
{
generatedImage.ImageUrl = value?.ImageUri?.AbsoluteUri ?? string.Empty;
}
else if (options.ResponseFormat == GeneratedImageFormat.Bytes)
{
var base64Str = string.Empty;
var bytes = value?.ImageBytes?.ToArray();
if (!bytes.IsNullOrEmpty())
{
base64Str = Convert.ToBase64String(bytes);
}
generatedImage.ImageData = base64Str;
}
generatedImages.Add(generatedImage);
}
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
@ -48,7 +25,7 @@ public partial class ImageCompletionProvider
return await Task.FromResult(responseMessage);
}
private (string, int, ImageGenerationOptions) PrepareOptions(RoleDialogModel message)
private (string, int, ImageGenerationOptions) PrepareGenerationOptions(RoleDialogModel message)
{
var prompt = message?.Payload ?? message?.Content ?? string.Empty;

View file

@ -7,36 +7,13 @@ public partial class ImageCompletionProvider
public async Task<RoleDialogModel> GetImageVariation(Agent agent, RoleDialogModel message, Stream image, string imageFileName)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (imageCount, options) = PrepareOptions();
var (imageCount, options) = PrepareVariationOptions();
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImageVariations(image, imageFileName, imageCount, options);
var values = response.Value;
var generatedImages = new List<ImageGeneration>();
foreach (var value in values)
{
if (value == null) continue;
var generatedImage = new ImageGeneration { Description = value?.RevisedPrompt ?? string.Empty };
if (options.ResponseFormat == GeneratedImageFormat.Uri)
{
generatedImage.ImageUrl = value?.ImageUri?.AbsoluteUri ?? string.Empty;
}
else if (options.ResponseFormat == GeneratedImageFormat.Bytes)
{
var base64Str = string.Empty;
var bytes = value?.ImageBytes?.ToArray();
if (!bytes.IsNullOrEmpty())
{
base64Str = Convert.ToBase64String(bytes);
}
generatedImage.ImageData = base64Str;
}
generatedImages.Add(generatedImage);
}
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
@ -48,7 +25,7 @@ public partial class ImageCompletionProvider
return await Task.FromResult(responseMessage);
}
private (int, ImageVariationOptions) PrepareOptions()
private (int, ImageVariationOptions) PrepareVariationOptions()
{
var state = _services.GetRequiredService<IConversationStateService>();
var size = GetImageSize(state.GetState("image_size"));

View file

@ -31,6 +31,34 @@ public partial class ImageCompletionProvider : IImageCompletion
}
#region Private methods
private List<ImageGeneration> GetImageGenerations(GeneratedImageCollection images, GeneratedImageFormat? format)
{
var generatedImages = new List<ImageGeneration>();
foreach (var image in images)
{
if (image == null) continue;
var generatedImage = new ImageGeneration { Description = image?.RevisedPrompt ?? string.Empty };
if (format == GeneratedImageFormat.Uri)
{
generatedImage.ImageUrl = image?.ImageUri?.AbsoluteUri ?? string.Empty;
}
else if (format == GeneratedImageFormat.Bytes)
{
var base64Str = string.Empty;
var bytes = image?.ImageBytes?.ToArray();
if (!bytes.IsNullOrEmpty())
{
base64Str = Convert.ToBase64String(bytes);
}
generatedImage.ImageData = base64Str;
}
generatedImages.Add(generatedImage);
}
return generatedImages;
}
private GeneratedImageSize GetImageSize(string size)
{
var value = !string.IsNullOrEmpty(size) ? size : "1024x1024";

View file

@ -0,0 +1,67 @@
using OpenAI.Images;
using static System.Net.Mime.MediaTypeNames;
namespace BotSharp.Plugin.OpenAI.Providers.Image;
public partial class ImageCompletionProvider
{
public async Task<RoleDialogModel> GetImageEdits(Agent agent, RoleDialogModel message, Stream image, string imageFileName)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (prompt, imageCount, options) = PrepareEditOptions(message);
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImageEdits(image, imageFileName, prompt, imageCount, options);
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
CurrentAgentId = agent.Id,
MessageId = message?.MessageId ?? string.Empty,
GeneratedImages = generatedImages
};
return await Task.FromResult(responseMessage);
}
public async Task<RoleDialogModel> GetImageEdits(Agent agent, RoleDialogModel message,
Stream image, string imageFileName, Stream mask, string maskFileName)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (prompt, imageCount, options) = PrepareEditOptions(message);
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImageEdits(image, imageFileName, prompt, mask, maskFileName, imageCount, options);
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
CurrentAgentId = agent.Id,
MessageId = message?.MessageId ?? string.Empty,
GeneratedImages = generatedImages
};
return await Task.FromResult(responseMessage);
}
private (string, int, ImageEditOptions) PrepareEditOptions(RoleDialogModel message)
{
var prompt = message?.Payload ?? message?.Content ?? string.Empty;
var state = _services.GetRequiredService<IConversationStateService>();
var size = GetImageSize(state.GetState("image_size"));
var format = GetImageFormat(state.GetState("image_format"));
var count = GetImageCount(state.GetState("image_count", "1"));
var options = new ImageEditOptions
{
Size = size,
ResponseFormat = format
};
return (prompt, count, options);
}
}

View file

@ -7,36 +7,13 @@ public partial class ImageCompletionProvider
public async Task<RoleDialogModel> GetImageGeneration(Agent agent, RoleDialogModel message)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (prompt, imageCount, options) = PrepareOptions(message);
var (prompt, imageCount, options) = PrepareGenerationOptions(message);
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImages(prompt, imageCount, options);
var values = response.Value;
var generatedImages = new List<ImageGeneration>();
foreach (var value in values)
{
if (value == null) continue;
var generatedImage = new ImageGeneration { Description = value?.RevisedPrompt ?? string.Empty };
if (options.ResponseFormat == GeneratedImageFormat.Uri)
{
generatedImage.ImageUrl = value?.ImageUri?.AbsoluteUri ?? string.Empty;
}
else if (options.ResponseFormat == GeneratedImageFormat.Bytes)
{
var base64Str = string.Empty;
var bytes = value?.ImageBytes?.ToArray();
if (!bytes.IsNullOrEmpty())
{
base64Str = Convert.ToBase64String(bytes);
}
generatedImage.ImageData = base64Str;
}
generatedImages.Add(generatedImage);
}
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
@ -48,7 +25,7 @@ public partial class ImageCompletionProvider
return await Task.FromResult(responseMessage);
}
private (string, int, ImageGenerationOptions) PrepareOptions(RoleDialogModel message)
private (string, int, ImageGenerationOptions) PrepareGenerationOptions(RoleDialogModel message)
{
var prompt = message?.Payload ?? message?.Content ?? string.Empty;

View file

@ -7,36 +7,13 @@ public partial class ImageCompletionProvider
public async Task<RoleDialogModel> GetImageVariation(Agent agent, RoleDialogModel message, Stream image, string imageFileName)
{
var client = ProviderHelper.GetClient(Provider, _model, _services);
var (imageCount, options) = PrepareOptions();
var (imageCount, options) = PrepareVariationOptions();
var imageClient = client.GetImageClient(_model);
var response = imageClient.GenerateImageVariations(image, imageFileName, imageCount, options);
var values = response.Value;
var generatedImages = new List<ImageGeneration>();
foreach (var value in values)
{
if (value == null) continue;
var generatedImage = new ImageGeneration { Description = value?.RevisedPrompt ?? string.Empty };
if (options.ResponseFormat == GeneratedImageFormat.Uri)
{
generatedImage.ImageUrl = value?.ImageUri?.AbsoluteUri ?? string.Empty;
}
else if (options.ResponseFormat == GeneratedImageFormat.Bytes)
{
var base64Str = string.Empty;
var bytes = value?.ImageBytes?.ToArray();
if (!bytes.IsNullOrEmpty())
{
base64Str = Convert.ToBase64String(bytes);
}
generatedImage.ImageData = base64Str;
}
generatedImages.Add(generatedImage);
}
var images = response.Value;
var generatedImages = GetImageGenerations(images, options.ResponseFormat);
var content = string.Join("\r\n", generatedImages.Where(x => !string.IsNullOrWhiteSpace(x.Description)).Select(x => x.Description));
var responseMessage = new RoleDialogModel(AgentRole.Assistant, content)
{
@ -48,7 +25,7 @@ public partial class ImageCompletionProvider
return await Task.FromResult(responseMessage);
}
private (int, ImageVariationOptions) PrepareOptions()
private (int, ImageVariationOptions) PrepareVariationOptions()
{
var state = _services.GetRequiredService<IConversationStateService>();
var size = GetImageSize(state.GetState("image_size"));

View file

@ -1,3 +1,5 @@
using Microsoft.Extensions.Options;
using Newtonsoft.Json.Linq;
using OpenAI.Images;
namespace BotSharp.Plugin.OpenAI.Providers.Image;
@ -31,6 +33,34 @@ public partial class ImageCompletionProvider : IImageCompletion
}
#region Private methods
private List<ImageGeneration> GetImageGenerations(GeneratedImageCollection images, GeneratedImageFormat? format)
{
var generatedImages = new List<ImageGeneration>();
foreach (var image in images)
{
if (image == null) continue;
var generatedImage = new ImageGeneration { Description = image?.RevisedPrompt ?? string.Empty };
if (format == GeneratedImageFormat.Uri)
{
generatedImage.ImageUrl = image?.ImageUri?.AbsoluteUri ?? string.Empty;
}
else if (format == GeneratedImageFormat.Bytes)
{
var base64Str = string.Empty;
var bytes = image?.ImageBytes?.ToArray();
if (!bytes.IsNullOrEmpty())
{
base64Str = Convert.ToBase64String(bytes);
}
generatedImage.ImageData = base64Str;
}
generatedImages.Add(generatedImage);
}
return generatedImages;
}
private GeneratedImageSize GetImageSize(string size)
{
var value = !string.IsNullOrEmpty(size) ? size : "1024x1024";