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session_compaction.go
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257 lines (217 loc) · 8.27 KB
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package runtime
import (
"context"
"errors"
"log/slog"
"time"
"github.com/docker/docker-agent/pkg/agent"
"github.com/docker/docker-agent/pkg/chat"
"github.com/docker/docker-agent/pkg/compaction"
"github.com/docker/docker-agent/pkg/model/provider"
"github.com/docker/docker-agent/pkg/model/provider/options"
"github.com/docker/docker-agent/pkg/modelsdev"
"github.com/docker/docker-agent/pkg/session"
"github.com/docker/docker-agent/pkg/team"
)
const maxSummaryTokens = 16_000
// maxKeepTokens is the maximum number of tokens to preserve from the end of
// the conversation during compaction. These recent messages are kept verbatim
// so the LLM can continue naturally after compaction.
const maxKeepTokens = 20_000
// doCompact runs compaction on a session and applies the result (events,
// persistence, token count updates). The agent is used to extract the
// conversation from the session and to obtain the model for summarization.
func (r *LocalRuntime) doCompact(ctx context.Context, sess *session.Session, a *agent.Agent, additionalPrompt string, events chan Event) {
lg := slog.With("session_id", sess.ID, "agent", a.Name(), "action", "compaction")
lg.Debug("Generating summary for session")
events <- SessionCompaction(sess.ID, "started", a.Name())
defer func() {
events <- SessionCompaction(sess.ID, "completed", a.Name())
}()
// Build a model just for compaction.
summaryModel := provider.CloneWithOptions(ctx, a.Model(),
options.WithStructuredOutput(nil),
options.WithMaxTokens(maxSummaryTokens),
)
m, err := r.modelsStore.GetModel(ctx, summaryModel.ID())
if err != nil && errors.Is(err, modelsdev.ErrProviderNotFound) {
lg.Debug("Provider not found; attempting to find by model name", "error", err)
db, dberr := r.modelsStore.GetDatabase(ctx)
if dberr != nil {
lg.Error("Provider not found and failed to find by model name", "error", dberr)
events <- Error("Failed to get db to find model definition: " + dberr.Error())
return
}
// Find the lowest context limit for this model, regardless of the provider.
for _, provider := range db.Providers {
if v, ok := provider.Models[summaryModel.BaseConfig().ModelConfig.Model]; ok {
if m == nil || v.Limit.Context < m.Limit.Context {
m = &v
err = nil
}
}
}
}
if err != nil {
lg.Error("Failed to get model definition to generate session summary", "error", err)
events <- Error("Failed to get model definition: " + err.Error())
return
}
compactionAgent := agent.New("root", compaction.SystemPrompt, agent.WithModel(summaryModel))
// Compute the messages to compact, keeping recent messages aside.
messages, firstKeptEntry := extractMessagesToCompact(sess, compactionAgent, int64(m.Limit.Context), additionalPrompt)
// Run the compaction.
compactionSession := session.New(
session.WithTitle("Generating summary"),
session.WithMessages(toItems(messages)),
)
t := team.New(team.WithAgents(compactionAgent))
rt, err := New(t, WithSessionCompaction(false))
if err != nil {
lg.Error("Failed to generate session summary", "error", err)
events <- Error(err.Error())
return
}
if _, err = rt.Run(ctx, compactionSession); err != nil {
lg.Error("Failed to generate session summary", "error", err)
events <- Error(err.Error())
return
}
summary := compactionSession.GetLastAssistantMessageContent()
if summary == "" {
return
}
// Update the session.
sess.InputTokens = compactionSession.OutputTokens
sess.OutputTokens = 0
sess.Messages = append(sess.Messages, session.Item{
Summary: summary,
FirstKeptEntry: firstKeptEntry,
Cost: compactionSession.TotalCost(),
})
_ = r.sessionStore.UpdateSession(ctx, sess)
lg.Debug("Generated session summary", "summary_length", len(summary))
events <- SessionSummary(sess.ID, summary, a.Name(), firstKeptEntry)
}
// extractMessagesToCompact returns the messages to send to the compaction model
// and the index (into sess.Messages) of the first message that was kept aside.
// Recent messages (up to maxKeepTokens) are excluded from compaction so they
// can be preserved verbatim in the session after summarization.
func extractMessagesToCompact(sess *session.Session, compactionAgent *agent.Agent, contextLimit int64, additionalPrompt string) ([]chat.Message, int) {
// Add all the existing messages.
var messages []chat.Message
for _, msg := range sess.GetMessages(compactionAgent) {
if msg.Role == chat.MessageRoleSystem {
continue
}
msg.Cost = 0
msg.CacheControl = false
messages = append(messages, msg)
}
// Split: keep the last N tokens of messages aside so the LLM retains
// recent context after compaction.
splitIdx := splitIndexForKeep(messages, maxKeepTokens)
messagesToCompact := messages[:splitIdx]
// Compute firstKeptEntry: index into sess.Messages of the first kept message.
// The kept messages start at splitIdx in the non-system filtered list. We
// need to map this back to the original sess.Messages index.
firstKeptEntry := mapToSessionIndex(sess, splitIdx)
messages = messagesToCompact
// Prepare the first (system) message.
systemPromptMessage := chat.Message{
Role: chat.MessageRoleSystem,
Content: compaction.SystemPrompt,
CreatedAt: time.Now().Format(time.RFC3339),
}
systemPromptMessageLen := compaction.EstimateMessageTokens(&systemPromptMessage)
// Prepare the last (user) message.
userPrompt := compaction.UserPrompt
if additionalPrompt != "" {
userPrompt += "\n\n" + additionalPrompt
}
userPromptMessage := chat.Message{
Role: chat.MessageRoleUser,
Content: userPrompt,
CreatedAt: time.Now().Format(time.RFC3339),
}
userPromptMessageLen := compaction.EstimateMessageTokens(&userPromptMessage)
// Truncate the messages so that they fit in the available context limit
// (minus the expected max length of the summary).
contextAvailable := max(0, contextLimit-maxSummaryTokens-systemPromptMessageLen-userPromptMessageLen)
firstIndex := firstMessageToKeep(messages, contextAvailable)
if firstIndex < len(messages) {
messages = messages[firstIndex:]
} else {
messages = nil
}
// Prepend the first (system) message.
messages = append([]chat.Message{systemPromptMessage}, messages...)
// Append the last (user) message.
messages = append(messages, userPromptMessage)
return messages, firstKeptEntry
}
// splitIndexForKeep returns the index that splits messages into [0:idx] (to
// compact) and [idx:] (to keep). It walks backwards accumulating tokens up to
// maxTokens, snapping to user/assistant boundaries.
func splitIndexForKeep(messages []chat.Message, maxTokens int64) int {
if len(messages) == 0 {
return 0
}
var tokens int64
// Walk from the end; find the earliest index whose suffix fits in maxTokens.
lastValidBoundary := len(messages)
for i := len(messages) - 1; i >= 0; i-- {
tokens += compaction.EstimateMessageTokens(&messages[i])
if tokens > maxTokens {
return lastValidBoundary
}
role := messages[i].Role
if role == chat.MessageRoleUser || role == chat.MessageRoleAssistant {
lastValidBoundary = i
}
}
// All messages fit within maxTokens — don't keep any aside (compact everything).
return len(messages)
}
// mapToSessionIndex maps an index in the non-system-filtered message list back
// to the corresponding index in sess.Messages. It counts only message items
// that are not system messages.
func mapToSessionIndex(sess *session.Session, filteredIdx int) int {
count := 0
for i, item := range sess.Messages {
if item.IsMessage() && item.Message.Message.Role != chat.MessageRoleSystem {
if count == filteredIdx {
return i
}
count++
}
}
// filteredIdx is past the end — no messages to keep.
return len(sess.Messages)
}
func firstMessageToKeep(messages []chat.Message, contextLimit int64) int {
var tokens int64
lastValidMessageSeen := len(messages)
for i := len(messages) - 1; i >= 0; i-- {
tokens += compaction.EstimateMessageTokens(&messages[i])
if tokens > contextLimit {
return lastValidMessageSeen
}
role := messages[i].Role
if role == chat.MessageRoleUser || role == chat.MessageRoleAssistant {
lastValidMessageSeen = i
}
}
return lastValidMessageSeen
}
func toItems(messages []chat.Message) []session.Item {
var items []session.Item
for _, message := range messages {
items = append(items, session.Item{
Message: &session.Message{
Message: message,
},
})
}
return items
}