rony-llm-agent/pkg/agent/loop.go

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package agent
import (
"context"
"encoding/json"
"fmt"
"iter"
"strings"
"time"
"github.com/VictorVargas/rony-llm-agent/pkg/llm"
"github.com/VictorVargas/rony-llm-agent/pkg/persona"
"github.com/VictorVargas/rony-llm-agent/pkg/tools"
)
// MaxIterations is the default maximum number of agent iterations.
const DefaultMaxIterations = 50
// MaxToolOutputBytes is the default maximum size for tool output in bytes.
const DefaultMaxToolOutputBytes = 50 * 1024 // 50KB
// Sandbox defines the interface for filesystem sandbox operations.
type Sandbox interface {
ValidateToolCall(tool tools.Tool, call llm.ToolCall) error
}
// Approver is called before executing tools with Ask permission.
// Return true to allow, false to deny.
type Approver func(tool tools.Tool, call llm.ToolCall) bool
// OnIterationHook is called after each iteration.
type OnIterationHook func(Iteration)
// Config holds the dependencies and settings for the agent loop.
type Config struct {
LLM llm.LLMClient
Persona persona.Persona
Tools tools.Registry
Sandbox Sandbox
MaxIters int
Approver Approver
OnIteration OnIterationHook
ToolTimeout time.Duration
ChatTemplateKwargs map[string]any // passed to the LLM provider (e.g. Qwen enable_thinking)
}
// Iteration represents a single cycle of the agent loop.
type Iteration struct {
Number int
ToolCalls []llm.ToolCall
ToolsUsed int
Duration time.Duration
}
// Response is the final output of the agent loop.
type Response struct {
Content string
ToolCalls []llm.ToolCall
Iterations int
Duration time.Duration
TokenUsage llm.TokenUsage
}
// Loop is the main agent loop that orchestrates LLM calls and tool execution.
type Loop struct {
cfg Config
}
// New creates a new Loop with the given configuration.
func New(cfg Config) *Loop {
if cfg.MaxIters == 0 {
cfg.MaxIters = DefaultMaxIterations
}
return &Loop{cfg: cfg}
}
// Run executes the agent loop and returns the final response.
// Optional history messages are appended after the system prompt and before
// the new user input.
func (l *Loop) Run(ctx context.Context, input string, history ...llm.Message) (Response, error) {
start := time.Now()
messages := l.buildInitialMessages(input, history)
var finalContent string
var allToolCalls []llm.ToolCall
var totalUsage llm.TokenUsage
iterations := 0
for iterations < l.cfg.MaxIters {
iterations++
resp, err := l.cfg.LLM.Generate(ctx, llm.CompletionRequest{
Messages: messages,
Tools: l.getToolSchemas(),
ChatTemplateKwargs: l.cfg.ChatTemplateKwargs,
})
if err != nil {
return Response{}, fmt.Errorf("LLM generate failed: %w", err)
}
totalUsage.InputTokens += resp.Usage.InputTokens
totalUsage.OutputTokens += resp.Usage.OutputTokens
totalUsage.TotalTokens += resp.Usage.TotalTokens
if len(resp.ToolCalls) == 0 {
finalContent = resp.Content
break
}
for _, call := range resp.ToolCalls {
result, err := l.executeTool(ctx, call)
if err != nil {
messages = append(messages, llm.Message{
Role: llm.RoleTool,
Content: fmt.Sprintf("Error: %v", err),
})
continue
}
messages = append(messages, llm.Message{
Role: llm.RoleTool,
Content: result.Content,
})
allToolCalls = append(allToolCalls, call)
}
}
duration := time.Since(start)
if iterations >= l.cfg.MaxIters {
return Response{}, fmt.Errorf("max iterations (%d) reached", l.cfg.MaxIters)
}
return Response{
Content: finalContent,
ToolCalls: allToolCalls,
Iterations: iterations,
Duration: duration,
TokenUsage: totalUsage,
}, nil
}
// RunStream executes the agent loop with streaming output.
// Optional history messages are appended after the system prompt and before
// the new user input.
func (l *Loop) RunStream(ctx context.Context, input string, history ...llm.Message) iter.Seq2[llm.StreamChunk, error] {
return func(yield func(llm.StreamChunk, error) bool) {
messages := l.buildInitialMessages(input, history)
iterations := 0
for iterations < l.cfg.MaxIters {
iterations++
stream := l.cfg.LLM.Stream(ctx, llm.CompletionRequest{
Messages: messages,
Tools: l.getToolSchemas(),
ChatTemplateKwargs: l.cfg.ChatTemplateKwargs,
})
var hasToolCalls bool
var responseBuilder strings.Builder
for chunk, err := range stream {
if err != nil {
yield(llm.StreamChunk{}, err)
return
}
if len(chunk.ToolCalls) > 0 {
hasToolCalls = true
for _, tc := range chunk.ToolCalls {
result, err := l.executeTool(ctx, tc)
if err != nil {
messages = append(messages, llm.Message{
Role: llm.RoleTool,
Content: fmt.Sprintf("Error: %v", err),
})
continue
}
messages = append(messages, llm.Message{
Role: llm.RoleTool,
Content: result.Content,
})
}
}
// A trailing usage-only chunk (no Delta/ReasoningDelta, per
// providers that report token usage in a separate final
// event) must still be forwarded, or callers can never see
// real token counts.
hasContent := chunk.Delta != "" || chunk.ReasoningDelta != ""
hasUsage := chunk.Usage.TotalTokens > 0
if !hasToolCalls && (hasContent || hasUsage) {
responseBuilder.WriteString(chunk.Delta)
if !yield(chunk, nil) {
return
}
}
}
if !hasToolCalls {
return
}
}
yield(llm.StreamChunk{}, fmt.Errorf("max iterations (%d) reached", l.cfg.MaxIters))
}
}
func (l *Loop) buildInitialMessages(input string, history []llm.Message) []llm.Message {
systemPrompt := persona.AssembleSystemPrompt(l.cfg.Persona, "")
messages := make([]llm.Message, 0, len(history)+2)
messages = append(messages, llm.Message{Role: llm.RoleSystem, Content: systemPrompt})
messages = append(messages, history...)
messages = append(messages, llm.Message{Role: llm.RoleUser, Content: input})
return messages
}
func (l *Loop) getToolSchemas() []json.RawMessage {
var schemas []json.RawMessage
for _, tool := range l.cfg.Tools.List() {
def := map[string]interface{}{
"type": "function",
"function": map[string]interface{}{
"name": tool.Name,
"description": tool.Description,
"parameters": json.RawMessage(tool.InputSchema),
},
}
data, _ := json.Marshal(def)
schemas = append(schemas, data)
}
return schemas
}
func (l *Loop) executeTool(ctx context.Context, call llm.ToolCall) (tools.ToolResult, error) {
tool, found := l.cfg.Tools.Get(call.Name)
if !found {
return tools.ToolResult{IsError: true}, fmt.Errorf("tool %q not found", call.Name)
}
if tool.Permission == tools.Ask && l.cfg.Approver != nil && !l.cfg.Approver(tool, call) {
return tools.ToolResult{Content: "Tool execution denied by user"}, nil
}
if l.cfg.Sandbox != nil {
if err := l.cfg.Sandbox.ValidateToolCall(tool, call); err != nil {
return tools.ToolResult{IsError: true}, fmt.Errorf("sandbox violation: %w", err)
}
}
if l.cfg.OnIteration != nil {
l.cfg.OnIteration(Iteration{
Number: 1,
ToolCalls: []llm.ToolCall{call},
ToolsUsed: 1,
})
}
result, err := tool.Handler(ctx, call.Arguments)
if err != nil {
return tools.ToolResult{IsError: true, Content: fmt.Sprintf("Tool error: %v", err)}, nil
}
return result, nil
}