Files
picoclaw/pkg/agent/loop.go
2026-02-09 19:20:19 +08:00

194 lines
4.9 KiB
Go

// PicoClaw - Ultra-lightweight personal AI agent
// Inspired by and based on nanobot: https://github.com/HKUDS/nanobot
// License: MIT
//
// Copyright (c) 2026 PicoClaw contributors
package agent
import (
"context"
"encoding/json"
"fmt"
"os"
"path/filepath"
"github.com/sipeed/picoclaw/pkg/bus"
"github.com/sipeed/picoclaw/pkg/config"
"github.com/sipeed/picoclaw/pkg/providers"
"github.com/sipeed/picoclaw/pkg/session"
"github.com/sipeed/picoclaw/pkg/tools"
)
type AgentLoop struct {
bus *bus.MessageBus
provider providers.LLMProvider
workspace string
model string
maxIterations int
sessions *session.SessionManager
contextBuilder *ContextBuilder
tools *tools.ToolRegistry
running bool
}
func NewAgentLoop(cfg *config.Config, bus *bus.MessageBus, provider providers.LLMProvider) *AgentLoop {
workspace := cfg.WorkspacePath()
os.MkdirAll(workspace, 0755)
toolsRegistry := tools.NewToolRegistry()
toolsRegistry.Register(&tools.ReadFileTool{})
toolsRegistry.Register(&tools.WriteFileTool{})
toolsRegistry.Register(&tools.ListDirTool{})
toolsRegistry.Register(tools.NewExecTool(workspace))
braveAPIKey := cfg.Tools.Web.Search.APIKey
toolsRegistry.Register(tools.NewWebSearchTool(braveAPIKey, cfg.Tools.Web.Search.MaxResults))
toolsRegistry.Register(tools.NewWebFetchTool(50000))
sessionsManager := session.NewSessionManager(filepath.Join(filepath.Dir(cfg.WorkspacePath()), "sessions"))
return &AgentLoop{
bus: bus,
provider: provider,
workspace: workspace,
model: cfg.Agents.Defaults.Model,
maxIterations: cfg.Agents.Defaults.MaxToolIterations,
sessions: sessionsManager,
contextBuilder: NewContextBuilder(workspace),
tools: toolsRegistry,
running: false,
}
}
func (al *AgentLoop) Run(ctx context.Context) error {
al.running = true
for al.running {
select {
case <-ctx.Done():
return nil
default:
msg, ok := al.bus.ConsumeInbound(ctx)
if !ok {
continue
}
response, err := al.processMessage(ctx, msg)
if err != nil {
response = fmt.Sprintf("Error processing message: %v", err)
}
if response != "" {
al.bus.PublishOutbound(bus.OutboundMessage{
Channel: msg.Channel,
ChatID: msg.ChatID,
Content: response,
})
}
}
}
return nil
}
func (al *AgentLoop) Stop() {
al.running = false
}
func (al *AgentLoop) ProcessDirect(ctx context.Context, content, sessionKey string) (string, error) {
msg := bus.InboundMessage{
Channel: "cli",
SenderID: "user",
ChatID: "direct",
Content: content,
SessionKey: sessionKey,
}
return al.processMessage(ctx, msg)
}
func (al *AgentLoop) processMessage(ctx context.Context, msg bus.InboundMessage) (string, error) {
messages := al.contextBuilder.BuildMessages(
al.sessions.GetHistory(msg.SessionKey),
msg.Content,
nil,
)
iteration := 0
var finalContent string
for iteration < al.maxIterations {
iteration++
toolDefs := al.tools.GetDefinitions()
providerToolDefs := make([]providers.ToolDefinition, 0, len(toolDefs))
for _, td := range toolDefs {
providerToolDefs = append(providerToolDefs, providers.ToolDefinition{
Type: td["type"].(string),
Function: providers.ToolFunctionDefinition{
Name: td["function"].(map[string]interface{})["name"].(string),
Description: td["function"].(map[string]interface{})["description"].(string),
Parameters: td["function"].(map[string]interface{})["parameters"].(map[string]interface{}),
},
})
}
response, err := al.provider.Chat(ctx, messages, providerToolDefs, al.model, map[string]interface{}{
"max_tokens": 8192,
"temperature": 0.7,
})
if err != nil {
return "", fmt.Errorf("LLM call failed: %w", err)
}
if len(response.ToolCalls) == 0 {
finalContent = response.Content
break
}
assistantMsg := providers.Message{
Role: "assistant",
Content: response.Content,
}
for _, tc := range response.ToolCalls {
argumentsJSON, _ := json.Marshal(tc.Arguments)
assistantMsg.ToolCalls = append(assistantMsg.ToolCalls, providers.ToolCall{
ID: tc.ID,
Type: "function",
Function: &providers.FunctionCall{
Name: tc.Name,
Arguments: string(argumentsJSON),
},
})
}
messages = append(messages, assistantMsg)
for _, tc := range response.ToolCalls {
result, err := al.tools.Execute(ctx, tc.Name, tc.Arguments)
if err != nil {
result = fmt.Sprintf("Error: %v", err)
}
toolResultMsg := providers.Message{
Role: "tool",
Content: result,
ToolCallID: tc.ID,
}
messages = append(messages, toolResultMsg)
}
}
if finalContent == "" {
finalContent = "I've completed processing but have no response to give."
}
al.sessions.AddMessage(msg.SessionKey, "user", msg.Content)
al.sessions.AddMessage(msg.SessionKey, "assistant", finalContent)
al.sessions.Save(al.sessions.GetOrCreate(msg.SessionKey))
return finalContent, nil
}