ehance: The LLM output code can specify the programming language (#509)

internal/lint/agent.go

@@ -161,7 +161,7 @@ func (a *Agent) EnrichWithLLM(ctx context.Context, lintResults map[string][]Lint
 		for i, output := range outputs {
 			// only enrich the output that is not typed
 			if output.TypedMessage == "" {
-				resp, err := llm.QueryForReference(ctx, a.ModelClient, output.Message)
+				resp, err := llm.QueryForReference(ctx, a.ModelClient, output.Message, output.File)
 				if err != nil {
 					log.Errorf("failed to query LLM server: %v", err)
 				} else {

internal/llm/llm.go

@@ -71,12 +71,12 @@ Context:
 %s
 `
 
-func QueryForReference(ctx context.Context, model llms.Model, linterOutput string) (string, error) {
+func QueryForReference(ctx context.Context, model llms.Model, linterOutput string, codeLanguage string) (string, error) {
 	log := util.FromContext(ctx)
 	if model == nil {
 		return "", ErrModelIsNil
 	}
-	ragQuery := fmt.Sprintf(referenceTemplateStr, linterOutput)
+	ragQuery := fmt.Sprintf(referenceTemplateStr, linterOutput, codeLanguage)
 
 	timeout := 5 * time.Minute
 	ctxWithTimeout, cancel := context.WithTimeout(ctx, timeout)
@@ -95,30 +95,38 @@ func QueryForReference(ctx context.Context, model llms.Model, linterOutput strin
 }
 
 const referenceTemplateStr = `
-You are a lint expert, you can explain in detail the meaning of the lint result according to the content of the given context.
-You will follow the format of the example in <format> to answer in Chinese, firstly, you will explain the lint, secondly, you will give the incorrect usage (it can be a code example or text description), and finally, you will give the correct usage (it can be a code example or a text description), and finally add a blank line before the result.
-Please make sure that the output must not exceed 10,000 characters.
+You are a lint expert who can explain in detail the meaning of lint results based on the provided <context>. 
 
-<format>
+Please follow the format in <format> to respond in Chinese:
 
-### lint 解释
-- 该 lint 出现表示一个变量被赋值后又被重新赋值，但在此过程中没有使用其原始值。这种情况通常表明代码中可能存在冗余，或者可能是逻辑错误，因为原始值在此期间没有被实际使用。
-### 错误用法
-	// 
-	func main() {
-		x := 10
-		x = 20 // 重新赋值，但未使用原始值
+1. **Lint 解释**:
+   - 首先，解释该 lint 的含义。
+   
+2. **错误用法**:
+   - 提供一个代码示例或文本描述，展示不正确的用法。若给出代码,代码语言请遵循<codeLanguage>
+   
+3. **正确用法**:
+   - 给出一个代码示例或文本描述，展示正确的用法。若给出代码,代码语言请遵循<codeLanguage>
 
-		fmt.Println("x =", x) // 仅打印新值20
-	}
+以上三块内容有且仅输出一次, 即一次“Lint 解释”，一次“错误用法”, 一次“正确用法”。保证输出不多不少
+请确保输出不超过 5000 个字符
+
+
+<format>
 
+### lint 解释
 
+### 错误用法
+     
 ### 正确用法
-- 方案一：使用赋值变量
-- 方案二 ：移除冗余赋值
 
 </format>
-Context:
+
+<codeLanguage>
 %s
+</codeLanguage>
 
+<context>
+%s
+</context>
 `