151 lines
5.9 KiB
Go
151 lines
5.9 KiB
Go
package toolrouter
|
|
|
|
import (
|
|
"context"
|
|
"fmt"
|
|
"strings"
|
|
"time"
|
|
|
|
"meshtastic_mqtt_server/completion"
|
|
"meshtastic_mqtt_server/llm"
|
|
"meshtastic_mqtt_server/message"
|
|
"meshtastic_mqtt_server/stream"
|
|
"meshtastic_mqtt_server/toolmanager"
|
|
|
|
"github.com/volcengine/volcengine-go-sdk/service/arkruntime/model"
|
|
)
|
|
|
|
const maxAgentToolIterations = 6
|
|
|
|
// RunAgentToolLoop runs the agent tool calling loop
|
|
func RunAgentToolLoop(ctx context.Context, state *State, profile *llm.Profile, chatMessages []message.ChatMessage, manager *toolmanager.Manager, emit stream.EmitFunc) ([]*model.ChatCompletionMessage, error) {
|
|
finalMessages, err := buildArkMessages(chatMessages)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
routerProfile := profile
|
|
if state != nil {
|
|
routerProfile = state.RouterProfile(profile)
|
|
}
|
|
tools := availableAgentTools(state, routerProfile, manager, emit)
|
|
if len(tools) == 0 {
|
|
return finalMessages, nil
|
|
}
|
|
|
|
decisionMessages := append([]*model.ChatCompletionMessage(nil), finalMessages...)
|
|
|
|
toolByName := make(map[string]AgentTool, len(tools))
|
|
definitions := make([]*model.Tool, 0, len(tools))
|
|
availableNames := make([]string, 0, len(tools))
|
|
toolDescriptions := make([]string, 0, len(tools))
|
|
for _, tool := range tools {
|
|
toolByName[tool.name] = tool
|
|
definitions = append(definitions, tool.definition)
|
|
availableNames = append(availableNames, tool.name)
|
|
if tool.definition != nil && tool.definition.Function != nil {
|
|
toolDescriptions = append(toolDescriptions, fmt.Sprintf("%s: %s", tool.name, tool.definition.Function.Description))
|
|
}
|
|
}
|
|
if emit != nil {
|
|
emit(stream.Frame{Type: "trace", Tool: "agent_tools", Stage: "prepare", Status: "success", Message: "已准备可用工具", Data: map[string]any{"tools": availableNames, "tool_descriptions": toolDescriptions}})
|
|
}
|
|
if state == nil || state.cfg == nil {
|
|
return finalMessages, nil
|
|
}
|
|
if prompt := strings.TrimSpace(state.cfg.SystemPrompt); prompt != "" {
|
|
systemMessage := &model.ChatCompletionMessage{
|
|
Role: "system",
|
|
Content: &model.ChatCompletionMessageContent{
|
|
StringValue: &prompt,
|
|
},
|
|
}
|
|
finalMessages = append([]*model.ChatCompletionMessage{systemMessage}, finalMessages...)
|
|
decisionMessages = append([]*model.ChatCompletionMessage{systemMessage}, decisionMessages...)
|
|
}
|
|
for i := 0; i < maxAgentToolIterations; i++ {
|
|
if emit != nil {
|
|
emit(stream.Frame{Type: "trace", Tool: "agent_tools", Stage: "request", Status: "running", Message: fmt.Sprintf("正在进行第 %d 轮工具判断", i+1), Data: map[string]any{"iteration": i + 1, "max_iterations": maxAgentToolIterations, "tools": availableNames}})
|
|
}
|
|
resp, err := completion.CompleteChat(ctx, routerProfile, model.CreateChatCompletionRequest{
|
|
Model: routerProfile.Config.Model,
|
|
Messages: decisionMessages,
|
|
MaxTokens: &state.cfg.MaxTokens,
|
|
Tools: definitions,
|
|
ToolChoice: model.ToolChoiceStringTypeAuto,
|
|
ParallelToolCalls: BoolPtr(false),
|
|
}, time.Duration(state.cfg.Timeout)*time.Second)
|
|
if err != nil {
|
|
return finalMessages, err
|
|
}
|
|
if tracker := stream.TrackerFromContext(ctx); tracker != nil {
|
|
tracker.AddTool(resp.Usage.PromptTokens, resp.Usage.CompletionTokens)
|
|
}
|
|
if len(resp.Choices) == 0 {
|
|
return finalMessages, nil
|
|
}
|
|
choice := resp.Choices[0]
|
|
if emit != nil {
|
|
emit(stream.Frame{Type: "trace", Tool: "agent_tools", Stage: "decision", Status: "success", Message: "工具判断响应已返回", Data: map[string]any{"iteration": i + 1}})
|
|
}
|
|
calls := choice.Message.ToolCalls
|
|
if len(calls) == 0 && choice.Message.FunctionCall != nil {
|
|
calls = []*model.ToolCall{{ID: "legacy_function_call", Type: model.ToolTypeFunction, Function: *choice.Message.FunctionCall}}
|
|
}
|
|
if len(calls) == 0 {
|
|
if emit != nil {
|
|
emit(stream.Frame{Type: "trace", Tool: "agent_tools", Stage: "request", Status: "success", Message: "模型未请求工具,进入回答生成"})
|
|
}
|
|
return finalMessages, nil
|
|
}
|
|
callNames := make([]string, 0, len(calls))
|
|
for _, call := range calls {
|
|
if call != nil {
|
|
callNames = append(callNames, call.Function.Name)
|
|
}
|
|
}
|
|
if emit != nil {
|
|
emit(stream.Frame{Type: "trace", Tool: "agent_tools", Stage: "tool_calls", Status: "running", Message: fmt.Sprintf("模型请求调用 %d 个工具", len(calls)), Data: map[string]any{"tools": callNames, "iteration": i + 1}})
|
|
}
|
|
assistantMessage := &model.ChatCompletionMessage{Role: "assistant", ToolCalls: calls, Content: choice.Message.Content}
|
|
finalMessages = append(finalMessages, assistantMessage)
|
|
decisionMessages = append(decisionMessages, assistantMessage)
|
|
for _, call := range calls {
|
|
result := ExecuteAgentToolCall(ctx, call, toolByName, emit)
|
|
resultContent := &model.ChatCompletionMessageContent{StringValue: &result}
|
|
toolMessage := &model.ChatCompletionMessage{Role: "tool", ToolCallID: call.ID, Content: resultContent}
|
|
finalMessages = append(finalMessages, toolMessage)
|
|
decisionMessages = append(decisionMessages, toolMessage)
|
|
}
|
|
}
|
|
limitText := "工具调用轮数已达到上限。请基于已有工具结果回答,并说明可能未完成全部工具调用。"
|
|
limitMessage := &model.ChatCompletionMessage{Role: "system", Content: &model.ChatCompletionMessageContent{StringValue: &limitText}}
|
|
finalMessages = append(finalMessages, limitMessage)
|
|
return finalMessages, nil
|
|
}
|
|
|
|
func buildArkMessages(chatMessages []message.ChatMessage) ([]*model.ChatCompletionMessage, error) {
|
|
messages := make([]*model.ChatCompletionMessage, 0, len(chatMessages))
|
|
for _, msg := range chatMessages {
|
|
role := msg.Role
|
|
if role == "" {
|
|
role = "user"
|
|
}
|
|
content := &model.ChatCompletionMessageContent{StringValue: &msg.Content}
|
|
messages = append(messages, &model.ChatCompletionMessage{
|
|
Role: role,
|
|
Content: content,
|
|
})
|
|
}
|
|
return messages, nil
|
|
}
|
|
|
|
// BoolPtr returns a pointer to the given bool
|
|
func BoolPtr(b bool) *bool {
|
|
return &b
|
|
}
|
|
|
|
// IntPtr returns a pointer to the given int
|
|
func IntPtr(i int) *int {
|
|
return &i
|
|
}
|