fix: 優化 Gemini AI prompt 以符合產品需求規格

- 重新設計 AI prompt 符合 FR2.1, FR3.1, FR5.1 功能需求
- 改進 JSON 結構化輸出以符合 DTO 規格
- 新增完整的詞彙分析、語法檢查、慣用語識別
- 優化錯誤處理和安全過濾機制
- 添加 JSON 解析和回退機制確保穩定性

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
鄭沛軒 2025-09-22 20:33:36 +08:00
parent 852fcf43a5
commit 487b1a17bb
1 changed files with 242 additions and 34 deletions

View File

@ -40,8 +40,58 @@ public class GeminiService : IGeminiService
_logger.LogInformation("Starting sentence analysis for text: {Text}, UserLevel: {UserLevel}", _logger.LogInformation("Starting sentence analysis for text: {Text}, UserLevel: {UserLevel}",
inputText.Substring(0, Math.Min(50, inputText.Length)), userLevel); inputText.Substring(0, Math.Min(50, inputText.Length)), userLevel);
// 使用簡單的 prompt 直接調用 Gemini API // 符合產品需求規格的結構化 prompt
var prompt = $"Translate this English sentence to Traditional Chinese and provide grammar analysis: \"{inputText}\""; var prompt = $@"You are an English learning assistant. Analyze this sentence for a {userLevel} CEFR level learner and return ONLY a valid JSON response.
**Input Sentence**: ""{inputText}""
**Learner Level**: {userLevel}
**Required JSON Structure:**
{{
""sentenceTranslation"": ""Traditional Chinese translation of the entire sentence"",
""hasGrammarErrors"": true/false,
""grammarCorrections"": [
{{
""original"": ""incorrect text"",
""corrected"": ""correct text"",
""type"": ""error type (tense/subject-verb/preposition/word-order)"",
""explanation"": ""brief explanation in Traditional Chinese""
}}
],
""vocabularyAnalysis"": {{
""word1"": {{
""word"": ""the word"",
""translation"": ""Traditional Chinese translation"",
""definition"": ""English definition"",
""partOfSpeech"": ""noun/verb/adjective/etc"",
""pronunciation"": ""/phonetic/"",
""difficultyLevel"": ""A1/A2/B1/B2/C1/C2"",
""isIdiom"": false,
""frequency"": ""high/medium/low"",
""synonyms"": [""synonym1"", ""synonym2""],
""example"": ""example sentence"",
""exampleTranslation"": ""Traditional Chinese example translation""
}}
}},
""idioms"": [
{{
""phrase"": ""idiomatic expression"",
""translation"": ""Traditional Chinese meaning"",
""definition"": ""English explanation"",
""example"": ""usage example"",
""exampleTranslation"": ""Traditional Chinese example""
}}
]
}}
**Analysis Guidelines:**
1. **Grammar Check**: Detect tense errors, subject-verb agreement, preposition usage, word order
2. **Vocabulary Analysis**: Include ALL significant words (exclude articles: a, an, the)
3. **CEFR Levels**: Assign accurate A1-C2 levels for each word
4. **Idioms**: Identify any idiomatic expressions or phrasal verbs
5. **Translations**: Use Traditional Chinese (Taiwan standard)
**IMPORTANT**: Return ONLY the JSON object, no additional text or explanation.";
var aiResponse = await CallGeminiAPI(prompt); var aiResponse = await CallGeminiAPI(prompt);
@ -52,6 +102,13 @@ public class GeminiService : IGeminiService
throw new InvalidOperationException("Gemini API returned empty response"); throw new InvalidOperationException("Gemini API returned empty response");
} }
// 檢查是否是安全過濾的回退訊息
if (aiResponse.Contains("temporarily unavailable due to safety filtering"))
{
// 這是安全過濾的情況,但我們仍然要處理它而不是拋出異常
_logger.LogWarning("Using safety filtering fallback response");
}
// 直接使用 AI 的回應創建分析數據 // 直接使用 AI 的回應創建分析數據
var analysisData = CreateAnalysisFromAIResponse(inputText, userLevel, aiResponse); var analysisData = CreateAnalysisFromAIResponse(inputText, userLevel, aiResponse);
@ -72,47 +129,129 @@ public class GeminiService : IGeminiService
_logger.LogInformation("Creating analysis from AI response: {ResponsePreview}...", _logger.LogInformation("Creating analysis from AI response: {ResponsePreview}...",
aiResponse.Substring(0, Math.Min(100, aiResponse.Length))); aiResponse.Substring(0, Math.Min(100, aiResponse.Length)));
// 直接使用 AI 回應作為分析結果 try
var analysisData = new SentenceAnalysisData {
// 清理 AI 回應以確保是純 JSON
var cleanJson = aiResponse.Trim();
if (cleanJson.StartsWith("```json"))
{
cleanJson = cleanJson.Substring(7);
}
if (cleanJson.EndsWith("```"))
{
cleanJson = cleanJson.Substring(0, cleanJson.Length - 3);
}
// 解析 AI 回應的 JSON
var aiAnalysis = JsonSerializer.Deserialize<AiAnalysisResponse>(cleanJson, new JsonSerializerOptions
{
PropertyNameCaseInsensitive = true
});
if (aiAnalysis == null)
{
throw new InvalidOperationException("Failed to parse AI response JSON");
}
// 轉換為 DTO 結構
var analysisData = new SentenceAnalysisData
{
OriginalText = inputText,
SentenceMeaning = aiAnalysis.SentenceTranslation ?? "",
VocabularyAnalysis = ConvertVocabularyAnalysis(aiAnalysis.VocabularyAnalysis ?? new()),
GrammarCorrection = ConvertGrammarCorrection(aiAnalysis),
Metadata = new AnalysisMetadata
{
UserLevel = userLevel,
ProcessingDate = DateTime.UtcNow,
AnalysisModel = "gemini-1.5-flash",
AnalysisVersion = "2.0"
}
};
// 計算統計
analysisData.Statistics = CalculateStatistics(analysisData.VocabularyAnalysis, userLevel);
return analysisData;
}
catch (JsonException ex)
{
_logger.LogError(ex, "Failed to parse AI response as JSON: {Response}", aiResponse);
// 回退到舊的處理方式
return CreateFallbackAnalysis(inputText, userLevel, aiResponse);
}
}
private Dictionary<string, VocabularyAnalysisDto> ConvertVocabularyAnalysis(Dictionary<string, AiVocabularyAnalysis> aiVocab)
{
var result = new Dictionary<string, VocabularyAnalysisDto>();
foreach (var kvp in aiVocab)
{
var aiWord = kvp.Value;
result[kvp.Key] = new VocabularyAnalysisDto
{
Word = aiWord.Word ?? kvp.Key,
Translation = aiWord.Translation ?? "",
Definition = aiWord.Definition ?? "",
PartOfSpeech = aiWord.PartOfSpeech ?? "unknown",
Pronunciation = aiWord.Pronunciation ?? $"/{kvp.Key}/",
DifficultyLevel = aiWord.DifficultyLevel ?? "A2",
IsIdiom = aiWord.IsIdiom,
Frequency = aiWord.Frequency ?? "medium",
Synonyms = aiWord.Synonyms ?? new List<string>(),
Example = aiWord.Example,
ExampleTranslation = aiWord.ExampleTranslation,
Tags = new List<string> { "ai-analyzed", "gemini" }
};
}
return result;
}
private GrammarCorrectionDto? ConvertGrammarCorrection(AiAnalysisResponse aiAnalysis)
{
if (!aiAnalysis.HasGrammarErrors || aiAnalysis.GrammarCorrections == null || !aiAnalysis.GrammarCorrections.Any())
{
return null;
}
var corrections = aiAnalysis.GrammarCorrections.Select(gc => new GrammarErrorDto
{
Error = gc.Original ?? "",
Correction = gc.Corrected ?? "",
Type = gc.Type ?? "grammar",
Explanation = gc.Explanation ?? "",
Severity = "medium",
Position = new ErrorPosition { Start = 0, End = 0 } // 簡化處理
}).ToList();
return new GrammarCorrectionDto
{
HasErrors = true,
CorrectedText = string.Join(" ", corrections.Select(c => c.Correction)),
Corrections = corrections
};
}
private SentenceAnalysisData CreateFallbackAnalysis(string inputText, string userLevel, string aiResponse)
{
_logger.LogWarning("Using fallback analysis due to JSON parsing failure");
return new SentenceAnalysisData
{ {
OriginalText = inputText, OriginalText = inputText,
SentenceMeaning = aiResponse, // 直接使用 AI 的完整回應作為分析結果 SentenceMeaning = aiResponse,
VocabularyAnalysis = CreateBasicVocabularyFromText(inputText, aiResponse), VocabularyAnalysis = CreateBasicVocabularyFromText(inputText, aiResponse),
Metadata = new AnalysisMetadata Metadata = new AnalysisMetadata
{ {
UserLevel = userLevel, UserLevel = userLevel,
ProcessingDate = DateTime.UtcNow, ProcessingDate = DateTime.UtcNow,
AnalysisModel = "gemini-1.5-flash", AnalysisModel = "gemini-1.5-flash-fallback",
AnalysisVersion = "1.0" AnalysisVersion = "1.0"
} },
Statistics = new AnalysisStatistics()
}; };
// 檢查是否有語法錯誤(基於 AI 回應)
if (aiResponse.ToLower().Contains("error") || aiResponse.ToLower().Contains("incorrect") ||
aiResponse.ToLower().Contains("should be") || aiResponse.ToLower().Contains("錯誤"))
{
analysisData.GrammarCorrection = new GrammarCorrectionDto
{
HasErrors = true,
CorrectedText = inputText, // 保持原文,讓用戶看到 AI 的建議
Corrections = new List<GrammarErrorDto>
{
new GrammarErrorDto
{
Error = "AI detected grammar issues",
Correction = "See AI analysis above",
Type = "AI Grammar Check",
Explanation = aiResponse, // 直接使用 AI 的解釋
Severity = "medium"
}
}
};
}
// 計算統計(使用統一的慣用語術語)
analysisData.Statistics = CalculateStatistics(analysisData.VocabularyAnalysis, userLevel);
return analysisData;
} }
private Dictionary<string, VocabularyAnalysisDto> CreateBasicVocabularyFromText(string inputText, string aiResponse) private Dictionary<string, VocabularyAnalysisDto> CreateBasicVocabularyFromText(string inputText, string aiResponse)
@ -199,11 +338,37 @@ public class GeminiService : IGeminiService
response.EnsureSuccessStatusCode(); response.EnsureSuccessStatusCode();
var responseJson = await response.Content.ReadAsStringAsync(); var responseJson = await response.Content.ReadAsStringAsync();
_logger.LogInformation("Raw Gemini API response: {Response}", responseJson.Substring(0, Math.Min(500, responseJson.Length)));
var geminiResponse = JsonSerializer.Deserialize<GeminiApiResponse>(responseJson); var geminiResponse = JsonSerializer.Deserialize<GeminiApiResponse>(responseJson);
// Check for safety filter blocking
if (geminiResponse?.PromptFeedback != null)
{
_logger.LogWarning("Gemini prompt feedback received: {Feedback}", JsonSerializer.Serialize(geminiResponse.PromptFeedback));
}
// 詳細調試信息
_logger.LogInformation("Gemini response candidates count: {Count}", geminiResponse?.Candidates?.Count ?? 0);
var firstCandidate = geminiResponse?.Candidates?.FirstOrDefault();
_logger.LogInformation("First candidate content: {HasContent}", firstCandidate?.Content != null);
_logger.LogInformation("First candidate parts count: {Count}", firstCandidate?.Content?.Parts?.Count ?? 0);
// Try to get response text
var aiText = geminiResponse?.Candidates?.FirstOrDefault()?.Content?.Parts?.FirstOrDefault()?.Text ?? string.Empty; var aiText = geminiResponse?.Candidates?.FirstOrDefault()?.Content?.Parts?.FirstOrDefault()?.Text ?? string.Empty;
_logger.LogInformation("Gemini API returned: {ResponseLength} characters", aiText.Length); _logger.LogInformation("Gemini API returned: {ResponseLength} characters", aiText.Length);
if (!string.IsNullOrEmpty(aiText))
{
_logger.LogInformation("AI text preview: {Preview}", aiText.Substring(0, Math.Min(200, aiText.Length)));
}
// If no text but we have a successful response, it might be safety filtered
if (string.IsNullOrWhiteSpace(aiText) && geminiResponse?.PromptFeedback != null)
{
// Return a fallback response instead of throwing
return "The content analysis is temporarily unavailable due to safety filtering. Please try with different content.";
}
return aiText; return aiText;
} }
@ -219,6 +384,7 @@ public class GeminiService : IGeminiService
internal class GeminiApiResponse internal class GeminiApiResponse
{ {
public List<GeminiCandidate>? Candidates { get; set; } public List<GeminiCandidate>? Candidates { get; set; }
public object? PromptFeedback { get; set; }
} }
internal class GeminiCandidate internal class GeminiCandidate
@ -234,4 +400,46 @@ internal class GeminiContent
internal class GeminiPart internal class GeminiPart
{ {
public string? Text { get; set; } public string? Text { get; set; }
}
// AI Response JSON Models
internal class AiAnalysisResponse
{
public string? SentenceTranslation { get; set; }
public bool HasGrammarErrors { get; set; }
public List<AiGrammarCorrection>? GrammarCorrections { get; set; }
public Dictionary<string, AiVocabularyAnalysis>? VocabularyAnalysis { get; set; }
public List<AiIdiom>? Idioms { get; set; }
}
internal class AiGrammarCorrection
{
public string? Original { get; set; }
public string? Corrected { get; set; }
public string? Type { get; set; }
public string? Explanation { get; set; }
}
internal class AiVocabularyAnalysis
{
public string? Word { get; set; }
public string? Translation { get; set; }
public string? Definition { get; set; }
public string? PartOfSpeech { get; set; }
public string? Pronunciation { get; set; }
public string? DifficultyLevel { get; set; }
public bool IsIdiom { get; set; }
public string? Frequency { get; set; }
public List<string>? Synonyms { get; set; }
public string? Example { get; set; }
public string? ExampleTranslation { get; set; }
}
internal class AiIdiom
{
public string? Phrase { get; set; }
public string? Translation { get; set; }
public string? Definition { get; set; }
public string? Example { get; set; }
public string? ExampleTranslation { get; set; }
} }