QYZH.InteractiveMagazine/QYZH.InteractiveMagazine.WorkService/Consumers/JournalTaskReceiveConsumer.cs

using QYZH.InteractiveMagazine.Infrastructure.OSS;
using QYZH.InteractiveMagazine.Models.Entity;
using QYZH.InteractiveMagazine.Models.Enum;
using SqlSugar;
using System.Net.Http.Headers;
using System.Text;
using System.Text.Json;
using System.Text.Json.Serialization;

namespace QYZH.InteractiveMagazine.WorkService.Consumers;

/// <summary>
/// 期刊任务接收消费者
/// </summary>
public class JournalTaskReceiveConsumer(
    ILogger<JournalTaskReceiveConsumer> logger,
    IConfiguration configuration,
    IServiceScopeFactory scopeFactory,
    IHttpClientFactory httpClientFactory,
    OssService ossService) : IQueueConsumer
{
    private const int DefaultAiScoreMaxRetryCount = 3;
    private const int DefaultAiScoreRetryDelayMilliseconds = 1000;
    private const int DefaultAiMaxConcurrency = 1;
    private const long DefaultMaxImageBytes = 10 * 1024 * 1024;
    private const float DefaultCompletionThreshold = 80;
    private const float DefaultCommunityScoreThreshold = 90;
    private const string InvalidAnswerResult = "作答内容不符合要求";
    private const string AiProcessingMessage = "AI批阅中，请稍后";
    private static readonly object AiSemaphoreLock = new();
    private static SemaphoreSlim? aiSemaphore;
    private static int aiSemaphoreLimit;

    public string Exchange => "ex.journal";

    public string QueueName => "mq.journal.task.receive";

    public string RoutingKey => "rk.journal.task.receive";

    public async Task HandleAsync(byte[] body, CancellationToken cancellationToken = default)
    {
        var message = Encoding.UTF8.GetString(body);
        logger.LogInformation("收到期刊任务消息: {Message}", message);

        using var scope = scopeFactory.CreateScope();
        var client = scope.ServiceProvider.GetRequiredService<ISqlSugarClient>();
        var data = JsonSerializer.Deserialize<QuestionData>(message, new JsonSerializerOptions
        {
            PropertyNameCaseInsensitive = true
        }) ?? throw new InvalidOperationException("期刊任务消息内容为空");
        data.Normalize();

        if (data.Questions == null || data.Questions.Length == 0)
        {
            logger.LogWarning("期刊任务消息没有题目，UserId: {UserId}, JournalId: {JournalId}, PageId: {PageId}", data.UserId, data.JournalId, data.PageId);
            return;
        }

        var taskIds = data.Questions.Select(q => q.Id).Distinct().ToList();
        var tasks = await client.Queryable<JournalPageTask>()
            .Where(t => taskIds.Contains(t.Id) && !t.IsDeleted)
            .ToListAsync(cancellationToken);
        var taskMap = tasks.ToDictionary(t => t.Id);
        var groupIds = tasks.Select(t => t.GroupId > 0 ? t.GroupId : t.Id).Distinct().ToList();
        var groupTasks = await client.Queryable<JournalPageTask>()
            .Where(t => groupIds.Contains(t.GroupId) && !t.IsDeleted)
            .ToListAsync(cancellationToken);
        var persistedTaskMap = groupTasks
            .GroupBy(t => t.GroupId > 0 ? t.GroupId : t.Id)
            .ToDictionary(
                g => g.Key,
                g => g.FirstOrDefault(t => t.Id == g.Key)
                    ?? g.OrderBy(t => t.Id).First());
        var groupTaskIds = groupTasks.Select(t => t.Id).Distinct().ToList();
        var referenceAnswers = await client.Queryable<JournalPageTaskAnswer>()
            .Where(a => groupTaskIds.Contains(a.JournalPageTaskId) && !a.IsDeleted)
            .ToListAsync(cancellationToken);
        var referenceAnswerMap = referenceAnswers
            .GroupBy(a => a.JournalPageTaskId)
            .ToDictionary(g => g.Key, g => g.ToList());

        var pageIds = groupTasks.Select(t => t.JournalPageId).Append(data.PageId).Distinct().ToList();
        var pages = await client.Queryable<JournalPage>()
            .Where(p => pageIds.Contains(p.Id) && !p.IsDeleted)
            .ToListAsync(cancellationToken);
        var pageMap = pages.ToDictionary(p => p.Id);

        var existingAnswers = await client.Queryable<JournalPageTaskUserAnswer>()
            .Where(a => a.UserId == data.UserId && groupTaskIds.Contains(a.JournalPageTaskId) && !a.IsDeleted)
            .ToListAsync(cancellationToken);
        var existingAnswerMap = existingAnswers
            .GroupBy(a => a.JournalPageTaskId)
            .ToDictionary(g => g.Key, g => g.OrderByDescending(a => a.UpdatedAt ?? a.CreatedAt).First());

        var questionContexts = new List<JournalQuestionContext>();
        var answerContexts = new List<JournalAnswerContext>();
        foreach (var question in data.Questions)
        {
            if (!taskMap.TryGetValue(question.Id, out var task))
            {
                logger.LogWarning("未找到期刊任务，TaskId: {TaskId}, UserId: {UserId}", question.Id, data.UserId);
                continue;
            }

            if (!task.NeedAiProcess)
            {
                logger.LogInformation("期刊任务配置为人工批改，跳过AI评分，TaskId: {TaskId}, UserId: {UserId}", task.Id, data.UserId);
                continue;
            }

            pageMap.TryGetValue(task.JournalPageId, out var taskPage);
            questionContexts.Add(new JournalQuestionContext(question, task, taskPage));
        }

        foreach (var scoreUnit in BuildScoreUnits(questionContexts))
        {
            var persistedContext = BuildPersistedContext(scoreUnit, persistedTaskMap, pageMap);
            if (persistedContext == null)
            {
                logger.LogWarning("期刊任务评分单元缺少可入库任务，UserId: {UserId}, GroupId: {GroupId}",
                    data.UserId, scoreUnit.GroupId);
                continue;
            }

            if (IsCompletedSameAnswer(scoreUnit, persistedContext.Task, data, existingAnswerMap))
            {
                logger.LogInformation("期刊任务作答已完成且内容未变化，跳过AI评分，UserId: {UserId}, GroupId: {GroupId}, TaskIds: {TaskIds}",
                    data.UserId, scoreUnit.GroupId, string.Join(",", scoreUnit.Questions.Select(q => q.Task.Id)));
                continue;
            }

            try
            {
                var scoreResult = await ScoreQuestionAsync(scoreUnit, referenceAnswerMap, cancellationToken);
                var normalizedResult = NormalizeScoreResult(scoreResult, persistedContext.Task);
                answerContexts.Add(new JournalAnswerContext(
                    BuildAnswerEntity(data, scoreUnit, persistedContext.Question, persistedContext.Task, persistedContext.Page, normalizedResult, GetCompletionThreshold()),
                    persistedContext.Question,
                    persistedContext.Task,
                    normalizedResult));
                LogSkippedGroupTasks(scoreUnit, persistedContext.Task);
            }
            catch (OperationCanceledException)
            {
                throw;
            }
            catch (Exception ex)
            {
                logger.LogWarning(ex, "期刊任务AI评分失败，已标记为处理中，UserId: {UserId}, GroupId: {GroupId}, TaskIds: {TaskIds}",
                    data.UserId, scoreUnit.GroupId, string.Join(",", scoreUnit.Questions.Select(q => q.Task.Id)));

                var failureResult = BuildFailureScoreResult();
                answerContexts.Add(new JournalAnswerContext(
                    BuildAnswerEntity(data, scoreUnit, persistedContext.Question, persistedContext.Task, persistedContext.Page, failureResult, GetCompletionThreshold()),
                    persistedContext.Question,
                    persistedContext.Task,
                    failureResult));
                LogSkippedGroupTasks(scoreUnit, persistedContext.Task);
            }
        }

        if (answerContexts.Count == 0)
        {
            logger.LogWarning("期刊任务消息没有可入库的答题记录，UserId: {UserId}, JournalId: {JournalId}, PageId: {PageId}", data.UserId, data.JournalId, data.PageId);
            return;
        }

        client.Ado.BeginTran();
        try
        {
            foreach (var context in answerContexts)
            {
                var answer = context.Answer;
                var existing = await client.Queryable<JournalPageTaskUserAnswer>()
                    .Where(a => a.UserId == answer.UserId && a.JournalPageTaskId == answer.JournalPageTaskId && !a.IsDeleted)
                    .FirstAsync(cancellationToken);

                if (existing == null)
                {
                    await client.Insertable(answer).ExecuteCommandAsync(cancellationToken);
                }
                else
                {
                    await client.Insertable(BuildAnswerSnapshot(existing)).ExecuteCommandAsync(cancellationToken);

                    answer.Id = existing.Id;
                    answer.CreatedBy = existing.CreatedBy;
                    answer.CreatedAt = existing.CreatedAt;
                    answer.UpdatedBy = answer.UserId.ToString();
                    answer.UpdatedAt = DateTime.Now;

                    await client.Updateable(answer)
                        .IgnoreColumns(a => new { a.CreatedBy, a.CreatedAt })
                        .Where(a => a.Id == existing.Id)
                        .ExecuteCommandAsync(cancellationToken);
                }

                await InsertCommunityMessageIfNeededAsync(client, context, cancellationToken);
            }

            client.Ado.CommitTran();
        }
        catch
        {
            client.Ado.RollbackTran();
            throw;
        }

        logger.LogInformation("期刊任务答题记录保存完成，UserId: {UserId}, JournalId: {JournalId}, PageId: {PageId}, Count: {Count}",
            data.UserId, data.JournalId, data.PageId, answerContexts.Count);
    }

    public Task OnErrorAsync(byte[] body, Exception exception)
    {
        var message = Encoding.UTF8.GetString(body);
        logger.LogError(exception, "处理期刊任务消息失败: {Message}", message);
        return Task.CompletedTask;
    }

    private async Task<JournalAnswerScoreResult> ScoreQuestionAsync(
        JournalScoreUnit scoreUnit,
        Dictionary<long, List<JournalPageTaskAnswer>> referenceAnswerMap,
        CancellationToken cancellationToken)
    {
        var apiKey = configuration["AiChat:ApiKey"];
        var baseUrl = configuration["AiChat:BaseUrl"];
        var model = configuration["AiChat:Model"];
        var timeoutSeconds = configuration.GetValue<int>("AiChat:TimeoutSeconds");
        var maxTokens = configuration.GetValue<int>("AiChat:MaxTokens");
        var temperature = configuration.GetValue<double?>("AiChat:Temperature");

        if (string.IsNullOrWhiteSpace(apiKey) || string.IsNullOrWhiteSpace(baseUrl) || string.IsNullOrWhiteSpace(model))
        {
            throw new InvalidOperationException("AI聊天服务配置不完整，请检查 AiChat 配置节点");
        }

        var content = new List<object>
        {
            new
            {
                type = "text",
                text = BuildScorePrompt(scoreUnit, referenceAnswerMap)
            }
        };

        var totalAnswerImageCount = 0;
        foreach (var context in scoreUnit.Questions)
        {
            var answerImages = await BuildAnswerImageContentsAsync(context.Question, cancellationToken);
            totalAnswerImageCount += answerImages.Count;
            content.Add(new
            {
                type = "text",
                text = $"以下为任务 {context.Task.Id} 的学生作答图片，共 {answerImages.Count} 张。"
            });

            foreach (var answerImage in answerImages)
            {
                content.Add(new
                {
                    type = "image_url",
                    image_url = new { url = answerImage.DataUrl }
                });
            }
        }

        if (totalAnswerImageCount == 0)
        {
            throw new InvalidOperationException($"评分单元 {scoreUnit.GroupId} 缺少答案图片");
        }

        foreach (var context in scoreUnit.Questions)
        {
            referenceAnswerMap.TryGetValue(context.Task.Id, out var referenceAnswers);
            var referenceAnswerImages = await BuildReferenceAnswerImageContentsAsync(context.Task.Id, referenceAnswers ?? [], cancellationToken);
            if (referenceAnswerImages.Count == 0)
            {
                continue;
            }

            content.Add(new
            {
                type = "text",
                text = $"以下为任务 {context.Task.Id} 的参考答案图片，共 {referenceAnswerImages.Count} 张。参考答案不是必有，评分时以题目Prompt和学生答案为主。"
            });

            foreach (var referenceAnswerImage in referenceAnswerImages)
            {
                content.Add(new
                {
                    type = "image_url",
                    image_url = new { url = referenceAnswerImage.DataUrl }
                });
            }
        }

        var requestBody = new
        {
            model,
            messages = new object[]
            {
                new
                {
                    role = "system",
                    content = "你是专业的学生作答评分助手。必须只返回合法 JSON，不要返回 Markdown、解释或代码块。"
                },
                new
                {
                    role = "user",
                    content
                }
            },
            max_tokens = maxTokens > 0 ? maxTokens : 2000,
            temperature = temperature is >= 0 ? temperature.Value : 0.1,
            stream = false,
            response_format = new { type = "json_object" }
        };

        var requestJson = JsonSerializer.Serialize(requestBody, new JsonSerializerOptions
        {
            DefaultIgnoreCondition = JsonIgnoreCondition.WhenWritingNull
        });

        var semaphore = GetAiSemaphore();
        await semaphore.WaitAsync(cancellationToken);
        try
        {
            var scoreResult = await SendAiScoreRequestWithRetryAsync(
                scoreUnit.GroupId,
                $"{baseUrl.TrimEnd('/')}/chat/completions",
                apiKey,
                requestJson,
                timeoutSeconds > 0 ? timeoutSeconds : 300,
                cancellationToken);
            scoreResult.Result = TrimResult(scoreResult.Result);
            return scoreResult;
        }
        finally
        {
            semaphore.Release();
        }
    }

    private static string BuildScorePrompt(
        JournalScoreUnit scoreUnit,
        Dictionary<long, List<JournalPageTaskAnswer>> referenceAnswerMap)
    {
        var referenceAnswerTexts = scoreUnit.Questions
            .SelectMany(q =>
            {
                referenceAnswerMap.TryGetValue(q.Task.Id, out var answers);
                return answers ?? [];
            })
            .Select(a => a.Answer?.Trim())
            .Where(a => !string.IsNullOrWhiteSpace(a))
            .Distinct()
            .ToList();

        var prompt = new StringBuilder();
        prompt.AppendLine(scoreUnit.Questions.Count > 1
            ? "这是同一跨页题目的多页作答，请综合全部学生作答图片评分。"
            : "这是单页题目作答，请根据学生作答图片评分。");
        prompt.AppendLine("以题目 Prompt 和学生答案为准评分,若有参考答案请结合参考答案。");
        if (referenceAnswerTexts.Count > 0)
        {
            prompt.AppendLine("参考答案文本：");
            for (var i = 0; i < referenceAnswerTexts.Count; i++)
            {
                prompt.AppendLine($"{i + 1}. {referenceAnswerTexts[i]}");
            }
        }
        prompt.AppendLine();
        prompt.AppendLine("题目信息：");
        foreach (var context in scoreUnit.Questions)
        {
            prompt.AppendLine($"  题目内容：{context.Task.Task}");
            prompt.AppendLine($"  评分Prompt：{context.Task.Prompt}");
            prompt.AppendLine($"  成长值上限：{context.Task.GrowthPoint}");
            prompt.AppendLine($"  积分上限：{context.Task.Points}");
            prompt.AppendLine($"  理解力上限：{context.Task.Comprehension}");
            prompt.AppendLine($"  判断力上限：{context.Task.Judgment}");
            prompt.AppendLine($"  表达力上限：{context.Task.Expression}");
            prompt.AppendLine($"  说服力上限：{context.Task.Persuasiveness}");
        }
        prompt.AppendLine();
        prompt.AppendLine("评分要求：");
        prompt.AppendLine("- 不得超过题目配置中的各项上限。");
        prompt.AppendLine("- 看不清、缺页、无法识别或答案明显不完整时，降低 Completion，不要猜测高分。");
        prompt.AppendLine("- Completion 表示作答完整度，范围 0-100。");
        prompt.AppendLine("- Result 返回 50 字内中文评语。");
        prompt.AppendLine("若作答内容与题目要求不符、答非所问、空白、仅抄题或无法形成有效答案，Score/GrowthPoint/Points/Comprehension/Judgment/Expression/Persuasiveness 均返回 0。");
        prompt.AppendLine("若作答内容不符合要求，Result 必须且只能返回：作答内容不符合要求。不要补充原因、建议或其他文字。");
        prompt.AppendLine();
        prompt.AppendLine("只返回如下 JSON 字段：");
        prompt.AppendLine("{");
        prompt.AppendLine("  \"Score\": 0,");
        prompt.AppendLine("  \"GrowthPoint\": 0,");
        prompt.AppendLine("  \"Points\": 0,");
        prompt.AppendLine("  \"Comprehension\": 0,");
        prompt.AppendLine("  \"Judgment\": 0,");
        prompt.AppendLine("  \"Expression\": 0,");
        prompt.AppendLine("  \"Persuasiveness\": 0,");
        prompt.AppendLine("  \"Completion\": 100,");
        prompt.AppendLine("  \"Result\": \"50字内的中文评语\"");
        prompt.AppendLine("}");
        return prompt.ToString();
    }

    private async Task<List<AnswerImageContent>> BuildAnswerImageContentsAsync(Question question, CancellationToken cancellationToken)
    {
        var imageUrls = question.AnswerUrl?.Where(url => !string.IsNullOrWhiteSpace(url)).Distinct().ToList() ?? [];
        var maxImageBytes = configuration.GetValue<long>("AiChat:MaxImageBytes");
        if (maxImageBytes <= 0)
        {
            maxImageBytes = DefaultMaxImageBytes;
        }

        var result = new List<AnswerImageContent>();
        foreach (var imageUrl in imageUrls)
        {
            cancellationToken.ThrowIfCancellationRequested();

            await using var imageStream = await GetImageStreamAsync(imageUrl, cancellationToken);
            if (imageStream == null)
            {
                throw new InvalidOperationException($"答案图片读取失败，TaskId: {question.Id}, Url: {imageUrl}");
            }

            using var memoryStream = new MemoryStream();
            await imageStream.CopyToAsync(memoryStream, cancellationToken);
            if (memoryStream.Length == 0)
            {
                throw new InvalidOperationException($"答案图片内容为空，TaskId: {question.Id}, Url: {imageUrl}");
            }

            if (memoryStream.Length > maxImageBytes)
            {
                throw new InvalidOperationException($"答案图片超过大小限制，TaskId: {question.Id}, Url: {imageUrl}, Size: {memoryStream.Length}");
            }

            var imageBytes = memoryStream.ToArray();
            var mimeType = GetImageMimeType(imageUrl, imageBytes);
            result.Add(new AnswerImageContent($"data:{mimeType};base64,{Convert.ToBase64String(imageBytes)}"));
        }

        return result;
    }

    private async Task<List<AnswerImageContent>> BuildReferenceAnswerImageContentsAsync(
        long taskId,
        List<JournalPageTaskAnswer> referenceAnswers,
        CancellationToken cancellationToken)
    {
        var imageUrls = referenceAnswers
            .Select(a => a.AnswerUrL)
            .Where(url => !string.IsNullOrWhiteSpace(url))
            .Distinct()
            .Select(url => url!)
            .ToList();
        var maxImageBytes = configuration.GetValue<long>("AiChat:MaxImageBytes");
        if (maxImageBytes <= 0)
        {
            maxImageBytes = DefaultMaxImageBytes;
        }

        var result = new List<AnswerImageContent>();
        foreach (var imageUrl in imageUrls)
        {
            cancellationToken.ThrowIfCancellationRequested();

            try
            {
                await using var imageStream = await GetImageStreamAsync(imageUrl, cancellationToken);
                if (imageStream == null)
                {
                    throw new InvalidOperationException($"参考答案图片读取失败，TaskId: {taskId}, Url: {imageUrl}");
                }

                using var memoryStream = new MemoryStream();
                await imageStream.CopyToAsync(memoryStream, cancellationToken);
                if (memoryStream.Length == 0)
                {
                    throw new InvalidOperationException($"参考答案图片内容为空，TaskId: {taskId}, Url: {imageUrl}");
                }

                if (memoryStream.Length > maxImageBytes)
                {
                    throw new InvalidOperationException($"参考答案图片超过大小限制，TaskId: {taskId}, Url: {imageUrl}, Size: {memoryStream.Length}");
                }

                var imageBytes = memoryStream.ToArray();
                var mimeType = GetImageMimeType(imageUrl, imageBytes);
                result.Add(new AnswerImageContent($"data:{mimeType};base64,{Convert.ToBase64String(imageBytes)}"));
            }
            catch (OperationCanceledException)
            {
                throw;
            }
            catch (Exception ex)
            {
                logger.LogWarning(ex, "参考答案图片读取失败，已跳过，TaskId: {TaskId}, Url: {Url}", taskId, imageUrl);
            }
        }

        return result;
    }

    private async Task<JournalAnswerScoreResult> SendAiScoreRequestWithRetryAsync(
        long taskId,
        string requestUrl,
        string apiKey,
        string requestJson,
        int timeoutSeconds,
        CancellationToken cancellationToken)
    {
        var maxRetryCount = configuration.GetValue<int>("AiChat:ScoreMaxRetryCount");
        if (maxRetryCount <= 0)
        {
            maxRetryCount = DefaultAiScoreMaxRetryCount;
        }

        var retryDelayMilliseconds = configuration.GetValue<int>("AiChat:ScoreRetryDelayMilliseconds");
        if (retryDelayMilliseconds <= 0)
        {
            retryDelayMilliseconds = DefaultAiScoreRetryDelayMilliseconds;
        }

        Exception? lastException = null;
        for (var attempt = 1; attempt <= maxRetryCount; attempt++)
        {
            cancellationToken.ThrowIfCancellationRequested();

            try
            {
                var httpClient = httpClientFactory.CreateClient();
                httpClient.Timeout = TimeSpan.FromSeconds(timeoutSeconds);

                using var request = new HttpRequestMessage(HttpMethod.Post, requestUrl);
                request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", apiKey);
                request.Content = new StringContent(requestJson, Encoding.UTF8, "application/json");

                using var response = await httpClient.SendAsync(request, cancellationToken);
                var responseContent = await response.Content.ReadAsStringAsync(cancellationToken);
                if (response.IsSuccessStatusCode)
                {
                    var resultJson = ExtractAssistantContent(responseContent);
                    return ParseScoreResult(resultJson);
                }

                logger.LogWarning("AI评分调用失败，TaskId: {TaskId}, Attempt: {Attempt}/{MaxRetryCount}, StatusCode: {StatusCode}, Response: {Response}",
                    taskId, attempt, maxRetryCount, response.StatusCode, responseContent);

                if (!ShouldRetry(response.StatusCode))
                {
                    throw new NonRetryAiScoreException($"AI评分调用失败：{response.StatusCode}，响应：{responseContent}");
                }

                if (attempt == maxRetryCount)
                {
                    throw new InvalidOperationException($"AI评分调用失败：{response.StatusCode}，响应：{responseContent}");
                }
            }
            catch (OperationCanceledException) when (cancellationToken.IsCancellationRequested)
            {
                throw;
            }
            catch (OperationCanceledException ex) when (attempt < maxRetryCount)
            {
                lastException = ex;
                logger.LogWarning(ex, "AI评分调用超时，准备重试，TaskId: {TaskId}, Attempt: {Attempt}/{MaxRetryCount}", taskId, attempt, maxRetryCount);
            }
            catch (OperationCanceledException ex)
            {
                throw new InvalidOperationException($"AI评分调用超时，TaskId: {taskId}", ex);
            }
            catch (Exception ex) when (attempt < maxRetryCount && ex is not NonRetryAiScoreException)
            {
                lastException = ex;
                logger.LogWarning(ex, "AI评分调用异常，准备重试，TaskId: {TaskId}, Attempt: {Attempt}/{MaxRetryCount}", taskId, attempt, maxRetryCount);
            }

            var delay = TimeSpan.FromMilliseconds(retryDelayMilliseconds * attempt);
            await Task.Delay(delay, cancellationToken);
        }

        throw new InvalidOperationException($"AI评分调用失败，TaskId: {taskId}", lastException);
    }

    private async Task<Stream?> GetImageStreamAsync(string imageUrl, CancellationToken cancellationToken)
    {
        if (Uri.TryCreate(imageUrl, UriKind.Absolute, out var uri)
            && (uri.Scheme == Uri.UriSchemeHttp || uri.Scheme == Uri.UriSchemeHttps))
        {
            var httpClient = httpClientFactory.CreateClient();
            return await httpClient.GetStreamAsync(uri, cancellationToken);
        }

        return ossService.GetObjectStream(imageUrl);
    }

    private static bool ShouldRetry(System.Net.HttpStatusCode statusCode)
    {
        var status = (int)statusCode;
        return status == 408 || status == 429 || status >= 500;
    }

    private static string GetImageMimeType(string imageUrl, byte[] imageBytes)
    {
        if (imageBytes.Length >= 4)
        {
            if (imageBytes[0] == 0x89 && imageBytes[1] == 0x50 && imageBytes[2] == 0x4E && imageBytes[3] == 0x47)
            {
                return "image/png";
            }

            if (imageBytes[0] == 0xFF && imageBytes[1] == 0xD8)
            {
                return "image/jpeg";
            }

            if (imageBytes[0] == 0x47 && imageBytes[1] == 0x49 && imageBytes[2] == 0x46)
            {
                return "image/gif";
            }

            if (imageBytes[0] == 0x52 && imageBytes[1] == 0x49 && imageBytes[2] == 0x46 && imageBytes[3] == 0x46)
            {
                return "image/webp";
            }
        }

        var extension = Path.GetExtension(imageUrl).ToLowerInvariant();
        return extension switch
        {
            ".png" => "image/png",
            ".jpg" or ".jpeg" => "image/jpeg",
            ".gif" => "image/gif",
            ".webp" => "image/webp",
            _ => "image/jpeg"
        };
    }

    private static string ExtractAssistantContent(string responseContent)
    {
        using var document = JsonDocument.Parse(responseContent);
        var message = document.RootElement.GetProperty("choices")[0].GetProperty("message");
        if (!message.TryGetProperty("content", out var contentElement))
        {
            throw new InvalidOperationException("AI评分响应缺少 content");
        }

        if (contentElement.ValueKind == JsonValueKind.String)
        {
            return contentElement.GetString() ?? string.Empty;
        }

        return contentElement.GetRawText();
    }

    private static JournalAnswerScoreResult ParseScoreResult(string resultJson)
    {
        var cleanedJson = CleanJsonContent(resultJson);
        EnsureRequiredScoreFields(cleanedJson);
        var result = JsonSerializer.Deserialize<JournalAnswerScoreResult>(cleanedJson, new JsonSerializerOptions
        {
            PropertyNameCaseInsensitive = true
        });

        return result ?? throw new InvalidOperationException("AI评分结果解析失败");
    }

    private static string CleanJsonContent(string content)
    {
        var text = content.Trim();
        if (text.StartsWith("```", StringComparison.Ordinal))
        {
            var firstLineEnd = text.IndexOf('\n');
            if (firstLineEnd >= 0)
            {
                text = text[(firstLineEnd + 1)..];
            }

            var fenceIndex = text.LastIndexOf("```", StringComparison.Ordinal);
            if (fenceIndex >= 0)
            {
                text = text[..fenceIndex];
            }
        }

        var start = text.IndexOf('{');
        var end = text.LastIndexOf('}');
        if (start >= 0 && end > start)
        {
            text = text[start..(end + 1)];
        }

        return text.Trim();
    }

    private static void EnsureRequiredScoreFields(string json)
    {
        using var document = JsonDocument.Parse(json);
        var requiredFields = new[]
        {
            nameof(JournalAnswerScoreResult.Score),
            nameof(JournalAnswerScoreResult.GrowthPoint),
            nameof(JournalAnswerScoreResult.Points),
            nameof(JournalAnswerScoreResult.Comprehension),
            nameof(JournalAnswerScoreResult.Judgment),
            nameof(JournalAnswerScoreResult.Expression),
            nameof(JournalAnswerScoreResult.Persuasiveness),
            nameof(JournalAnswerScoreResult.Completion),
            nameof(JournalAnswerScoreResult.Result)
        };

        foreach (var field in requiredFields)
        {
            if (!document.RootElement.EnumerateObject().Any(p => string.Equals(p.Name, field, StringComparison.OrdinalIgnoreCase)))
            {
                throw new InvalidOperationException($"AI评分结果缺少字段：{field}");
            }
        }
    }

    private static JournalAnswerScoreResult NormalizeScoreResult(JournalAnswerScoreResult scoreResult, JournalPageTask task)
    {
        var scoreMax = task.Comprehension + task.Judgment + task.Expression + task.Persuasiveness;
        if (scoreMax <= 0)
        {
            scoreMax = 100;
        }

        return new JournalAnswerScoreResult
        {
            Score = Clamp(scoreResult.Score, 0, scoreMax),
            GrowthPoint = (int)Clamp(scoreResult.GrowthPoint, 0, task.GrowthPoint),
            Points = (int)Clamp(scoreResult.Points, 0, task.Points),
            Comprehension = Clamp(scoreResult.Comprehension, 0, task.Comprehension),
            Judgment = Clamp(scoreResult.Judgment, 0, task.Judgment),
            Expression = Clamp(scoreResult.Expression, 0, task.Expression),
            Persuasiveness = Clamp(scoreResult.Persuasiveness, 0, task.Persuasiveness),
            Completion = Clamp(scoreResult.Completion, 0, 100),
            Result = NormalizeResult(scoreResult.Result)
        };
    }

    private static string NormalizeResult(string? result)
    {
        var trimmedResult = TrimResult(result);
        if (trimmedResult.Contains("不符合要求", StringComparison.Ordinal) ||
            trimmedResult.Contains("不符", StringComparison.Ordinal))
        {
            return InvalidAnswerResult;
        }

        return trimmedResult;
    }

    private static float Clamp(float value, float min, float max)
    {
        if (float.IsNaN(value) || float.IsInfinity(value))
        {
            return min;
        }

        if (max < min)
        {
            max = min;
        }

        return Math.Min(Math.Max(value, min), max);
    }

    private static JournalAnswerScoreResult BuildFailureScoreResult()
    {
        return new JournalAnswerScoreResult
        {
            Completion = 0,
            Result = AiProcessingMessage
        };
    }

    private static List<JournalScoreUnit> BuildScoreUnits(List<JournalQuestionContext> contexts)
    {
        return contexts
            .GroupBy(c => c.Task.GroupId > 0 ? c.Task.GroupId : c.Task.Id)
            .Select(g => new JournalScoreUnit(
                g.Key,
                g.OrderBy(c => c.Page?.PageNum ?? 0)
                    .ThenBy(c => ParseTaskNo(c.Task.No))
                    .ThenBy(c => c.Task.Id)
                    .ToList()))
            .ToList();
    }

    private static JournalQuestionContext? BuildPersistedContext(
        JournalScoreUnit scoreUnit,
        Dictionary<long, JournalPageTask> persistedTaskMap,
        Dictionary<long, JournalPage> pageMap)
    {
        if (scoreUnit.Questions.Count == 0)
        {
            return null;
        }

        var sourceContext = scoreUnit.Questions.FirstOrDefault(q => q.Task.Id == scoreUnit.GroupId)
            ?? scoreUnit.Questions.First();
        var persistedTask = persistedTaskMap.TryGetValue(scoreUnit.GroupId, out var task)
            ? task
            : sourceContext.Task;
        pageMap.TryGetValue(persistedTask.JournalPageId, out var persistedPage);

        return new JournalQuestionContext(sourceContext.Question, persistedTask, persistedPage);
    }

    private static int ParseTaskNo(string? taskNo)
    {
        return int.TryParse(taskNo, out var no) ? no : int.MaxValue;
    }

    private static bool IsCompletedSameAnswer(
        JournalScoreUnit scoreUnit,
        JournalPageTask persistedTask,
        QuestionData data,
        Dictionary<long, JournalPageTaskUserAnswer> existingAnswerMap)
    {
        return scoreUnit.Questions.Count > 0
            && existingAnswerMap.TryGetValue(persistedTask.Id, out var existing)
            && existing.Status == (int)UserAnswerStatusEnum.Complete
            && string.Equals(existing.PageAnswerUrl ?? string.Empty, data.PageAnswerUrl ?? string.Empty, StringComparison.Ordinal)
            && string.Equals(existing.AnswerUrl ?? string.Empty, SerializeAnswerUrls(scoreUnit), StringComparison.Ordinal)
            && existing.AnswerStartTime == GetAnswerStartTime(scoreUnit)
            && existing.AnswerEndTime == GetAnswerEndTime(scoreUnit);
    }

    private SemaphoreSlim GetAiSemaphore()
    {
        var maxConcurrency = configuration.GetValue<int>("AiChat:MaxConcurrency");
        if (maxConcurrency <= 0)
        {
            maxConcurrency = DefaultAiMaxConcurrency;
        }

        lock (AiSemaphoreLock)
        {
            if (aiSemaphore == null || aiSemaphoreLimit != maxConcurrency)
            {
                aiSemaphore = new SemaphoreSlim(maxConcurrency, maxConcurrency);
                aiSemaphoreLimit = maxConcurrency;
            }

            return aiSemaphore;
        }
    }

    private void LogSkippedGroupTasks(JournalScoreUnit scoreUnit, JournalPageTask persistedTask)
    {
        var skippedTaskIds = scoreUnit.Questions
            .Select(q => q.Task.Id)
            .Where(id => id != persistedTask.Id)
            .Distinct()
            .ToList();
        if (skippedTaskIds.Count == 0)
        {
            return;
        }

        logger.LogInformation("期刊跨页题评分结果仅保存到主任务，GroupId: {GroupId}, PersistedTaskId: {PersistedTaskId}, SkippedTaskIds: {SkippedTaskIds}",
            scoreUnit.GroupId, persistedTask.Id, string.Join(",", skippedTaskIds));
    }

    private static string SerializeAnswerUrls(JournalScoreUnit scoreUnit)
    {
        var answerUrls = scoreUnit.Questions
            .SelectMany(q => q.Question.AnswerUrl ?? [])
            .Where(url => !string.IsNullOrWhiteSpace(url))
            .Distinct()
            .ToArray();

        return JsonSerializer.Serialize(answerUrls);
    }

    private static DateTime GetAnswerStartTime(JournalScoreUnit scoreUnit)
    {
        var startTimes = scoreUnit.Questions
            .Select(q => q.Question.AnswerStartTime)
            .Where(t => t != default)
            .ToList();

        return startTimes.Count == 0 ? default : startTimes.Min();
    }

    private static DateTime GetAnswerEndTime(JournalScoreUnit scoreUnit)
    {
        var endTimes = scoreUnit.Questions
            .Select(q => q.Question.AnswerEndTime)
            .Where(t => t != default)
            .ToList();

        return endTimes.Count == 0 ? default : endTimes.Max();
    }

    private static int GetAnswerSeconds(JournalScoreUnit scoreUnit)
    {
        return scoreUnit.Questions.Sum(q => Math.Max(0, q.Question.AnswerTime));
    }

    private static int GetBreakCount(JournalScoreUnit scoreUnit)
    {
        return scoreUnit.Questions.Sum(q => Math.Max(0, q.Question.BreakCount));
    }

    private static string SerializeBreakTimes(JournalScoreUnit scoreUnit)
    {
        var breakTimes = scoreUnit.Questions
            .SelectMany(q => q.Question.BreakTimes ?? [])
            .ToList();

        return JsonSerializer.Serialize(breakTimes);
    }

    private static JournalPageTaskUserAnswer BuildAnswerEntity(
        QuestionData data,
        JournalScoreUnit scoreUnit,
        Question question,
        JournalPageTask task,
        JournalPage? page,
        JournalAnswerScoreResult scoreResult,
        float completionThreshold)
    {
        var now = DateTime.Now;
        var growthPoint = Math.Max(0, scoreResult.GrowthPoint);
        var points = Math.Max(0, scoreResult.Points);
        var answerStatus = scoreResult.Completion >= completionThreshold
            ? UserAnswerStatusEnum.Complete
            : UserAnswerStatusEnum.Processing;

        return new JournalPageTaskUserAnswer
        {
            JournalId = data.JournalId,
            JournalPageId = data.PageId,
            JournalPageTaskId = task.Id,
            JournalPageTaskGroupId = task.GroupId,
            UserId = data.UserId,
            Result = scoreResult.Result,
            Points = points,
            GrowthPoints = growthPoint,
            Score = Math.Max(0, scoreResult.Score),
            Comprehension = Math.Max(0, scoreResult.Comprehension),
            Judgment = Math.Max(0, scoreResult.Judgment),
            Expression = Math.Max(0, scoreResult.Expression),
            Persuasiveness = Math.Max(0, scoreResult.Persuasiveness),
            QuestionAnswerUrl = question.Url,
            AnswerUrl = SerializeAnswerUrls(scoreUnit),
            PageAnswerUrl = data.PageAnswerUrl,
            Revision = 0,           
            AnswerStartTime = GetAnswerStartTime(scoreUnit),
            AnswerEndTime = GetAnswerEndTime(scoreUnit),
            AnswerSeconds = GetAnswerSeconds(scoreUnit),
            ImageRecognition = 0,
            JournalPageNum = page?.PageNum ?? 0,
            Modify = 0,
            LastTag = 0,
            DotPageNum = page?.PageNum ?? 0,
            PageResultUrl = string.Empty,
            Type = ((int)task.Type).ToString(),
            DotPageNo = page?.PageNo ?? string.Empty,
            PageAnswerDotUrl = string.Empty,
            BreakCount = GetBreakCount(scoreUnit),
            BreakTimes = SerializeBreakTimes(scoreUnit),
            AssignmentStatus = (int)AssignmentStatusEnum.UnAssignmented,
            Status = (int)answerStatus,
            CreatedBy = data.UserId.ToString(),
            CreatedAt = data.CreatedTime == default ? now : data.CreatedTime,
            UpdatedBy = data.UserId.ToString(),
            UpdatedAt = now
        };
    }

    private static JournalPageTaskUserAnswerSnapshot BuildAnswerSnapshot(JournalPageTaskUserAnswer answer)
    {
        var now = DateTime.Now;
        return new JournalPageTaskUserAnswerSnapshot
        {
            JournalPageTaskUserAnswerId = answer.Id,
            JournalId = answer.JournalId,
            JournalPageId = answer.JournalPageId,
            JournalPageTaskId = answer.JournalPageTaskId,
            JournalPageTaskGroupId = answer.JournalPageTaskGroupId,
            UserId = answer.UserId,
            Result = answer.Result,
            Points = answer.Points,
            GrowthPoints = answer.GrowthPoints,
            Score = answer.Score,
            Comprehension = answer.Comprehension,
            Judgment = answer.Judgment,
            Expression = answer.Expression,
            Persuasiveness = answer.Persuasiveness,
            QuestionAnswerUrl = answer.QuestionAnswerUrl,
            AnswerUrl = answer.AnswerUrl,
            PageAnswerUrl = answer.PageAnswerUrl,
            Revision = answer.Revision,           
            AnswerStartTime = answer.AnswerStartTime,
            AnswerEndTime = answer.AnswerEndTime,
            AnswerSeconds = answer.AnswerSeconds,
            ImageRecognition = answer.ImageRecognition,
            JournalPageNum = answer.JournalPageNum,
            Modify = answer.Modify,
            LastTag = answer.LastTag,
            DotPageNum = answer.DotPageNum,
            PageResultUrl = answer.PageResultUrl,
            Type = answer.Type,
            DotPageNo = answer.DotPageNo,
            PageAnswerDotUrl = answer.PageAnswerDotUrl,
            BreakCount = answer.BreakCount,
            BreakTimes = answer.BreakTimes,
            AssignmentStatus = answer.AssignmentStatus,
            Status = answer.Status,
            CreatedBy = answer.UpdatedBy ?? answer.CreatedBy ?? string.Empty,
            CreatedAt = now,
            UpdatedBy = answer.UpdatedBy ?? string.Empty,
            UpdatedAt = now
        };
    }

    private async Task InsertCommunityMessageIfNeededAsync(
        ISqlSugarClient client,
        JournalAnswerContext context,
        CancellationToken cancellationToken)
    {
        var scoreThreshold = configuration.GetValue<float>("AiChat:CommunityScoreThreshold");
        if (scoreThreshold <= 0)
        {
            scoreThreshold = DefaultCommunityScoreThreshold;
        }

        if (context.Answer.Status != (int)UserAnswerStatusEnum.Complete || context.ScoreResult.Score < scoreThreshold)
        {
            return;
        }

        var exists = await client.Queryable<CommunityMessage>()
            .Where(m => m.JournalTaskAnswerId == context.Answer.Id && !m.IsDeleted)
            .AnyAsync(cancellationToken);
        if (exists)
        {
            return;
        }

        var userJournal = await client.Queryable<UserJournal>()
            .Where(uj => uj.UserId == context.Answer.UserId && uj.JournalId == context.Answer.JournalId && !uj.IsDeleted)
            .FirstAsync(cancellationToken);
        if (userJournal == null)
        {
            logger.LogWarning("高分答案未找到用户期刊关系，跳过社区消息写入，UserId: {UserId}, JournalId: {JournalId}, AnswerId: {AnswerId}",
                context.Answer.UserId, context.Answer.JournalId, context.Answer.Id);
            return;
        }

        var now = DateTime.Now;
        var communityMessage = new CommunityMessage
        {
            JournalId = context.Answer.JournalId,
            UserId = context.Answer.UserId,
            UserJournalId = userJournal.Id,
            JournalTaskId = context.Answer.JournalPageTaskId,
            JournalTaskAnswerId = context.Answer.Id,
            Content = context.ScoreResult.Result,
            ImageUrl = context.Question.AnswerUrl.FirstOrDefault() ?? string.Empty,
            SortOrder = 0,
            IsActive = true,
            Type = MessageTypeEnum.Message,
            LikeCount = 0,
            IsFeatured = 0,
            Status = 1,
            CreatedBy = context.Answer.UserId.ToString(),
            CreatedAt = now,
            UpdatedBy = context.Answer.UserId.ToString(),
            UpdatedAt = now
        };

        await client.Insertable(communityMessage).ExecuteCommandAsync(cancellationToken);
    }

    private float GetCompletionThreshold()
    {
        var threshold = configuration.GetValue<float>("AiChat:CompletionThreshold");
        if (threshold <= 0)
        {
            threshold = DefaultCompletionThreshold;
        }

        return threshold;
    }

    private static string TrimResult(string? result)
    {
        if (string.IsNullOrWhiteSpace(result))
        {
            return string.Empty;
        }

        return result.Length <= 50 ? result : result[..50];
    }
}

/// <summary>
/// 期刊题目作答消息
/// </summary>
public class QuestionData
{
    /// <summary>
    /// 用户ID
    /// </summary>
    public long UserId { get; set; }

    /// <summary>
    /// 学生ID
    /// </summary>
    public long StudentId { get; set; }

    /// <summary>
    /// 期刊ID
    /// </summary>
    public long JournalId { get; set; }

    /// <summary>
    /// 作业ID
    /// </summary>
    public long HomeworkId { get; set; }

    /// <summary>
    /// 书籍ID
    /// </summary>
    public long BookId { get; set; }

    /// <summary>
    /// 页ID
    /// </summary>
    public long PageId { get; set; }

    /// <summary>
    /// 页面作答图片地址
    /// </summary>
    public string PageAnswerUrl { get; set; } = string.Empty;

    /// <summary>
    /// 题目作答列表
    /// </summary>
    public Question[] Questions { get; set; } = [];

    /// <summary>
    /// 创建时间
    /// </summary>
    public DateTime CreatedTime { get; set; }

    /// <summary>
    /// 兼容新版作答消息字段
    /// </summary>
    public void Normalize()
    {
        if (UserId <= 0)
        {
            UserId = StudentId;
        }

        if (JournalId <= 0)
        {
            JournalId = BookId > 0 ? BookId : HomeworkId;
        }
    }
}

/// <summary>
/// 题目作答数据
/// </summary>
public class Question
{
    /// <summary>
    /// 题目ID
    /// </summary>
    public long Id { get; set; }

    /// <summary>
    /// 题目图片地址
    /// </summary>
    public string Url { get; set; } = string.Empty;

    /// <summary>
    /// 答案图片地址
    /// </summary>
    public string[] AnswerUrl { get; set; } = [];

    /// <summary>
    /// 作答开始时间
    /// </summary>
    public DateTime AnswerStartTime { get; set; }

    /// <summary>
    /// 作答结束时间
    /// </summary>
    public DateTime AnswerEndTime { get; set; }

    /// <summary>
    /// 作答耗时秒数
    /// </summary>
    public int AnswerTime { get; set; }

    /// <summary>
    /// 中断次数
    /// </summary>
    public int BreakCount { get; set; }

    /// <summary>
    /// 中断记录
    /// </summary>
    public List<BreakTime> BreakTimes { get; set; } = [];
}

/// <summary>
/// 中断时间记录
/// </summary>
public class BreakTime
{
    /// <summary>
    /// 中断时间
    /// </summary>
    public DateTime Time { get; set; }

    /// <summary>
    /// 等待时间
    /// </summary>
    public long WaitTime { get; set; }
}

/// <summary>
/// AI评分结果
/// </summary>
public class JournalAnswerScoreResult
{
    /// <summary>
    /// 题目得分
    /// </summary>
    public float Score { get; set; }

    /// <summary>
    /// 成长值
    /// </summary>
    public int GrowthPoint { get; set; }

    /// <summary>
    /// 积分
    /// </summary>
    public int Points { get; set; }

    /// <summary>
    /// 理解力评分
    /// </summary>
    public float Comprehension { get; set; }

    /// <summary>
    /// 判断力评分
    /// </summary>
    public float Judgment { get; set; }

    /// <summary>
    /// 表达力评分
    /// </summary>
    public float Expression { get; set; }

    /// <summary>
    /// 说服力评分
    /// </summary>
    public float Persuasiveness { get; set; }

    /// <summary>
    /// 瀹屾垚搴?
    /// </summary>
    public float Completion { get; set; }

    /// <summary>
    /// 50字内评语
    /// </summary>
    public string Result { get; set; } = string.Empty;
}

public record JournalAnswerContext(
    JournalPageTaskUserAnswer Answer,
    Question Question,
    JournalPageTask Task,
    JournalAnswerScoreResult ScoreResult);

public record JournalQuestionContext(
    Question Question,
    JournalPageTask Task,
    JournalPage? Page);

public record JournalScoreUnit(
    long GroupId,
    List<JournalQuestionContext> Questions);

public record AnswerImageContent(string DataUrl);

/// <summary>
/// AI评分不可重试异常。
/// </summary>
public class NonRetryAiScoreException(string message) : Exception(message);