chore: customized prompt template for integration plugins

pkg/ai/azureopenai.go

@@ -36,7 +36,7 @@ func (c *AzureAIClient) Configure(config IAIConfig, lang string) error {
 	return nil
 }
 
-func (c *AzureAIClient) GetCompletion(ctx context.Context, prompt string) (string, error) {
+func (c *AzureAIClient) GetCompletion(ctx context.Context, prompt string, promptTmpl string) (string, error) {
 	// Create a completion request
 	resp, err := c.client.CreateChatCompletion(ctx, openai.ChatCompletionRequest{
 		Model: c.model,
@@ -53,7 +53,7 @@ func (c *AzureAIClient) GetCompletion(ctx context.Context, prompt string) (strin
 	return resp.Choices[0].Message.Content, nil
 }
 
-func (a *AzureAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache) (string, error) {
+func (a *AzureAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error) {
 	inputKey := strings.Join(prompt, " ")
 	// Check for cached data
 	cacheKey := util.GetCacheKey(a.GetName(), a.language, inputKey)
@@ -74,7 +74,7 @@ func (a *AzureAIClient) Parse(ctx context.Context, prompt []string, cache cache.
 		}
 	}
 
-	response, err := a.GetCompletion(ctx, inputKey)
+	response, err := a.GetCompletion(ctx, inputKey, promptTmpl)
 	if err != nil {
 		return "", err
 	}

pkg/ai/iai.go

@@ -36,8 +36,8 @@ var (
 
 type IAI interface {
 	Configure(config IAIConfig, language string) error
-	GetCompletion(ctx context.Context, prompt string) (string, error)
-	Parse(ctx context.Context, prompt []string, cache cache.ICache) (string, error)
+	GetCompletion(ctx context.Context, prompt string, promptTmpl string) (string, error)
+	Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error)
 	GetName() string
 }
 

pkg/ai/noopai.go

@@ -38,20 +38,20 @@ func (c *NoOpAIClient) Configure(config IAIConfig, language string) error {
 	return nil
 }
 
-func (c *NoOpAIClient) GetCompletion(ctx context.Context, prompt string) (string, error) {
+func (c *NoOpAIClient) GetCompletion(ctx context.Context, prompt string, promptTmpl string) (string, error) {
 	// Create a completion request
 	response := "I am a noop response to the prompt " + prompt
 	return response, nil
 }
 
-func (a *NoOpAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache) (string, error) {
+func (a *NoOpAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error) {
 	// parse the text with the AI backend
 	inputKey := strings.Join(prompt, " ")
 	// Check for cached data
 	sEnc := base64.StdEncoding.EncodeToString([]byte(inputKey))
 	cacheKey := util.GetCacheKey(a.GetName(), a.language, sEnc)
 
-	response, err := a.GetCompletion(ctx, inputKey)
+	response, err := a.GetCompletion(ctx, inputKey, promptTmpl)
 	if err != nil {
 		color.Red("error getting completion: %v", err)
 		return "", err

pkg/ai/openai.go

@@ -53,14 +53,17 @@ func (c *OpenAIClient) Configure(config IAIConfig, language string) error {
 	return nil
 }
 
-func (c *OpenAIClient) GetCompletion(ctx context.Context, prompt string) (string, error) {
+func (c *OpenAIClient) GetCompletion(ctx context.Context, prompt string, promptTmpl string) (string, error) {
 	// Create a completion request
+	if len(promptTmpl) == 0 {
+		promptTmpl = PromptMap["default"]
+	}
 	resp, err := c.client.CreateChatCompletion(ctx, openai.ChatCompletionRequest{
 		Model: c.model,
 		Messages: []openai.ChatCompletionMessage{
 			{
 				Role:    "user",
-				Content: fmt.Sprintf(default_prompt, c.language, prompt),
+				Content: fmt.Sprintf(promptTmpl, c.language, prompt),
 			},
 		},
 	})
@@ -70,7 +73,7 @@ func (c *OpenAIClient) GetCompletion(ctx context.Context, prompt string) (string
 	return resp.Choices[0].Message.Content, nil
 }
 
-func (a *OpenAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache) (string, error) {
+func (a *OpenAIClient) Parse(ctx context.Context, prompt []string, cache cache.ICache, promptTmpl string) (string, error) {
 	inputKey := strings.Join(prompt, " ")
 	// Check for cached data
 	cacheKey := util.GetCacheKey(a.GetName(), a.language, inputKey)
@@ -91,7 +94,7 @@ func (a *OpenAIClient) Parse(ctx context.Context, prompt []string, cache cache.I
 		}
 	}
 
-	response, err := a.GetCompletion(ctx, inputKey)
+	response, err := a.GetCompletion(ctx, inputKey, promptTmpl)
 	if err != nil {
 		return "", err
 	}

pkg/ai/prompts.go

@@ -6,4 +6,10 @@ const (
 	Error: {Explain error here}
 	Solution: {Step by step solution here}
 	`
+	trivy_prompt = "Explain the following trivy scan result and the detail risk or root cause of the CVE ID, then provide a solution. Response in %s: %s"
 )
+
+var PromptMap = map[string]string{
+	"default":             default_prompt,
+	"VulnerabilityReport": trivy_prompt, // for Trivy intergration, the key should match `Result.Kind` in pkg/common/types.go
+}

pkg/analysis/analysis.go

@@ -261,7 +261,14 @@ func (a *Analysis) GetAIResults(output string, anonymize bool) error {
 			}
 			texts = append(texts, failure.Text)
 		}
-		parsedText, err := a.AIClient.Parse(a.Context, texts, a.Cache)
+		// If the resource `Kind` comes from a "integration plugin", maybe a customized prompt template will be involved.
+		var promptTemplate string
+		if prompt, ok := ai.PromptMap[analysis.Kind]; ok {
+			promptTemplate = prompt
+		} else {
+			promptTemplate = ai.PromptMap["default"]
+		}
+		parsedText, err := a.AIClient.Parse(a.Context, texts, a.Cache, promptTemplate)
 		if err != nil {
 			// FIXME: can we avoid checking if output is json multiple times?
 			//   maybe implement the progress bar better?