using FutureMailAPI.DTOs; namespace FutureMailAPI.Services { public class AIAssistantService : IAIAssistantService { private readonly ILogger _logger; public AIAssistantService(ILogger logger) { _logger = logger; } public async Task> GetWritingAssistanceAsync(WritingAssistantRequestDto request) { try { // 在实际应用中,这里会调用真实的AI服务(如OpenAI GPT) // 目前我们使用模拟数据 var response = new WritingAssistantResponseDto { Content = GenerateWritingContent(request), Suggestions = GenerateWritingSuggestions(request), EstimatedTime = EstimateWritingTime(request) }; return ApiResponse.SuccessResult(response); } catch (Exception ex) { _logger.LogError(ex, "获取写作辅助时发生错误"); return ApiResponse.ErrorResult("获取写作辅助失败"); } } public async Task> AnalyzeSentimentAsync(SentimentAnalysisRequestDto request) { try { // 在实际应用中,这里会调用真实的情感分析服务 // 目前我们使用模拟数据 var response = AnalyzeSentiment(request.Content); return ApiResponse.SuccessResult(response); } catch (Exception ex) { _logger.LogError(ex, "分析情感时发生错误"); return ApiResponse.ErrorResult("情感分析失败"); } } public async Task> PredictFutureAsync(FuturePredictionRequestDto request) { try { // 在实际应用中,这里会调用真实的预测服务 // 目前我们使用模拟数据 var response = GenerateFuturePrediction(request); return ApiResponse.SuccessResult(response); } catch (Exception ex) { _logger.LogError(ex, "预测未来时发生错误"); return ApiResponse.ErrorResult("未来预测失败"); } } private string GenerateWritingContent(WritingAssistantRequestDto request) { // 模拟AI生成内容 return request.Type switch { WritingAssistantType.OUTLINE => GenerateOutline(request.Prompt, request.Tone, request.Length), WritingAssistantType.DRAFT => GenerateDraft(request.Prompt, request.Tone, request.Length), WritingAssistantType.COMPLETE => GenerateCompleteContent(request.Prompt, request.Tone, request.Length), _ => "抱歉,无法生成内容。" }; } private string GenerateOutline(string prompt, WritingTone tone, WritingLength length) { return $"基于您的提示\"{prompt}\",我为您生成了以下大纲:\n\n1. 引言\n2. 主要观点\n3. 支持论据\n4. 结论\n\n这个大纲适合{GetToneDescription(tone)}的写作风格,预计可以写成{GetLengthDescription(length)}的内容。"; } private string GenerateDraft(string prompt, WritingTone tone, WritingLength length) { return $"关于\"{prompt}\"的草稿:\n\n{GetToneDescription(tone)}的开场白...\n\n主要内容的初步构思...\n\n需要进一步完善的结尾部分。\n\n这是一个初步草稿,您可以根据需要进一步修改和完善。"; } private string GenerateCompleteContent(string prompt, WritingTone tone, WritingLength length) { return $"关于\"{prompt}\"的完整内容:\n\n{GetToneDescription(tone)}的开场白,引出主题...\n\n详细阐述主要观点,包含丰富的细节和例子...\n\n深入分析并提供有力的支持论据...\n\n{GetToneDescription(tone)}的结尾,总结全文并留下深刻印象。\n\n这是一篇完整的{GetLengthDescription(length)}文章,您可以直接使用或根据需要进行微调。"; } private List GenerateWritingSuggestions(WritingAssistantRequestDto request) { var suggestions = new List(); switch (request.Type) { case WritingAssistantType.OUTLINE: suggestions.Add("考虑添加更多子论点来丰富大纲结构"); suggestions.Add("为每个主要观点添加关键词或简短描述"); break; case WritingAssistantType.DRAFT: suggestions.Add("添加更多具体例子来支持您的观点"); suggestions.Add("考虑调整段落顺序以改善逻辑流程"); break; case WritingAssistantType.COMPLETE: suggestions.Add("检查语法和拼写错误"); suggestions.Add("考虑添加过渡词来改善段落间的连接"); break; } suggestions.Add($"尝试使用{GetToneDescription(request.Tone)}的表达方式"); suggestions.Add($"考虑将内容调整到{GetLengthDescription(request.Length)}的长度"); return suggestions; } private int EstimateWritingTime(WritingAssistantRequestDto request) { return request.Type switch { WritingAssistantType.OUTLINE => 5, WritingAssistantType.DRAFT => 15, WritingAssistantType.COMPLETE => 30, _ => 10 }; } private string GetToneDescription(WritingTone tone) { return tone switch { WritingTone.FORMAL => "正式", WritingTone.CASUAL => "轻松随意", WritingTone.EMOTIONAL => "情感丰富", WritingTone.INSPIRATIONAL => "鼓舞人心", _ => "中性" }; } private string GetLengthDescription(WritingLength length) { return length switch { WritingLength.SHORT => "简短", WritingLength.MEDIUM => "中等长度", WritingLength.LONG => "长篇", _ => "适中" }; } private SentimentAnalysisResponseDto AnalyzeSentiment(string content) { // 模拟情感分析 var random = new Random(); // 简单的关键词分析(实际应用中应使用更复杂的算法) var positiveKeywords = new[] { "开心", "快乐", "爱", "美好", "成功", "希望", "感谢", "幸福" }; var negativeKeywords = new[] { "悲伤", "难过", "失败", "痛苦", "失望", "愤怒", "焦虑", "恐惧" }; var positiveCount = positiveKeywords.Count(keyword => content.Contains(keyword)); var negativeCount = negativeKeywords.Count(keyword => content.Contains(keyword)); SentimentType sentiment; if (positiveCount > negativeCount) sentiment = SentimentType.POSITIVE; else if (negativeCount > positiveCount) sentiment = SentimentType.NEGATIVE; else if (positiveCount > 0 && negativeCount > 0) sentiment = SentimentType.MIXED; else sentiment = SentimentType.NEUTRAL; var emotions = new List(); // 根据情感类型生成情绪分数 switch (sentiment) { case SentimentType.POSITIVE: emotions.Add(new EmotionScore { Type = EmotionType.HAPPY, Score = 0.8 }); emotions.Add(new EmotionScore { Type = EmotionType.HOPEFUL, Score = 0.6 }); emotions.Add(new EmotionScore { Type = EmotionType.GRATEFUL, Score = 0.5 }); break; case SentimentType.NEGATIVE: emotions.Add(new EmotionScore { Type = EmotionType.SAD, Score = 0.8 }); emotions.Add(new EmotionScore { Type = EmotionType.ANXIOUS, Score = 0.6 }); emotions.Add(new EmotionScore { Type = EmotionType.CONFUSED, Score = 0.4 }); break; case SentimentType.MIXED: emotions.Add(new EmotionScore { Type = EmotionType.NOSTALGIC, Score = 0.7 }); emotions.Add(new EmotionScore { Type = EmotionType.HOPEFUL, Score = 0.5 }); emotions.Add(new EmotionScore { Type = EmotionType.SAD, Score = 0.4 }); break; default: emotions.Add(new EmotionScore { Type = EmotionType.CONFUSED, Score = 0.3 }); emotions.Add(new EmotionScore { Type = EmotionType.HOPEFUL, Score = 0.3 }); break; } // 提取关键词(简单实现) var words = content.Split(new[] { ' ', ',', '.', '!', '?', ';', ':', ',', '。', '!', '?', ';', ':' }, StringSplitOptions.RemoveEmptyEntries); var keywords = words.Where(word => word.Length > 3).GroupBy(word => word) .OrderByDescending(g => g.Count()) .Take(5) .Select(g => g.Key) .ToList(); // 生成摘要 var summary = content.Length > 100 ? content.Substring(0, 100) + "..." : content; return new SentimentAnalysisResponseDto { Sentiment = sentiment, Confidence = 0.7 + random.NextDouble() * 0.3, // 0.7-1.0之间的随机数 Emotions = emotions, Keywords = keywords, Summary = summary }; } private FuturePredictionResponseDto GenerateFuturePrediction(FuturePredictionRequestDto request) { // 模拟未来预测 var random = new Random(); var prediction = request.Type switch { PredictionType.CAREER => GenerateCareerPrediction(request.Content, request.DaysAhead), PredictionType.RELATIONSHIP => GenerateRelationshipPrediction(request.Content, request.DaysAhead), PredictionType.HEALTH => GenerateHealthPrediction(request.Content, request.DaysAhead), PredictionType.FINANCIAL => GenerateFinancialPrediction(request.Content, request.DaysAhead), PredictionType.PERSONAL_GROWTH => GeneratePersonalGrowthPrediction(request.Content, request.DaysAhead), _ => "无法进行预测。" }; var factors = GeneratePredictionFactors(request.Type); var suggestions = GeneratePredictionSuggestions(request.Type); return new FuturePredictionResponseDto { Prediction = prediction, Confidence = 0.6 + random.NextDouble() * 0.4, // 0.6-1.0之间的随机数 Factors = factors, Suggestions = suggestions }; } private string GenerateCareerPrediction(string content, int daysAhead) { return $"基于您提供的信息\"{content}\",预测在未来{daysAhead}天内,您可能会遇到新的职业机会。这可能是一个晋升机会、一个新项目或是一个学习新技能的机会。建议您保持开放的心态,积极接受挑战,这将有助于您的职业发展。"; } private string GenerateRelationshipPrediction(string content, int daysAhead) { return $"根据您描述的\"{content}\",预测在未来{daysAhead}天内,您的人际关系可能会有积极的变化。可能会与老朋友重新联系,或者结识新的朋友。建议您保持真诚和开放的态度,这将有助于建立更深厚的人际关系。"; } private string GenerateHealthPrediction(string content, int daysAhead) { return $"基于您提供的\"{content}\"信息,预测在未来{daysAhead}天内,您的健康状况可能会有所改善。建议您保持良好的作息习惯,适当运动,并注意饮食均衡。这些小的改变可能会带来显著的健康效益。"; } private string GenerateFinancialPrediction(string content, int daysAhead) { return $"根据您描述的\"{content}\",预测在未来{daysAhead}天内,您的财务状况可能会趋于稳定。可能会有意外的收入或节省开支的机会。建议您制定合理的预算计划,并考虑长期投资策略。"; } private string GeneratePersonalGrowthPrediction(string content, int daysAhead) { return $"基于您分享的\"{content}\",预测在未来{daysAhead}天内,您将有机会在个人成长方面取得进展。可能会发现新的兴趣爱好,或者在学习新技能方面取得突破。建议您保持好奇心,勇于尝试新事物。"; } private List GeneratePredictionFactors(PredictionType type) { return type switch { PredictionType.CAREER => new List { "行业趋势", "个人技能", "经济环境", "人脉资源" }, PredictionType.RELATIONSHIP => new List { "沟通方式", "共同兴趣", "价值观", "情感需求" }, PredictionType.HEALTH => new List { "生活习惯", "遗传因素", "环境因素", "心理状态" }, PredictionType.FINANCIAL => new List { "收入水平", "消费习惯", "投资决策", "市场环境" }, PredictionType.PERSONAL_GROWTH => new List { "学习能力", "自我认知", "生活经历", "目标设定" }, _ => new List { "未知因素" } }; } private List GeneratePredictionSuggestions(PredictionType type) { return type switch { PredictionType.CAREER => new List { "持续学习新技能", "扩展人脉网络", "设定明确的职业目标", "保持积极的工作态度" }, PredictionType.RELATIONSHIP => new List { "保持真诚沟通", "尊重他人观点", "定期维护关系", "表达感激之情" }, PredictionType.HEALTH => new List { "保持规律作息", "均衡饮食", "适量运动", "定期体检" }, PredictionType.FINANCIAL => new List { "制定预算计划", "减少不必要开支", "考虑长期投资", "建立应急基金" }, PredictionType.PERSONAL_GROWTH => new List { "设定学习目标", "尝试新体验", "反思自我", "寻求反馈" }, _ => new List { "保持积极态度" } }; } } }