Files
ai-agent/internal/ai/runtime/internal/impl/callbacks/agent_trace_handler.go
T

277 lines
8.1 KiB
Go

package callbacks
import (
"context"
"encoding/json"
"strings"
"time"
impladapter "cs-agent/internal/ai/runtime/internal/impl/adapter"
"cs-agent/internal/pkg/toolx"
einotool "github.com/cloudwego/eino/components/tool"
"github.com/cloudwego/eino/adk"
)
type ToolMetadata struct {
ToolCode string
ServerCode string
ToolName string
SourceType string
}
type RuntimeTraceHandler struct {
*adk.BaseChatModelAgentMiddleware
collector *RuntimeTraceCollector
toolMetadataBy map[string]ToolMetadata
}
func NewRuntimeTraceHandler(collector *RuntimeTraceCollector, toolMetadataBy map[string]ToolMetadata) *RuntimeTraceHandler {
return &RuntimeTraceHandler{
BaseChatModelAgentMiddleware: &adk.BaseChatModelAgentMiddleware{},
collector: collector,
toolMetadataBy: toolMetadataBy,
}
}
func (h *RuntimeTraceHandler) WrapInvokableToolCall(_ context.Context, endpoint adk.InvokableToolCallEndpoint, tCtx *adk.ToolContext) (adk.InvokableToolCallEndpoint, error) {
return func(ctx context.Context, argumentsInJSON string, opts ...einotool.Option) (string, error) {
startedAt := time.Now()
result, err := endpoint(ctx, argumentsInJSON, opts...)
item := ToolTraceItem{
ResultPreview: previewToolText(result, 300),
LatencyMs: time.Since(startedAt).Milliseconds(),
Status: "ok",
}
reductionInfo := impladapter.ParseReductionInfo(result)
item.ResultReduced = reductionInfo.Reduced
item.OriginalChars = reductionInfo.OriginalChars
item.KeptChars = reductionInfo.KeptChars
if tCtx != nil {
item.ToolName = strings.TrimSpace(tCtx.Name)
if metadata, ok := h.toolMetadataBy[item.ToolName]; ok {
item.ToolCode = metadata.ToolCode
item.ServerCode = metadata.ServerCode
item.ToolName = metadata.ToolName
}
}
if arguments := parseToolArguments(argumentsInJSON); len(arguments) > 0 {
item.Arguments = arguments
}
if err != nil {
item.Status = "error"
item.ErrorMessage = err.Error()
}
h.collector.AddToolItem(item)
if metadata, ok := h.resolveToolMetadata(item.ToolName); ok && strings.TrimSpace(metadata.SourceType) == toolx.GraphToolCatalogServerCode {
recommendedAction, riskLevel, ticketDraftReady := parseGraphToolOutcome(item.ToolCode, result)
h.collector.AddGraphToolItem(GraphToolTraceItem{
ToolCode: item.ToolCode,
ToolName: item.ToolName,
Arguments: item.Arguments,
ResultPreview: item.ResultPreview,
ResultReduced: item.ResultReduced,
OriginalChars: item.OriginalChars,
KeptChars: item.KeptChars,
LatencyMs: item.LatencyMs,
Status: item.Status,
ErrorMessage: item.ErrorMessage,
RecommendedAction: recommendedAction,
RiskLevel: riskLevel,
TicketDraftReady: ticketDraftReady,
})
}
if metadata, ok := h.resolveToolMetadata(item.ToolName); ok && strings.TrimSpace(metadata.ToolCode) == toolx.BuiltinToolSearchToolCode {
h.collector.AddToolSearchItem(h.buildToolSearchTraceItem(argumentsInJSON, result, err))
}
return result, err
}, nil
}
func parseGraphToolOutcome(toolCode string, result string) (recommendedAction, riskLevel string, ticketDraftReady bool) {
toolCode = strings.TrimSpace(toolCode)
if toolCode == "" || strings.TrimSpace(result) == "" {
return "", "", false
}
payload := make(map[string]any)
if err := json.Unmarshal([]byte(strings.TrimSpace(result)), &payload); err != nil {
return "", "", false
}
switch toolCode {
case toolx.GraphAnalyzeConversationToolCode:
return strings.TrimSpace(readToolSearchString(payload, "recommendedNextAction")), strings.TrimSpace(readToolSearchString(payload, "riskLevel")), false
case toolx.GraphTriageServiceRequestToolCode:
recommendedAction = strings.TrimSpace(readToolSearchString(payload, "recommendedAction"))
if analysis, ok := payload["analysis"].(map[string]any); ok {
riskLevel = strings.TrimSpace(readToolSearchString(analysis, "riskLevel"))
}
if ticketDraft, ok := payload["ticketDraft"].(map[string]any); ok {
ready, _ := ticketDraft["ready"].(bool)
ticketDraftReady = ready
}
return recommendedAction, riskLevel, ticketDraftReady
default:
return "", "", false
}
}
func (h *RuntimeTraceHandler) resolveToolMetadata(modelToolName string) (ToolMetadata, bool) {
if h == nil || h.toolMetadataBy == nil {
return ToolMetadata{}, false
}
modelToolName = strings.TrimSpace(modelToolName)
if modelToolName == "" {
return ToolMetadata{}, false
}
if modelToolName == toolx.BuiltinToolSearchToolName {
return ToolMetadata{
ToolCode: toolx.BuiltinToolSearchToolCode,
ServerCode: toolx.BuiltinToolCatalogServerCode,
ToolName: toolx.BuiltinToolSearchToolName,
SourceType: toolx.BuiltinToolCatalogServerCode,
}, true
}
if modelToolName == toolx.BuiltinSkillToolName {
return ToolMetadata{
ToolCode: toolx.BuiltinSkillToolCode,
ServerCode: toolx.BuiltinToolCatalogServerCode,
ToolName: toolx.BuiltinSkillToolName,
SourceType: toolx.BuiltinToolCatalogServerCode,
}, true
}
metadata, ok := h.toolMetadataBy[modelToolName]
return metadata, ok
}
func parseToolArguments(argumentsInJSON string) map[string]any {
argumentsInJSON = strings.TrimSpace(argumentsInJSON)
if argumentsInJSON == "" {
return nil
}
ret := make(map[string]any)
if err := json.Unmarshal([]byte(argumentsInJSON), &ret); err != nil {
return nil
}
return ret
}
func previewToolText(text string, limit int) string {
if limit <= 0 {
return ""
}
text = strings.TrimSpace(text)
runes := []rune(text)
if len(runes) <= limit {
return text
}
return string(runes[:limit]) + "..."
}
func (h *RuntimeTraceHandler) buildToolSearchTraceItem(argumentsInJSON string, result string, runErr error) ToolSearchTraceItem {
item := ToolSearchTraceItem{Status: "ok"}
args := parseToolArguments(argumentsInJSON)
item.Query = strings.TrimSpace(firstNonBlank(
readToolSearchString(args, "query"),
readToolSearchString(args, "regex_pattern"),
))
item.TargetToolCode = strings.TrimSpace(readToolSearchString(args, "toolCode"))
item.TargetServerCode, item.TargetToolName = toolx.SplitMCPToolCode(item.TargetToolCode)
if item.TargetToolCode != "" {
item.Action = "invoke"
} else {
item.Action = "search"
}
if runErr != nil {
item.Status = "error"
item.ErrorMessage = runErr.Error()
return item
}
payload := make(map[string]any)
if err := json.Unmarshal([]byte(strings.TrimSpace(result)), &payload); err != nil {
return item
}
item.CandidateToolCodes = h.extractCandidateToolCodes(payload)
return item
}
func readToolSearchString(data map[string]any, key string) string {
if len(data) == 0 {
return ""
}
value, ok := data[key]
if !ok {
return ""
}
text, _ := value.(string)
return text
}
func firstNonBlank(values ...string) string {
for _, value := range values {
value = strings.TrimSpace(value)
if value != "" {
return value
}
}
return ""
}
func (h *RuntimeTraceHandler) extractCandidateToolCodes(payload map[string]any) []string {
if len(payload) == 0 {
return nil
}
if items, ok := payload["selectedTools"].([]any); ok {
return h.extractSelectedToolCodes(items)
}
if items, ok := payload["candidates"].([]any); ok {
return h.extractCandidateObjects(items)
}
return nil
}
func (h *RuntimeTraceHandler) extractSelectedToolCodes(items []any) []string {
if len(items) == 0 {
return nil
}
ret := make([]string, 0, len(items))
for _, item := range items {
toolName, ok := item.(string)
if !ok {
continue
}
toolName = strings.TrimSpace(toolName)
if toolName == "" {
continue
}
toolCode := toolName
if metadata, ok := h.resolveToolMetadata(toolName); ok && strings.TrimSpace(metadata.ToolCode) != "" {
toolCode = strings.TrimSpace(metadata.ToolCode)
}
if toolCode == "" {
continue
}
ret = append(ret, toolCode)
}
return ret
}
func (h *RuntimeTraceHandler) extractCandidateObjects(items []any) []string {
if len(items) == 0 {
return nil
}
ret := make([]string, 0, len(items))
for _, item := range items {
obj, ok := item.(map[string]any)
if !ok {
continue
}
toolCode := strings.TrimSpace(readToolSearchString(obj, "toolCode"))
if toolCode == "" {
continue
}
ret = append(ret, toolCode)
}
return ret
}