using DramaLing.Api.Data;
using DramaLing.Api.Models.DTOs;
using DramaLing.Api.Models.Entities;
// Services.AI namespace removed
using DramaLing.Api.Services;
using DramaLing.Api.Services.Storage;
using Microsoft.EntityFrameworkCore;
using System.Diagnostics;
using System.Text.Json;

namespace DramaLing.Api.Services;

public class ImageGenerationOrchestrator : IImageGenerationOrchestrator
{
    private readonly IServiceProvider _serviceProvider;
    private readonly ILogger<ImageGenerationOrchestrator> _logger;

    public ImageGenerationOrchestrator(
        IServiceProvider serviceProvider,
        ILogger<ImageGenerationOrchestrator> logger)
    {
        _serviceProvider = serviceProvider ?? throw new ArgumentNullException(nameof(serviceProvider));
        _logger = logger ?? throw new ArgumentNullException(nameof(logger));
    }

    public async Task<GenerationRequestResult> StartGenerationAsync(Guid flashcardId, GenerationRequest request)
    {
        using var scope = _serviceProvider.CreateScope();
        var dbContext = scope.ServiceProvider.GetRequiredService<DramaLingDbContext>();

        try
        {
            // 檢查詞卡是否存在
            var flashcard = await dbContext.Flashcards.FindAsync(flashcardId);
            if (flashcard == null)
            {
                throw new ArgumentException($"Flashcard {flashcardId} not found");
            }

            // 建立生成請求記錄
            var generationRequest = new ImageGenerationRequest
            {
                Id = Guid.NewGuid(),
                UserId = request.UserId,
                FlashcardId = flashcardId,
                OverallStatus = "pending",
                GeminiStatus = "pending",
                ReplicateStatus = "pending",
                OriginalRequest = JsonSerializer.Serialize(request),
                CreatedAt = DateTime.UtcNow
            };

            dbContext.ImageGenerationRequests.Add(generationRequest);
            await dbContext.SaveChangesAsync();

            _logger.LogInformation("Created generation request {RequestId} for flashcard {FlashcardId}",
                generationRequest.Id, flashcardId);

            // 後台執行兩階段生成流程 - 使用獨立的 scope
            _ = Task.Run(async () =>
            {
                try
                {
                    await ExecuteGenerationPipelineAsync(generationRequest.Id);
                }
                catch (Exception ex)
                {
                    _logger.LogError(ex, "Background generation pipeline failed for request {RequestId}", generationRequest.Id);
                }
            });

            return new GenerationRequestResult
            {
                RequestId = generationRequest.Id,
                OverallStatus = "pending",
                CurrentStage = "description_generation",
                EstimatedTimeMinutes = new EstimatedTimeDto
                {
                    Gemini = 0.5,
                    Replicate = 2.0,
                    Total = 2.5
                },
                CostEstimate = new CostEstimateDto
                {
                    Gemini = 0.002m,
                    Replicate = 0.025m,
                    Total = 0.027m
                }
            };
        }
        catch (Exception ex)
        {
            _logger.LogError(ex, "Failed to start generation for flashcard {FlashcardId}", flashcardId);
            throw;
        }
    }

    public async Task<GenerationStatusResponse> GetGenerationStatusAsync(Guid requestId)
    {
        using var scope = _serviceProvider.CreateScope();
        var dbContext = scope.ServiceProvider.GetRequiredService<DramaLingDbContext>();
        var storageService = scope.ServiceProvider.GetRequiredService<IImageStorageService>();

        var request = await dbContext.ImageGenerationRequests
            .Include(r => r.GeneratedImage)
            .FirstOrDefaultAsync(r => r.Id == requestId);

        if (request == null)
        {
            throw new ArgumentException($"Generation request {requestId} not found");
        }

        return new GenerationStatusResponse
        {
            RequestId = request.Id,
            OverallStatus = request.OverallStatus,
            Stages = new StageStatusDto
            {
                Gemini = new GeminiStageDto
                {
                    Status = request.GeminiStatus,
                    StartedAt = request.GeminiStartedAt,
                    CompletedAt = request.GeminiCompletedAt,
                    ProcessingTimeMs = request.GeminiProcessingTimeMs,
                    Cost = request.GeminiCost,
                    GeneratedDescription = request.GeneratedDescription
                },
                Replicate = new ReplicateStageDto
                {
                    Status = request.ReplicateStatus,
                    StartedAt = request.ReplicateStartedAt,
                    CompletedAt = request.ReplicateCompletedAt,
                    ProcessingTimeMs = request.ReplicateProcessingTimeMs,
                    Cost = request.ReplicateCost
                }
            },
            TotalCost = request.TotalCost,
            CompletedAt = request.CompletedAt,
            Result = request.GeneratedImage != null ? new GenerationResultDto
            {
                ImageUrl = await storageService.GetImageUrlAsync(request.GeneratedImage.RelativePath),
                ImageId = request.GeneratedImage.Id.ToString(),
                QualityScore = request.GeneratedImage.QualityScore,
                Dimensions = new DimensionsDto
                {
                    Width = request.GeneratedImage.ImageWidth ?? 512,
                    Height = request.GeneratedImage.ImageHeight ?? 512
                },
                FileSize = request.GeneratedImage.FileSize
            } : null
        };
    }

    public async Task<bool> CancelGenerationAsync(Guid requestId)
    {
        using var scope = _serviceProvider.CreateScope();
        var dbContext = scope.ServiceProvider.GetRequiredService<DramaLingDbContext>();

        try
        {
            var request = await dbContext.ImageGenerationRequests.FindAsync(requestId);
            if (request == null || request.OverallStatus == "completed")
            {
                return false;
            }

            request.OverallStatus = "cancelled";
            await dbContext.SaveChangesAsync();

            _logger.LogInformation("Generation request {RequestId} cancelled", requestId);
            return true;
        }
        catch (Exception ex)
        {
            _logger.LogError(ex, "Failed to cancel generation request {RequestId}", requestId);
            return false;
        }
    }

    private async Task ExecuteGenerationPipelineAsync(Guid requestId)
    {
        var totalStopwatch = Stopwatch.StartNew();

        // 使用獨立的 scope 避免 DbContext 生命週期問題
        using var scope = _serviceProvider.CreateScope();
        var dbContext = scope.ServiceProvider.GetRequiredService<DramaLingDbContext>();
        var geminiService = scope.ServiceProvider.GetRequiredService<IGeminiService>();
        var replicateService = scope.ServiceProvider.GetRequiredService<IReplicateService>();
        var storageService = scope.ServiceProvider.GetRequiredService<IImageStorageService>();
        var imageProcessingService = scope.ServiceProvider.GetRequiredService<IImageProcessingService>();

        try
        {
            _logger.LogInformation("Starting generation pipeline for request {RequestId}", requestId);

            var request = await dbContext.ImageGenerationRequests
                .Include(r => r.Flashcard)
                .FirstOrDefaultAsync(r => r.Id == requestId);

            if (request == null)
            {
                _logger.LogError("Generation request {RequestId} not found in pipeline", requestId);
                return;
            }

            var options = JsonSerializer.Deserialize<GenerationRequest>(request.OriginalRequest);

            // 第一階段：Gemini 描述生成
            _logger.LogInformation("Starting Gemini description generation for request {RequestId}", requestId);

            await UpdateRequestStatusAsync(dbContext, requestId, "description_generating", "processing", "pending");

            var optimizedPrompt = await geminiService.GenerateImageDescriptionAsync(
                request.Flashcard,
                options?.Options ?? new GenerationOptionsDto());

            if (string.IsNullOrWhiteSpace(optimizedPrompt))
            {
                await MarkRequestAsFailedAsync(dbContext, requestId, "gemini", "Generated prompt is empty");
                return;
            }

            // 更新 Gemini 結果
            await UpdateGeminiResultAsync(dbContext, requestId, optimizedPrompt);

            // 第二階段：Replicate 圖片生成
            _logger.LogInformation("Starting Replicate image generation for request {RequestId}", requestId);

            await UpdateRequestStatusAsync(dbContext, requestId, "image_generating", "completed", "processing");

            // 強制使用正確的模型名稱，避免參數傳遞錯誤
            var modelName = "ideogram-v2a-turbo";
            _logger.LogInformation("Using Replicate model: {ModelName}", modelName);

            var imageResult = await replicateService.GenerateImageAsync(
                optimizedPrompt,
                modelName,
                new ReplicateGenerationOptions
                {
                    Width = options?.Width ?? 512,
                    Height = options?.Height ?? 512,
                    TimeoutMinutes = 5
                });

            if (!imageResult.Success)
            {
                await MarkRequestAsFailedAsync(dbContext, requestId, "replicate", imageResult.Error);
                return;
            }

            // 下載並儲存圖片
            var savedImage = await SaveGeneratedImageAsync(dbContext, storageService, imageProcessingService, request, optimizedPrompt, imageResult);

            // 完成請求
            await CompleteRequestAsync(dbContext, requestId, savedImage.Id, totalStopwatch.ElapsedMilliseconds);

            _logger.LogInformation("Generation pipeline completed successfully for request {RequestId} in {ElapsedMs}ms",
                requestId, totalStopwatch.ElapsedMilliseconds);
        }
        catch (Exception ex)
        {
            totalStopwatch.Stop();
            _logger.LogError(ex, "Generation pipeline failed for request {RequestId}", requestId);
            await MarkRequestAsFailedAsync(dbContext, requestId, "system", ex.Message);
        }
    }

    private async Task UpdateRequestStatusAsync(DramaLingDbContext dbContext, Guid requestId, string overallStatus, string geminiStatus, string replicateStatus)
    {
        var request = await dbContext.ImageGenerationRequests.FindAsync(requestId);
        if (request == null) return;

        request.OverallStatus = overallStatus;
        request.GeminiStatus = geminiStatus;
        request.ReplicateStatus = replicateStatus;

        if (geminiStatus == "processing" && request.GeminiStartedAt == null)
        {
            request.GeminiStartedAt = DateTime.UtcNow;
        }

        if (replicateStatus == "processing" && request.ReplicateStartedAt == null)
        {
            request.ReplicateStartedAt = DateTime.UtcNow;
        }

        await dbContext.SaveChangesAsync();
    }

    private async Task UpdateGeminiResultAsync(DramaLingDbContext dbContext, Guid requestId, string optimizedPrompt)
    {
        var request = await dbContext.ImageGenerationRequests.FindAsync(requestId);
        if (request == null) return;

        request.GeminiStatus = "completed";
        request.GeminiCompletedAt = DateTime.UtcNow;
        request.GeneratedDescription = "Gemini generated description"; // 簡化版本
        request.FinalReplicatePrompt = optimizedPrompt;
        request.GeminiCost = 0.002m; // 預設成本
        request.GeminiProcessingTimeMs = 30000; // 預設時間

        await dbContext.SaveChangesAsync();
    }

    private async Task<ExampleImage> SaveGeneratedImageAsync(
        DramaLingDbContext dbContext,
        IImageStorageService storageService,
        IImageProcessingService imageProcessingService,
        ImageGenerationRequest request,
        string optimizedPrompt,
        ReplicateImageResult imageResult)
    {
        // 下載原圖 (1024x1024)
        using var httpClient = new HttpClient();
        var originalBytes = await httpClient.GetByteArrayAsync(imageResult.ImageUrl);

        _logger.LogInformation("Downloaded original image: {OriginalSize}KB", originalBytes.Length / 1024);

        // 壓縮為 512x512
        var resizedBytes = await imageProcessingService.ResizeImageAsync(originalBytes, 512, 512);
        var imageStream = new MemoryStream(resizedBytes);

        // 生成檔案名稱
        var fileName = $"{request.FlashcardId}_{Guid.NewGuid()}.png";

        // 儲存到本地/雲端
        var relativePath = await storageService.SaveImageAsync(imageStream, fileName);

        // 建立 ExampleImage 記錄
        var exampleImage = new ExampleImage
        {
            Id = Guid.NewGuid(),
            RelativePath = relativePath,
            AltText = $"Example image for {request.Flashcard?.Word}",
            GeminiPrompt = request.GeminiPrompt,
            GeminiDescription = request.GeneratedDescription,
            ReplicatePrompt = optimizedPrompt,
            ReplicateModel = "ideogram-v2a-turbo",
            GeminiCost = request.GeminiCost ?? 0.002m,
            ReplicateCost = imageResult.Cost,
            TotalGenerationCost = (request.GeminiCost ?? 0.002m) + imageResult.Cost,
            FileSize = resizedBytes.Length,  // 使用壓縮後的檔案大小
            ImageWidth = 512,
            ImageHeight = 512,
            ContentHash = ComputeHash(resizedBytes),  // 使用壓縮後的檔案計算 hash
            ModerationStatus = "pending",
            CreatedAt = DateTime.UtcNow,
            UpdatedAt = DateTime.UtcNow
        };

        dbContext.ExampleImages.Add(exampleImage);

        // 建立詞卡圖片關聯
        var flashcardImage = new FlashcardExampleImage
        {
            FlashcardId = request.FlashcardId,
            ExampleImageId = exampleImage.Id,
            DisplayOrder = 1,
            IsPrimary = true,
            ContextRelevance = 1.0m,
            CreatedAt = DateTime.UtcNow
        };

        dbContext.FlashcardExampleImages.Add(flashcardImage);
        await dbContext.SaveChangesAsync();

        return exampleImage;
    }

    private async Task CompleteRequestAsync(DramaLingDbContext dbContext, Guid requestId, Guid imageId, long totalProcessingTimeMs)
    {
        var request = await dbContext.ImageGenerationRequests.FindAsync(requestId);
        if (request == null) return;

        request.OverallStatus = "completed";
        request.ReplicateStatus = "completed";
        request.GeneratedImageId = imageId;
        request.CompletedAt = DateTime.UtcNow;
        request.ReplicateCompletedAt = DateTime.UtcNow;
        request.TotalProcessingTimeMs = (int)totalProcessingTimeMs;
        request.TotalCost = (request.GeminiCost ?? 0) + (request.ReplicateCost ?? 0);

        await dbContext.SaveChangesAsync();
    }

    private async Task MarkRequestAsFailedAsync(DramaLingDbContext dbContext, Guid requestId, string stage, string? errorMessage)
    {
        var request = await dbContext.ImageGenerationRequests.FindAsync(requestId);
        if (request == null) return;

        request.OverallStatus = "failed";

        switch (stage.ToLower())
        {
            case "gemini":
                request.GeminiStatus = "failed";
                request.GeminiErrorMessage = errorMessage;
                request.GeminiCompletedAt = DateTime.UtcNow;
                break;
            case "replicate":
                request.ReplicateStatus = "failed";
                request.ReplicateErrorMessage = errorMessage;
                request.ReplicateCompletedAt = DateTime.UtcNow;
                break;
            default:
                request.GeminiErrorMessage = errorMessage;
                request.ReplicateErrorMessage = errorMessage;
                break;
        }

        request.CompletedAt = DateTime.UtcNow;

        await dbContext.SaveChangesAsync();

        _logger.LogError("Generation request {RequestId} marked as failed at stage {Stage}: {Error}",
            requestId, stage, errorMessage);
    }

    private static string ComputeHash(byte[] bytes)
    {
        using var sha256 = System.Security.Cryptography.SHA256.Create();
        var hashBytes = sha256.ComputeHash(bytes);
        return Convert.ToHexString(hashBytes);
    }
}