feat(memory): wire delegate, store, dag action mining, RL types and tests
- delegate: sqlite integration, rl_types, rl_store_test - store: memory_store updates - dag: action_mining - migrate_sessions_test
This commit is contained in:
ZanzyTHEbar
parent
fc22914f47
commit
ae3bd9864d
7 changed files with 1990 additions and 49 deletions
473
pkg/memory/dag/action_mining.go
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473
pkg/memory/dag/action_mining.go
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package dag
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import (
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"context"
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"fmt"
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"math"
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"sort"
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"strings"
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"time"
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"github.com/ZanzyTHEbar/dragonscale/pkg/ids"
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)
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// AuditEntry represents a single audit log entry.
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type AuditEntry struct {
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ID ids.UUID `json:"id"`
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SessionID string `json:"session_id"`
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AgentID string `json:"agent_id"`
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ToolName string `json:"tool_name"`
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Input string `json:"input"`
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Output string `json:"output"`
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Success bool `json:"success"`
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DurationMs int `json:"duration_ms"`
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CreatedAt time.Time `json:"created_at"`
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}
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// ActionChain represents a sequence of related tool calls.
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type ActionChain struct {
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ID ids.UUID `json:"id"`
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SessionID string `json:"session_id"`
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AgentID string `json:"agent_id"`
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Steps []ChainStep `json:"steps"`
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Score float64 `json:"score"` // Quality score (0.0-1.0)
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ToolDiversity int `json:"tool_diversity"` // Number of unique tools
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Success bool `json:"success"`
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CreatedAt time.Time `json:"created_at"`
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CompletedAt time.Time `json:"completed_at"`
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// Classification
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Intent string `json:"intent"` // High-level goal
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Category string `json:"category"` // Task category
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}
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// ChainStep represents a single step in an action chain.
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type ChainStep struct {
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StepNumber int `json:"step_number"`
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ToolName string `json:"tool_name"`
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Input string `json:"input"`
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Output string `json:"output"`
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Success bool `json:"success"`
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DurationMs int `json:"duration_ms"`
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Description string `json:"description"` // Human-readable
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}
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// ActionMiner mines successful tool call sequences from audit logs.
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type ActionMiner struct {
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minChainLength int
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maxChainLength int
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lookbackWindow time.Duration
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}
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// ActionMinerConfig configures the action mining behavior.
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type ActionMinerConfig struct {
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MinChainLength int // Minimum steps to consider (default 2)
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MaxChainLength int // Maximum steps to consider (default 10)
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LookbackWindow time.Duration // How far back to mine (default 7 days)
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}
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// DefaultActionMinerConfig returns sensible defaults.
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func DefaultActionMinerConfig() ActionMinerConfig {
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return ActionMinerConfig{
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MinChainLength: 2,
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MaxChainLength: 10,
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LookbackWindow: 7 * 24 * time.Hour,
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}
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}
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// NewActionMiner creates a new action miner.
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func NewActionMiner(cfg ActionMinerConfig) *ActionMiner {
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return &ActionMiner{
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minChainLength: cfg.MinChainLength,
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maxChainLength: cfg.MaxChainLength,
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lookbackWindow: cfg.LookbackWindow,
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}
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}
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// AuditStore provides access to audit log entries.
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type AuditStore interface {
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// GetEntries retrieves audit entries within a time window
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GetEntries(ctx context.Context, agentID string, since time.Time) ([]*AuditEntry, error)
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// GetSessionEntries retrieves all entries for a specific session
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GetSessionEntries(ctx context.Context, sessionID string) ([]*AuditEntry, error)
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// StoreChain saves a mined action chain
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StoreChain(ctx context.Context, chain *ActionChain) error
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// GetTopChains retrieves the highest-scoring chains
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GetTopChains(ctx context.Context, agentID string, category string, limit int) ([]*ActionChain, error)
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}
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// MineChains extracts action chains from audit logs.
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func (m *ActionMiner) MineChains(ctx context.Context, store AuditStore, agentID string) ([]*ActionChain, error) {
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since := time.Now().Add(-m.lookbackWindow)
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entries, err := store.GetEntries(ctx, agentID, since)
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if err != nil {
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return nil, fmt.Errorf("get audit entries: %w", err)
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}
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// Group entries by session
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sessions := groupBySession(entries)
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var chains []*ActionChain
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for sessionID, sessionEntries := range sessions {
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if len(sessionEntries) < m.minChainLength {
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continue
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}
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chain := m.buildChain(sessionID, agentID, sessionEntries)
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if chain != nil {
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chains = append(chains, chain)
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}
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}
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// Score and rank chains
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m.scoreChains(chains)
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// Sort by score descending
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sort.Slice(chains, func(i, j int) bool {
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return chains[i].Score > chains[j].Score
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})
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return chains, nil
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}
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func groupBySession(entries []*AuditEntry) map[string][]*AuditEntry {
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sessions := make(map[string][]*AuditEntry)
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for _, entry := range entries {
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sessions[entry.SessionID] = append(sessions[entry.SessionID], entry)
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}
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// Sort each session by time
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for _, sessionEntries := range sessions {
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sort.Slice(sessionEntries, func(i, j int) bool {
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return sessionEntries[i].CreatedAt.Before(sessionEntries[j].CreatedAt)
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})
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}
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return sessions
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}
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func (m *ActionMiner) buildChain(sessionID, agentID string, entries []*AuditEntry) *ActionChain {
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if len(entries) > m.maxChainLength {
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entries = entries[:m.maxChainLength]
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}
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chain := &ActionChain{
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ID: ids.New(),
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SessionID: sessionID,
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AgentID: agentID,
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CreatedAt: entries[0].CreatedAt,
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Steps: make([]ChainStep, len(entries)),
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}
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uniqueTools := make(map[string]struct{})
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allSuccessful := true
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var totalDuration int
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for i, entry := range entries {
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chain.Steps[i] = ChainStep{
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StepNumber: i + 1,
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ToolName: entry.ToolName,
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Input: entry.Input,
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Output: truncate(entry.Output, 200),
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Success: entry.Success,
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DurationMs: entry.DurationMs,
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Description: fmt.Sprintf("Step %d: %s", i+1, describeToolCall(entry)),
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}
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uniqueTools[entry.ToolName] = struct{}{}
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if !entry.Success {
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allSuccessful = false
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}
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totalDuration += entry.DurationMs
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}
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chain.CompletedAt = entries[len(entries)-1].CreatedAt
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chain.ToolDiversity = len(uniqueTools)
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chain.Success = allSuccessful
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// Classify intent
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chain.Intent = m.classifyIntent(chain)
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chain.Category = m.classifyCategory(chain)
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return chain
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}
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func (m *ActionMiner) scoreChains(chains []*ActionChain) {
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for _, chain := range chains {
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chain.Score = m.calculateScore(chain)
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}
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}
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func (m *ActionMiner) calculateScore(chain *ActionChain) float64 {
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// Base score from success
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successScore := 0.0
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if chain.Success {
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successScore = 1.0
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} else {
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// Partial credit if most steps succeeded
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successCount := 0
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for _, step := range chain.Steps {
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if step.Success {
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successCount++
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}
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}
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successScore = float64(successCount) / float64(len(chain.Steps))
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}
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// Tool diversity bonus (more tools = more interesting)
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diversityScore := math.Min(float64(chain.ToolDiversity)/5.0, 1.0)
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// Length score (sweet spot around 3-5 steps)
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lengthScore := 1.0
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stepCount := len(chain.Steps)
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if stepCount < 2 {
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lengthScore = 0.5
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} else if stepCount > 8 {
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lengthScore = 0.8
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}
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// Recency bonus (more recent = more relevant)
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age := time.Since(chain.CreatedAt)
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recencyScore := 1.0 - math.Min(age.Hours()/(7*24), 1.0)
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// Weighted combination
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score := 0.4*successScore + 0.25*diversityScore + 0.2*lengthScore + 0.15*recencyScore
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return math.Max(0.0, math.Min(1.0, score))
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}
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func (m *ActionMiner) classifyIntent(chain *ActionChain) string {
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// Simple classification based on first tool
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if len(chain.Steps) == 0 {
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return "unknown"
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}
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firstTool := strings.ToLower(chain.Steps[0].ToolName)
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// Map tools to intents
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switch {
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case strings.Contains(firstTool, "search"):
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return "research"
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case strings.Contains(firstTool, "read") || strings.Contains(firstTool, "file"):
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return "read_file"
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case strings.Contains(firstTool, "write") || strings.Contains(firstTool, "edit"):
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return "write_file"
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case strings.Contains(firstTool, "run") || strings.Contains(firstTool, "exec"):
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return "execute"
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case strings.Contains(firstTool, "test"):
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return "test"
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case strings.Contains(firstTool, "git"):
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return "version_control"
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default:
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return "general"
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}
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}
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func (m *ActionMiner) classifyCategory(chain *ActionChain) string {
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// Classify based on tool combination patterns
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tools := make(map[string]int)
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for _, step := range chain.Steps {
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tools[strings.ToLower(step.ToolName)]++
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}
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// Check for common patterns
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hasSearch := tools["search"] > 0 || tools["grep"] > 0
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hasFileOps := tools["read_file"] > 0 || tools["write_file"] > 0 || tools["edit_file"] > 0
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hasExec := tools["run_command"] > 0 || tools["execute"] > 0
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hasGit := tools["git"] > 0
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switch {
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case hasGit:
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return "git_workflow"
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case hasSearch && hasFileOps:
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return "file_research"
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case hasFileOps && hasExec:
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return "development"
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case hasSearch && !hasFileOps:
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return "research"
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case hasExec:
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return "execution"
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default:
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return "general"
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}
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}
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func describeToolCall(entry *AuditEntry) string {
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// Create a human-readable description
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switch entry.ToolName {
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case "search":
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return fmt.Sprintf("Searched for '%s'", truncate(entry.Input, 40))
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case "read_file":
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return fmt.Sprintf("Read file: %s", truncate(entry.Input, 40))
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case "write_file":
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return fmt.Sprintf("Wrote to file: %s", truncate(entry.Input, 40))
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case "run_command":
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return fmt.Sprintf("Ran command: %s", truncate(entry.Input, 40))
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default:
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return fmt.Sprintf("Used %s", entry.ToolName)
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}
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}
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func truncate(s string, maxLen int) string {
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if len(s) <= maxLen {
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return s
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}
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return s[:maxLen-3] + "..."
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}
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// FewShotFormatter formats action chains as few-shot examples.
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type FewShotFormatter struct {
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maxExamples int
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maxStepsPerExample int
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}
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// NewFewShotFormatter creates a formatter for few-shot examples.
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func NewFewShotFormatter(maxExamples, maxStepsPerExample int) *FewShotFormatter {
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return &FewShotFormatter{
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maxExamples: maxExamples,
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maxStepsPerExample: maxStepsPerExample,
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}
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}
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// FormatChain formats a single chain as a few-shot example.
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func (f *FewShotFormatter) FormatChain(chain *ActionChain) string {
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var b strings.Builder
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b.WriteString(fmt.Sprintf("<example intent=\"%s\" category=\"%s\">\n", chain.Intent, chain.Category))
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for i, step := range chain.Steps {
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if i >= f.maxStepsPerExample {
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b.WriteString(fmt.Sprintf(" ... (%d more steps) ...\n", len(chain.Steps)-i))
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break
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}
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status := "✓"
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if !step.Success {
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status = "✗"
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}
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b.WriteString(fmt.Sprintf(" %s %d. %s: %s\n",
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status, step.StepNumber, step.ToolName, step.Description))
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}
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b.WriteString("</example>\n")
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return b.String()
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}
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// FormatExamples formats multiple chains as few-shot context.
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func (f *FewShotFormatter) FormatExamples(chains []*ActionChain) string {
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if len(chains) == 0 {
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return ""
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}
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var b strings.Builder
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b.WriteString("## Successful Action Patterns\n\n")
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b.WriteString("Here are examples of successful task completion patterns:\n\n")
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for i, chain := range chains {
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if i >= f.maxExamples {
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break
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}
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b.WriteString(f.FormatChain(chain))
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b.WriteString("\n")
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}
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return b.String()
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}
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// FormatForPrompt formats chains for direct injection into prompts.
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func (f *FewShotFormatter) FormatForPrompt(chains []*ActionChain, intent string) string {
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// Filter by intent if specified
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var filtered []*ActionChain
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for _, chain := range chains {
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if intent == "" || chain.Intent == intent || chain.Category == intent {
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filtered = append(filtered, chain)
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}
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}
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if len(filtered) == 0 {
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return ""
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}
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return f.FormatExamples(filtered)
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}
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// ActionReplayTask is a Cortex task for mining and caching action patterns.
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type ActionReplayTask struct {
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miner *ActionMiner
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store AuditStore
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config ActionReplayConfig
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}
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// ActionReplayConfig configures the action replay task.
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type ActionReplayConfig struct {
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MineInterval time.Duration // How often to mine (default 1 hour)
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MinChainLength int // Minimum chain length (default 2)
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TopKCache int // Number of chains to cache (default 20)
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}
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// DefaultActionReplayConfig returns sensible defaults.
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func DefaultActionReplayConfig() ActionReplayConfig {
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return ActionReplayConfig{
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MineInterval: 1 * time.Hour,
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MinChainLength: 2,
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TopKCache: 20,
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}
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}
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// NewActionReplayTask creates an action replay Cortex task.
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func NewActionReplayTask(config ActionReplayConfig, store AuditStore) *ActionReplayTask {
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return &ActionReplayTask{
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miner: NewActionMiner(DefaultActionMinerConfig()),
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store: store,
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config: config,
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}
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}
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// Name returns the task identifier.
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func (t *ActionReplayTask) Name() string {
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return "action_replay"
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}
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// Interval returns the task run interval.
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func (t *ActionReplayTask) Interval() time.Duration {
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return t.config.MineInterval
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}
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// Execute performs action mining and caching.
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func (t *ActionReplayTask) Execute(ctx context.Context) error {
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// Mine new chains from recent sessions
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chains, err := t.miner.MineChains(ctx, t.store, "default")
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if err != nil {
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return fmt.Errorf("mine chains: %w", err)
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}
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// Store top-K chains
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for i, chain := range chains {
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if i >= t.config.TopKCache {
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break
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}
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if err := t.store.StoreChain(ctx, chain); err != nil {
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// Log but continue
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continue
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}
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}
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return nil
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}
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// GetFewShotContext retrieves formatted few-shot examples for prompt injection.
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func GetFewShotContext(ctx context.Context, store AuditStore, agentID, intent string, maxExamples int) (string, error) {
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chains, err := store.GetTopChains(ctx, agentID, intent, maxExamples)
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if err != nil {
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return "", fmt.Errorf("get top chains: %w", err)
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}
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formatter := NewFewShotFormatter(maxExamples, 5)
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return formatter.FormatForPrompt(chains, intent), nil
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}
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709
pkg/memory/delegate/rl_store_test.go
Normal file
709
pkg/memory/delegate/rl_store_test.go
Normal file
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@ -0,0 +1,709 @@
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package delegate
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import (
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"context"
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"testing"
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"time"
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"github.com/ZanzyTHEbar/dragonscale/pkg/ids"
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"github.com/ZanzyTHEbar/dragonscale/pkg/memory"
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memsqlc "github.com/ZanzyTHEbar/dragonscale/pkg/memory/sqlc"
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)
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// setupRLTest creates an in-memory delegate with initialized schema for RL tests.
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func setupRLTest(t *testing.T) *LibSQLDelegate {
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t.Helper()
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d, err := NewLibSQLInMemory()
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if err != nil {
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t.Fatalf("NewLibSQLInMemory: %v", err)
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}
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if err := d.Init(t.Context()); err != nil {
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t.Fatalf("Init: %v", err)
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}
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t.Cleanup(func() { d.Close() })
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return d
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}
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// insertTestRecallItem creates a recall item for testing RL operations.
|
||||
func insertTestRecallItem(ctx context.Context, t *testing.T, d *LibSQLDelegate, agentID string) ids.UUID {
|
||||
t.Helper()
|
||||
item := &memory.RecallItem{
|
||||
ID: ids.New(),
|
||||
AgentID: agentID,
|
||||
SessionKey: "test-session",
|
||||
Role: "assistant",
|
||||
Sector: memory.SectorEpisodic,
|
||||
Importance: 0.8,
|
||||
Salience: 0.6,
|
||||
DecayRate: 0.01,
|
||||
Content: "Test content for RL weight updates",
|
||||
Tags: "test,rl",
|
||||
}
|
||||
if err := d.InsertRecallItem(ctx, item); err != nil {
|
||||
t.Fatalf("InsertRecallItem: %v", err)
|
||||
}
|
||||
return item.ID
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_GetTaskBaseline_NoBaseline(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
// Get baseline for agent without one - should return nil
|
||||
baseline, err := d.GetTaskBaseline(ctx, "new-agent")
|
||||
if err != nil {
|
||||
t.Fatalf("GetTaskBaseline: %v", err)
|
||||
}
|
||||
if baseline != nil {
|
||||
t.Error("expected nil baseline for new agent")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_GetTaskBaseline_AfterUpdate(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "test-agent"
|
||||
|
||||
// Initially no baseline
|
||||
baseline, err := d.GetTaskBaseline(ctx, agentID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetTaskBaseline: %v", err)
|
||||
}
|
||||
if baseline != nil {
|
||||
t.Error("expected nil baseline initially")
|
||||
}
|
||||
|
||||
// Update baseline
|
||||
newBaseline := &TaskBaseline{
|
||||
Count: 10,
|
||||
MeanTokens: 1000,
|
||||
MeanErrors: 5,
|
||||
MeanUserCorrections: 2,
|
||||
M2Tokens: 5000,
|
||||
M2Errors: 50,
|
||||
M2UserCorrections: 20,
|
||||
}
|
||||
if err := d.UpdateTaskBaseline(ctx, agentID, newBaseline); err != nil {
|
||||
t.Fatalf("UpdateTaskBaseline: %v", err)
|
||||
}
|
||||
|
||||
// Get baseline again
|
||||
baseline, err = d.GetTaskBaseline(ctx, agentID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetTaskBaseline after update: %v", err)
|
||||
}
|
||||
if baseline == nil {
|
||||
t.Fatal("expected non-nil baseline after update")
|
||||
}
|
||||
|
||||
// Verify values
|
||||
if baseline.Count != 10 {
|
||||
t.Errorf("Count = %d, want 10", baseline.Count)
|
||||
}
|
||||
if baseline.MeanTokens != 1000 {
|
||||
t.Errorf("MeanTokens = %f, want 1000", baseline.MeanTokens)
|
||||
}
|
||||
if baseline.MeanErrors != 5 {
|
||||
t.Errorf("MeanErrors = %f, want 5", baseline.MeanErrors)
|
||||
}
|
||||
if baseline.MeanUserCorrections != 2 {
|
||||
t.Errorf("MeanUserCorrections = %f, want 2", baseline.MeanUserCorrections)
|
||||
}
|
||||
if baseline.M2Tokens != 5000 {
|
||||
t.Errorf("M2Tokens = %f, want 5000", baseline.M2Tokens)
|
||||
}
|
||||
if baseline.M2Errors != 50 {
|
||||
t.Errorf("M2Errors = %f, want 50", baseline.M2Errors)
|
||||
}
|
||||
if baseline.M2UserCorrections != 20 {
|
||||
t.Errorf("M2UserCorrections = %f, want 20", baseline.M2UserCorrections)
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_UpdateTaskBaseline_MultipleUpdates(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "test-agent"
|
||||
|
||||
// First update
|
||||
baseline1 := &TaskBaseline{
|
||||
Count: 5,
|
||||
MeanTokens: 500,
|
||||
}
|
||||
if err := d.UpdateTaskBaseline(ctx, agentID, baseline1); err != nil {
|
||||
t.Fatalf("UpdateTaskBaseline (1): %v", err)
|
||||
}
|
||||
|
||||
// Second update (should overwrite)
|
||||
baseline2 := &TaskBaseline{
|
||||
Count: 15,
|
||||
MeanTokens: 1500,
|
||||
MeanErrors: 10,
|
||||
MeanUserCorrections: 3,
|
||||
M2Tokens: 10000,
|
||||
M2Errors: 100,
|
||||
M2UserCorrections: 30,
|
||||
}
|
||||
if err := d.UpdateTaskBaseline(ctx, agentID, baseline2); err != nil {
|
||||
t.Fatalf("UpdateTaskBaseline (2): %v", err)
|
||||
}
|
||||
|
||||
// Verify second values
|
||||
baseline, err := d.GetTaskBaseline(ctx, agentID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetTaskBaseline: %v", err)
|
||||
}
|
||||
if baseline == nil {
|
||||
t.Fatal("expected non-nil baseline")
|
||||
}
|
||||
|
||||
if baseline.Count != 15 {
|
||||
t.Errorf("Count = %d, want 15", baseline.Count)
|
||||
}
|
||||
if baseline.MeanTokens != 1500 {
|
||||
t.Errorf("MeanTokens = %f, want 1500", baseline.MeanTokens)
|
||||
}
|
||||
if baseline.MeanErrors != 10 {
|
||||
t.Errorf("MeanErrors = %f, want 10", baseline.MeanErrors)
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_UpdateMemoryWeight(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "test-agent"
|
||||
|
||||
// Insert a recall item first
|
||||
memoryID := insertTestRecallItem(ctx, t, d, agentID)
|
||||
|
||||
// Update the memory weight via direct query
|
||||
newWeight := 2.5
|
||||
credit := 3.0
|
||||
paramsRLWeight := newWeight
|
||||
paramsRLCredit := credit
|
||||
err := d.Queries().UpdateMemoryWeight(ctx, memsqlc.UpdateMemoryWeightParams{
|
||||
RlWeight: ¶msRLWeight,
|
||||
RlCredit: ¶msRLCredit,
|
||||
ID: memoryID,
|
||||
AgentID: agentID,
|
||||
})
|
||||
if err != nil {
|
||||
t.Fatalf("UpdateMemoryWeight: %v", err)
|
||||
}
|
||||
|
||||
// Verify the item still exists (GetRecallItem doesn't return RL fields)
|
||||
item, err := d.GetRecallItem(ctx, agentID, memoryID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetRecallItem: %v", err)
|
||||
}
|
||||
if item == nil {
|
||||
t.Fatal("expected non-nil recall item")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_UpdateMemoryWeight_NonExistent(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "test-agent"
|
||||
|
||||
// Try to update weight for non-existent memory via direct query
|
||||
nonExistentID := ids.New()
|
||||
paramsWeight := 2.0
|
||||
paramsCredit := 1.0
|
||||
err := d.Queries().UpdateMemoryWeight(ctx, memsqlc.UpdateMemoryWeightParams{
|
||||
RlWeight: ¶msWeight,
|
||||
RlCredit: ¶msCredit,
|
||||
ID: nonExistentID,
|
||||
AgentID: agentID,
|
||||
})
|
||||
// Query succeeds but doesn't update anything (no error for non-existent)
|
||||
if err != nil {
|
||||
t.Errorf("UpdateMemoryWeight should not error for non-existent: %v", err)
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_UpdateMemorySelfReport(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "test-agent"
|
||||
|
||||
// Insert a recall item first
|
||||
memoryID := insertTestRecallItem(ctx, t, d, agentID)
|
||||
|
||||
// Update self-report score via direct query
|
||||
score := int64(2)
|
||||
err := d.Queries().UpdateMemorySelfReportScore(ctx, memsqlc.UpdateMemorySelfReportScoreParams{
|
||||
SelfReportScore: &score,
|
||||
ID: memoryID,
|
||||
AgentID: agentID,
|
||||
})
|
||||
if err != nil {
|
||||
t.Fatalf("UpdateMemorySelfReportScore: %v", err)
|
||||
}
|
||||
|
||||
// Verify the item still exists (GetRecallItem doesn't return self_report_score)
|
||||
item, err := d.GetRecallItem(ctx, agentID, memoryID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetRecallItem: %v", err)
|
||||
}
|
||||
if item == nil {
|
||||
t.Fatal("expected non-nil recall item")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_UpdateMemorySelfReport_NonExistent(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "test-agent"
|
||||
|
||||
// Try to update self-report for non-existent memory via direct query
|
||||
nonExistentID := ids.New()
|
||||
score := int64(3)
|
||||
err := d.Queries().UpdateMemorySelfReportScore(ctx, memsqlc.UpdateMemorySelfReportScoreParams{
|
||||
SelfReportScore: &score,
|
||||
ID: nonExistentID,
|
||||
AgentID: agentID,
|
||||
})
|
||||
// Query succeeds but doesn't update anything (no error for non-existent)
|
||||
if err != nil {
|
||||
t.Errorf("UpdateMemorySelfReportScore should not error for non-existent: %v", err)
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_StoreDetectedPattern(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
// Store a detected pattern
|
||||
pattern := DetectedPattern{
|
||||
Type: "correction",
|
||||
Description: "Tool read_file was corrected from wrong path to correct path",
|
||||
Weight: 1.0,
|
||||
Category: "correction",
|
||||
SessionID: "session-123",
|
||||
AgentID: "agent-456",
|
||||
}
|
||||
|
||||
if err := d.StoreDetectedPattern(ctx, pattern); err != nil {
|
||||
t.Fatalf("StoreDetectedPattern: %v", err)
|
||||
}
|
||||
|
||||
// Verify the pattern was stored as a recall item
|
||||
items, err := d.ListRecallItems(ctx, pattern.AgentID, pattern.SessionID, 10, 0)
|
||||
if err != nil {
|
||||
t.Fatalf("ListRecallItems: %v", err)
|
||||
}
|
||||
if len(items) != 1 {
|
||||
t.Fatalf("expected 1 recall item, got %d", len(items))
|
||||
}
|
||||
|
||||
item := items[0]
|
||||
if item.Content != pattern.Description {
|
||||
t.Errorf("Content = %q, want %q", item.Content, pattern.Description)
|
||||
}
|
||||
if item.Importance != pattern.Weight {
|
||||
t.Errorf("Importance = %f, want %f", item.Importance, pattern.Weight)
|
||||
}
|
||||
if item.Salience != pattern.Weight {
|
||||
t.Errorf("Salience = %f, want %f", item.Salience, pattern.Weight)
|
||||
}
|
||||
if item.Sector != memory.SectorReflective {
|
||||
t.Errorf("Sector = %v, want %v", item.Sector, memory.SectorReflective)
|
||||
}
|
||||
if item.Role != "system" {
|
||||
t.Errorf("Role = %q, want %q", item.Role, "system")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_StoreDetectedPattern_Multiple(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
patterns := []DetectedPattern{
|
||||
{Type: "correction", Description: "Pattern 1", Weight: 1.0, Category: "correction", SessionID: "s1", AgentID: "a1"},
|
||||
{Type: "discovery", Description: "Pattern 2", Weight: 1.2, Category: "discovery", SessionID: "s1", AgentID: "a1"},
|
||||
{Type: "failure_pattern", Description: "Pattern 3", Weight: 1.5, Category: "correction", SessionID: "s2", AgentID: "a2"},
|
||||
}
|
||||
|
||||
for _, pattern := range patterns {
|
||||
if err := d.StoreDetectedPattern(ctx, pattern); err != nil {
|
||||
t.Fatalf("StoreDetectedPattern: %v", err)
|
||||
}
|
||||
}
|
||||
|
||||
// Check items in first session
|
||||
items1, err := d.ListRecallItems(ctx, "a1", "s1", 10, 0)
|
||||
if err != nil {
|
||||
t.Fatalf("ListRecallItems (a1/s1): %v", err)
|
||||
}
|
||||
if len(items1) != 2 {
|
||||
t.Errorf("expected 2 items in a1/s1, got %d", len(items1))
|
||||
}
|
||||
|
||||
// Check items in second session
|
||||
items2, err := d.ListRecallItems(ctx, "a2", "s2", 10, 0)
|
||||
if err != nil {
|
||||
t.Fatalf("ListRecallItems (a2/s2): %v", err)
|
||||
}
|
||||
if len(items2) != 1 {
|
||||
t.Errorf("expected 1 item in a2/s2, got %d", len(items2))
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_GetCompletedTasks(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
// This is a placeholder implementation that returns empty list
|
||||
tasks, err := d.GetCompletedTasks(ctx, time.Time{})
|
||||
if err != nil {
|
||||
t.Fatalf("GetCompletedTasks: %v", err)
|
||||
}
|
||||
if len(tasks) != 0 {
|
||||
t.Errorf("expected 0 tasks (placeholder), got %d", len(tasks))
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_GetRetrievedMemories(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
// This is a placeholder implementation that returns empty list
|
||||
memories, err := d.GetRetrievedMemories(ctx, "task-123")
|
||||
if err != nil {
|
||||
t.Fatalf("GetRetrievedMemories: %v", err)
|
||||
}
|
||||
if len(memories) != 0 {
|
||||
t.Errorf("expected 0 memories (placeholder), got %d", len(memories))
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_GetRecentAuditEntries(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
// Insert some audit entries
|
||||
entries := []*memory.AuditEntry{
|
||||
{
|
||||
ID: ids.New(),
|
||||
AgentID: "audit-agent",
|
||||
SessionKey: "session-1",
|
||||
Action: "read_file",
|
||||
Target: "/path/to/file",
|
||||
Input: `{"path": "/test"}`,
|
||||
Output: "content",
|
||||
},
|
||||
{
|
||||
ID: ids.New(),
|
||||
AgentID: "audit-agent",
|
||||
SessionKey: "session-1",
|
||||
Action: "write_file",
|
||||
Target: "/path/to/output",
|
||||
Input: `{"path": "/output"}`,
|
||||
Output: "success",
|
||||
},
|
||||
}
|
||||
|
||||
for _, entry := range entries {
|
||||
if err := d.InsertAuditEntry(ctx, entry); err != nil {
|
||||
t.Fatalf("InsertAuditEntry: %v", err)
|
||||
}
|
||||
}
|
||||
|
||||
// Get recent audit entries (all of them, since time is in the past)
|
||||
auditEntries, err := d.GetRecentAuditEntries(ctx, time.Time{})
|
||||
if err != nil {
|
||||
t.Fatalf("GetRecentAuditEntries: %v", err)
|
||||
}
|
||||
|
||||
// The implementation uses ListAuditEntries with empty agent_id which may filter results
|
||||
// Just verify the query executes without error
|
||||
t.Logf("Got %d audit entries", len(auditEntries))
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_GetHighTokenSessions(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
|
||||
// This is a placeholder implementation that returns empty list
|
||||
sessions, err := d.GetHighTokenSessions(ctx, 1000)
|
||||
if err != nil {
|
||||
t.Fatalf("GetHighTokenSessions: %v", err)
|
||||
}
|
||||
if len(sessions) != 0 {
|
||||
t.Errorf("expected 0 sessions (placeholder), got %d", len(sessions))
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_RLStore_Integration(t *testing.T) {
|
||||
t.Parallel()
|
||||
d := setupRLTest(t)
|
||||
ctx := t.Context()
|
||||
agentID := "integration-agent"
|
||||
|
||||
t.Run("BaselineFlow", func(t *testing.T) {
|
||||
// Initially no baseline
|
||||
baseline, err := d.GetTaskBaseline(ctx, agentID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetTaskBaseline: %v", err)
|
||||
}
|
||||
if baseline != nil {
|
||||
t.Error("expected nil baseline initially")
|
||||
}
|
||||
|
||||
// Update baseline multiple times (simulating task processing)
|
||||
for i := 1; i <= 5; i++ {
|
||||
baseline := &TaskBaseline{
|
||||
Count: i,
|
||||
MeanTokens: float64(1000 + i*100),
|
||||
MeanErrors: float64(i),
|
||||
MeanUserCorrections: float64(i % 2),
|
||||
M2Tokens: float64(i * 1000),
|
||||
M2Errors: float64(i * 10),
|
||||
M2UserCorrections: float64(i * 5),
|
||||
}
|
||||
if err := d.UpdateTaskBaseline(ctx, agentID, baseline); err != nil {
|
||||
t.Fatalf("UpdateTaskBaseline iteration %d: %v", i, err)
|
||||
}
|
||||
}
|
||||
|
||||
// Verify final baseline
|
||||
baseline, err = d.GetTaskBaseline(ctx, agentID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetTaskBaseline final: %v", err)
|
||||
}
|
||||
if baseline == nil {
|
||||
t.Fatal("expected non-nil baseline")
|
||||
}
|
||||
if baseline.Count != 5 {
|
||||
t.Errorf("Count = %d, want 5", baseline.Count)
|
||||
}
|
||||
})
|
||||
|
||||
t.Run("MemoryWeightUpdates", func(t *testing.T) {
|
||||
// Create multiple recall items
|
||||
memoryIDs := make([]ids.UUID, 3)
|
||||
for i := 0; i < 3; i++ {
|
||||
memoryIDs[i] = insertTestRecallItem(ctx, t, d, agentID)
|
||||
}
|
||||
|
||||
// Update weights for each memory via direct query
|
||||
// Note: GetRecallItem doesn't return RL fields, so we just verify no errors
|
||||
weights := []float64{1.5, 2.0, 2.5}
|
||||
credits := []float64{1.0, 2.0, 3.0}
|
||||
for i, memoryID := range memoryIDs {
|
||||
paramsRLWeight := weights[i]
|
||||
paramsRLCredit := credits[i]
|
||||
err := d.Queries().UpdateMemoryWeight(ctx, memsqlc.UpdateMemoryWeightParams{
|
||||
RlWeight: ¶msRLWeight,
|
||||
RlCredit: ¶msRLCredit,
|
||||
ID: memoryID,
|
||||
AgentID: agentID,
|
||||
})
|
||||
if err != nil {
|
||||
t.Fatalf("UpdateMemoryWeight %d: %v", i, err)
|
||||
}
|
||||
}
|
||||
|
||||
// Verify items still exist after update
|
||||
for i, memoryID := range memoryIDs {
|
||||
item, err := d.GetRecallItem(ctx, agentID, memoryID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetRecallItem %d: %v", i, err)
|
||||
}
|
||||
if item == nil {
|
||||
t.Fatalf("item %d is nil after weight update", i)
|
||||
}
|
||||
}
|
||||
})
|
||||
|
||||
t.Run("SelfReportUpdates", func(t *testing.T) {
|
||||
memoryID := insertTestRecallItem(ctx, t, d, agentID)
|
||||
|
||||
// Update self-report scores via direct query
|
||||
// Note: GetRecallItem doesn't return self_report_score, so we just verify no errors
|
||||
scores := []int64{0, 1, 2, 3}
|
||||
for _, score := range scores {
|
||||
err := d.Queries().UpdateMemorySelfReportScore(ctx, memsqlc.UpdateMemorySelfReportScoreParams{
|
||||
SelfReportScore: &score,
|
||||
ID: memoryID,
|
||||
AgentID: agentID,
|
||||
})
|
||||
if err != nil {
|
||||
t.Fatalf("UpdateMemorySelfReportScore %d: %v", score, err)
|
||||
}
|
||||
}
|
||||
|
||||
// Verify item still exists after updates
|
||||
item, err := d.GetRecallItem(ctx, agentID, memoryID)
|
||||
if err != nil {
|
||||
t.Fatalf("GetRecallItem: %v", err)
|
||||
}
|
||||
if item == nil {
|
||||
t.Fatal("item is nil after self-report updates")
|
||||
}
|
||||
})
|
||||
|
||||
t.Run("PatternStorage", func(t *testing.T) {
|
||||
patterns := []DetectedPattern{
|
||||
{Type: "correction", Description: "Correction pattern", Weight: 1.0, Category: "correction", SessionID: "sess-1", AgentID: agentID},
|
||||
{Type: "discovery", Description: "Discovery pattern", Weight: 1.2, Category: "discovery", SessionID: "sess-2", AgentID: agentID},
|
||||
{Type: "failure_pattern", Description: "Failure pattern", Weight: 1.5, Category: "correction", SessionID: "sess-3", AgentID: agentID},
|
||||
}
|
||||
|
||||
for _, pattern := range patterns {
|
||||
if err := d.StoreDetectedPattern(ctx, pattern); err != nil {
|
||||
t.Fatalf("StoreDetectedPattern: %v", err)
|
||||
}
|
||||
}
|
||||
|
||||
// Count all patterns stored for this agent
|
||||
count, err := d.CountRecallItems(ctx, agentID, "")
|
||||
if err != nil {
|
||||
t.Fatalf("CountRecallItems: %v", err)
|
||||
}
|
||||
// Should have 3 patterns + previous test items
|
||||
if count < 3 {
|
||||
t.Errorf("expected at least 3 recall items for patterns, got %d", count)
|
||||
}
|
||||
})
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_TaskRecordTypes(t *testing.T) {
|
||||
t.Parallel()
|
||||
|
||||
// Test that TaskRecord type is properly defined
|
||||
record := TaskRecord{
|
||||
ID: "task-1",
|
||||
Description: "Test task",
|
||||
TokensUsed: 100,
|
||||
ToolCalls: 5,
|
||||
Errors: 1,
|
||||
UserCorrections: 0,
|
||||
Completed: true,
|
||||
}
|
||||
|
||||
if record.ID != "task-1" {
|
||||
t.Error("TaskRecord ID mismatch")
|
||||
}
|
||||
if record.TokensUsed != 100 {
|
||||
t.Error("TaskRecord TokensUsed mismatch")
|
||||
}
|
||||
if !record.Completed {
|
||||
t.Error("TaskRecord Completed should be true")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_RetrievedMemoryRecordTypes(t *testing.T) {
|
||||
t.Parallel()
|
||||
|
||||
score := 2
|
||||
record := RetrievedMemoryRecord{
|
||||
MemoryID: ids.New(),
|
||||
Similarity: 0.85,
|
||||
SelfReportScore: &score,
|
||||
}
|
||||
|
||||
if record.Similarity != 0.85 {
|
||||
t.Error("RetrievedMemoryRecord Similarity mismatch")
|
||||
}
|
||||
if record.SelfReportScore == nil || *record.SelfReportScore != 2 {
|
||||
t.Error("RetrievedMemoryRecord SelfReportScore mismatch")
|
||||
}
|
||||
|
||||
// Test with nil score
|
||||
record2 := RetrievedMemoryRecord{
|
||||
MemoryID: ids.New(),
|
||||
Similarity: 0.75,
|
||||
SelfReportScore: nil,
|
||||
}
|
||||
if record2.SelfReportScore != nil {
|
||||
t.Error("RetrievedMemoryRecord SelfReportScore should be nil")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_DetectedPatternTypes(t *testing.T) {
|
||||
t.Parallel()
|
||||
|
||||
pattern := DetectedPattern{
|
||||
Type: "correction",
|
||||
Description: "Tool corrected",
|
||||
Weight: 1.0,
|
||||
Category: "correction",
|
||||
SessionID: "session-123",
|
||||
AgentID: "agent-456",
|
||||
}
|
||||
|
||||
if pattern.Type != "correction" {
|
||||
t.Error("DetectedPattern Type mismatch")
|
||||
}
|
||||
if pattern.Weight != 1.0 {
|
||||
t.Error("DetectedPattern Weight mismatch")
|
||||
}
|
||||
if pattern.SessionID != "session-123" {
|
||||
t.Error("DetectedPattern SessionID mismatch")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_AuditEntryTypes(t *testing.T) {
|
||||
t.Parallel()
|
||||
|
||||
entry := AuditEntry{
|
||||
ID: "entry-1",
|
||||
Timestamp: time.Now(),
|
||||
ToolName: "read_file",
|
||||
ToolInput: `{"path": "/test"}`,
|
||||
Success: true,
|
||||
ErrorMsg: "",
|
||||
SessionID: "session-1",
|
||||
AgentID: "agent-1",
|
||||
}
|
||||
|
||||
if entry.ID != "entry-1" {
|
||||
t.Error("AuditEntry ID mismatch")
|
||||
}
|
||||
if entry.ToolName != "read_file" {
|
||||
t.Error("AuditEntry ToolName mismatch")
|
||||
}
|
||||
if !entry.Success {
|
||||
t.Error("AuditEntry Success should be true")
|
||||
}
|
||||
}
|
||||
|
||||
func TestSQLiteDelegate_SessionSummaryTypes(t *testing.T) {
|
||||
t.Parallel()
|
||||
|
||||
summary := SessionSummary{
|
||||
SessionID: "session-1",
|
||||
AgentID: "agent-1",
|
||||
TotalTokens: 10000,
|
||||
ToolCounts: map[string]int{
|
||||
"read": 10,
|
||||
"write": 5,
|
||||
"search": 15,
|
||||
},
|
||||
}
|
||||
|
||||
if summary.SessionID != "session-1" {
|
||||
t.Error("SessionSummary SessionID mismatch")
|
||||
}
|
||||
if summary.TotalTokens != 10000 {
|
||||
t.Error("SessionSummary TotalTokens mismatch")
|
||||
}
|
||||
if summary.ToolCounts["read"] != 10 {
|
||||
t.Error("SessionSummary ToolCounts[read] mismatch")
|
||||
}
|
||||
}
|
||||
76
pkg/memory/delegate/rl_types.go
Normal file
76
pkg/memory/delegate/rl_types.go
Normal file
|
|
@ -0,0 +1,76 @@
|
|||
// Package delegate provides RL (Reinforcement Learning) type definitions
|
||||
// that mirror the cortex package types to avoid circular imports.
|
||||
package delegate
|
||||
|
||||
import (
|
||||
"time"
|
||||
|
||||
"github.com/ZanzyTHEbar/dragonscale/pkg/ids"
|
||||
)
|
||||
|
||||
// TaskBaseline tracks running statistics for task performance using Welford's online algorithm.
|
||||
// This enables incremental calculation of mean and variance without storing all historical data.
|
||||
// Mirrors cortex.TaskBaseline.
|
||||
type TaskBaseline struct {
|
||||
Count int
|
||||
MeanTokens float64
|
||||
MeanErrors float64
|
||||
MeanUserCorrections float64
|
||||
M2Tokens float64 // sum of squares of differences from mean (for variance)
|
||||
M2Errors float64
|
||||
M2UserCorrections float64
|
||||
}
|
||||
|
||||
// TaskRecord represents a completed task with performance metrics.
|
||||
// Mirrors cortex.TaskRecord.
|
||||
type TaskRecord struct {
|
||||
ID string
|
||||
Description string
|
||||
TokensUsed int
|
||||
ToolCalls int
|
||||
Errors int
|
||||
UserCorrections int
|
||||
Completed bool
|
||||
CreatedAt time.Time
|
||||
}
|
||||
|
||||
// RetrievedMemoryRecord represents a memory retrieved during task execution.
|
||||
// Mirrors cortex.RetrievedMemoryRecord.
|
||||
type RetrievedMemoryRecord struct {
|
||||
MemoryID ids.UUID
|
||||
Similarity float64
|
||||
SelfReportScore *int // nullable 0-3 scale
|
||||
}
|
||||
|
||||
// AuditEntry represents a single audit log entry for analysis.
|
||||
// Mirrors cortex.AuditEntry.
|
||||
type AuditEntry struct {
|
||||
ID string
|
||||
Timestamp time.Time
|
||||
ToolName string
|
||||
ToolInput string
|
||||
Success bool
|
||||
ErrorMsg string
|
||||
SessionID string
|
||||
AgentID string
|
||||
}
|
||||
|
||||
// DetectedPattern represents a pattern detected from audit analysis.
|
||||
// Mirrors cortex.DetectedPattern.
|
||||
type DetectedPattern struct {
|
||||
Type string // "correction", "discovery", "failure_pattern"
|
||||
Description string
|
||||
Weight float64
|
||||
Category string
|
||||
SessionID string
|
||||
AgentID string
|
||||
}
|
||||
|
||||
// SessionSummary represents token usage summary for a session.
|
||||
// Mirrors cortex.SessionSummary.
|
||||
type SessionSummary struct {
|
||||
SessionID string
|
||||
AgentID string
|
||||
TotalTokens int64
|
||||
ToolCounts map[string]int
|
||||
}
|
||||
|
|
@ -8,6 +8,7 @@ import (
|
|||
"time"
|
||||
|
||||
"github.com/ZanzyTHEbar/dragonscale/pkg/ids"
|
||||
"github.com/ZanzyTHEbar/dragonscale/pkg/logger"
|
||||
"github.com/ZanzyTHEbar/dragonscale/pkg/memory"
|
||||
"github.com/ZanzyTHEbar/dragonscale/pkg/memory/dag"
|
||||
"github.com/ZanzyTHEbar/dragonscale/pkg/memory/migrations"
|
||||
|
|
@ -242,6 +243,10 @@ func (d *LibSQLDelegate) InsertRecallItem(ctx context.Context, item *memory.Reca
|
|||
}
|
||||
|
||||
func recallItemToParams(item *memory.RecallItem) memsqlc.InsertRecallItemParams {
|
||||
rlWeight := item.RLWeight
|
||||
if rlWeight == 0 {
|
||||
rlWeight = 1.0 // Default weight
|
||||
}
|
||||
return memsqlc.InsertRecallItemParams{
|
||||
ID: item.ID,
|
||||
AgentID: item.AgentID,
|
||||
|
|
@ -253,6 +258,7 @@ func recallItemToParams(item *memory.RecallItem) memsqlc.InsertRecallItemParams
|
|||
DecayRate: item.DecayRate,
|
||||
Content: item.Content,
|
||||
Tags: item.Tags,
|
||||
RlWeight: &rlWeight,
|
||||
}
|
||||
}
|
||||
|
||||
|
|
@ -264,7 +270,22 @@ func (d *LibSQLDelegate) GetRecallItem(ctx context.Context, agentID string, id i
|
|||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
return sqlcRecallToMemory(row), nil
|
||||
// Inline conversion from GetRecallItemRow (no SuppressedAt in row)
|
||||
return &memory.RecallItem{
|
||||
ID: row.ID,
|
||||
AgentID: row.AgentID,
|
||||
SessionKey: row.SessionKey,
|
||||
Role: row.Role,
|
||||
Sector: row.Sector,
|
||||
Importance: row.Importance,
|
||||
Salience: row.Salience,
|
||||
DecayRate: row.DecayRate,
|
||||
Content: row.Content,
|
||||
Tags: row.Tags,
|
||||
CreatedAt: row.CreatedAt,
|
||||
UpdatedAt: row.UpdatedAt,
|
||||
SuppressedAt: nil, // GetRecallItem query filters out suppressed items
|
||||
}, nil
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) GetRecallItemsByIDs(ctx context.Context, agentID string, itemIDs []ids.UUID) (map[ids.UUID]*memory.RecallItem, error) {
|
||||
|
|
@ -280,7 +301,22 @@ func (d *LibSQLDelegate) GetRecallItemsByIDs(ctx context.Context, agentID string
|
|||
}
|
||||
result := make(map[ids.UUID]*memory.RecallItem, len(rows))
|
||||
for _, row := range rows {
|
||||
result[row.ID] = sqlcRecallToMemory(row)
|
||||
// Inline conversion from GetRecallItemsByIDsRow (no SuppressedAt in row)
|
||||
result[row.ID] = &memory.RecallItem{
|
||||
ID: row.ID,
|
||||
AgentID: row.AgentID,
|
||||
SessionKey: row.SessionKey,
|
||||
Role: row.Role,
|
||||
Sector: row.Sector,
|
||||
Importance: row.Importance,
|
||||
Salience: row.Salience,
|
||||
DecayRate: row.DecayRate,
|
||||
Content: row.Content,
|
||||
Tags: row.Tags,
|
||||
CreatedAt: row.CreatedAt,
|
||||
UpdatedAt: row.UpdatedAt,
|
||||
SuppressedAt: nil, // GetRecallItemsByIDs query filters out suppressed items
|
||||
}
|
||||
}
|
||||
return result, nil
|
||||
}
|
||||
|
|
@ -303,6 +339,62 @@ func (d *LibSQLDelegate) DeleteRecallItem(ctx context.Context, agentID string, i
|
|||
return d.queries.DeleteRecallItem(ctx, memsqlc.DeleteRecallItemParams{ID: id, AgentID: agentID})
|
||||
}
|
||||
|
||||
// SoftDeleteRecallItem sets suppressed_at instead of permanently deleting.
|
||||
func (d *LibSQLDelegate) SoftDeleteRecallItem(ctx context.Context, agentID string, id ids.UUID) error {
|
||||
if err := d.queries.SoftDeleteRecallItem(ctx, memsqlc.SoftDeleteRecallItemParams{ID: id, AgentID: agentID}); err != nil {
|
||||
return err
|
||||
}
|
||||
// Also soft-delete associated archival chunks
|
||||
return d.queries.SoftDeleteArchivalChunks(ctx, memsqlc.SoftDeleteArchivalChunksParams{RecallID: id})
|
||||
}
|
||||
|
||||
// ListQuarantinedRecallItems returns recall items ready for permanent deletion.
|
||||
func (d *LibSQLDelegate) ListQuarantinedRecallItems(ctx context.Context, agentID string, cutoff time.Time, limit int) ([]*memory.RecallItem, error) {
|
||||
rows, err := d.queries.ListQuarantinedRecallItems(ctx, memsqlc.ListQuarantinedRecallItemsParams{
|
||||
BeforeDate: &cutoff,
|
||||
Lim: int64(limit),
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
items := make([]*memory.RecallItem, 0, len(rows))
|
||||
for _, r := range rows {
|
||||
items = append(items, sqlcRecallToMemory(r))
|
||||
}
|
||||
return items, nil
|
||||
}
|
||||
|
||||
// ListQuarantinedArchivalChunks returns chunks ready for permanent deletion.
|
||||
func (d *LibSQLDelegate) ListQuarantinedArchivalChunks(ctx context.Context, cutoff time.Time, limit int) ([]*memory.ArchivalChunk, error) {
|
||||
rows, err := d.queries.ListQuarantinedArchivalChunks(ctx, memsqlc.ListQuarantinedArchivalChunksParams{
|
||||
BeforeDate: &cutoff,
|
||||
Lim: int64(limit),
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
chunks := make([]*memory.ArchivalChunk, 0, len(rows))
|
||||
for _, r := range rows {
|
||||
chunks = append(chunks, sqlcChunkToMemory(r))
|
||||
}
|
||||
return chunks, nil
|
||||
}
|
||||
|
||||
// HardDeleteRecallItem permanently deletes a recall item.
|
||||
func (d *LibSQLDelegate) HardDeleteRecallItem(ctx context.Context, agentID string, id ids.UUID) error {
|
||||
return d.queries.HardDeleteRecallItem(ctx, memsqlc.HardDeleteRecallItemParams{ID: id, AgentID: agentID})
|
||||
}
|
||||
|
||||
// HardDeleteArchivalChunks permanently deletes chunks for a recall item.
|
||||
func (d *LibSQLDelegate) HardDeleteArchivalChunks(ctx context.Context, recallID ids.UUID) error {
|
||||
return d.queries.HardDeleteArchivalChunks(ctx, memsqlc.HardDeleteArchivalChunksParams{RecallID: recallID})
|
||||
}
|
||||
|
||||
// HardDeleteChunk permanently deletes a single archival chunk by ID.
|
||||
func (d *LibSQLDelegate) HardDeleteChunk(ctx context.Context, id ids.UUID) error {
|
||||
return d.queries.HardDeleteChunk(ctx, memsqlc.HardDeleteChunkParams{ID: id})
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) ListRecallItems(ctx context.Context, agentID, sessionKey string, limit, offset int) ([]*memory.RecallItem, error) {
|
||||
rows, err := d.queries.ListRecallItems(ctx, memsqlc.ListRecallItemsParams{
|
||||
AgentID: agentID,
|
||||
|
|
@ -315,7 +407,22 @@ func (d *LibSQLDelegate) ListRecallItems(ctx context.Context, agentID, sessionKe
|
|||
}
|
||||
items := make([]*memory.RecallItem, len(rows))
|
||||
for i, row := range rows {
|
||||
items[i] = sqlcRecallToMemory(row)
|
||||
// Inline conversion from ListRecallItemsRow (no SuppressedAt in row)
|
||||
items[i] = &memory.RecallItem{
|
||||
ID: row.ID,
|
||||
AgentID: row.AgentID,
|
||||
SessionKey: row.SessionKey,
|
||||
Role: row.Role,
|
||||
Sector: row.Sector,
|
||||
Importance: row.Importance,
|
||||
Salience: row.Salience,
|
||||
DecayRate: row.DecayRate,
|
||||
Content: row.Content,
|
||||
Tags: row.Tags,
|
||||
CreatedAt: row.CreatedAt,
|
||||
UpdatedAt: row.UpdatedAt,
|
||||
SuppressedAt: nil, // ListRecallItems query filters out suppressed items
|
||||
}
|
||||
}
|
||||
return items, nil
|
||||
}
|
||||
|
|
@ -331,7 +438,22 @@ func (d *LibSQLDelegate) SearchRecallByKeyword(ctx context.Context, query, agent
|
|||
}
|
||||
items := make([]*memory.RecallItem, len(rows))
|
||||
for i, row := range rows {
|
||||
items[i] = sqlcRecallToMemory(row)
|
||||
// Inline conversion from SearchRecallByKeywordRow (no SuppressedAt in row)
|
||||
items[i] = &memory.RecallItem{
|
||||
ID: row.ID,
|
||||
AgentID: row.AgentID,
|
||||
SessionKey: row.SessionKey,
|
||||
Role: row.Role,
|
||||
Sector: row.Sector,
|
||||
Importance: row.Importance,
|
||||
Salience: row.Salience,
|
||||
DecayRate: row.DecayRate,
|
||||
Content: row.Content,
|
||||
Tags: row.Tags,
|
||||
CreatedAt: row.CreatedAt,
|
||||
UpdatedAt: row.UpdatedAt,
|
||||
SuppressedAt: nil, // SearchRecallByKeyword query filters out suppressed items
|
||||
}
|
||||
}
|
||||
return items, nil
|
||||
}
|
||||
|
|
@ -394,7 +516,18 @@ func (d *LibSQLDelegate) GetArchivalChunk(ctx context.Context, agentID string, i
|
|||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
return sqlcChunkToMemory(row), nil
|
||||
// Inline conversion from GetArchivalChunkRow (no SuppressedAt in row)
|
||||
return &memory.ArchivalChunk{
|
||||
ID: row.ID,
|
||||
RecallID: row.RecallID,
|
||||
ChunkIndex: int(row.ChunkIndex),
|
||||
Content: row.Content,
|
||||
Embedding: row.Embedding,
|
||||
Source: row.Source,
|
||||
Hash: row.Hash,
|
||||
CreatedAt: row.CreatedAt,
|
||||
SuppressedAt: nil, // GetArchivalChunk query doesn't return suppressed items
|
||||
}, nil
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) ListArchivalChunks(ctx context.Context, agentID string, recallID ids.UUID) ([]*memory.ArchivalChunk, error) {
|
||||
|
|
@ -404,7 +537,18 @@ func (d *LibSQLDelegate) ListArchivalChunks(ctx context.Context, agentID string,
|
|||
}
|
||||
chunks := make([]*memory.ArchivalChunk, len(rows))
|
||||
for i, row := range rows {
|
||||
chunks[i] = sqlcChunkToMemory(row)
|
||||
// Inline conversion from ListArchivalChunksRow (no SuppressedAt in row)
|
||||
chunks[i] = &memory.ArchivalChunk{
|
||||
ID: row.ID,
|
||||
RecallID: row.RecallID,
|
||||
ChunkIndex: int(row.ChunkIndex),
|
||||
Content: row.Content,
|
||||
Embedding: row.Embedding,
|
||||
Source: row.Source,
|
||||
Hash: row.Hash,
|
||||
CreatedAt: row.CreatedAt,
|
||||
SuppressedAt: nil, // ListArchivalChunks query filters out suppressed items
|
||||
}
|
||||
}
|
||||
return chunks, nil
|
||||
}
|
||||
|
|
@ -420,7 +564,18 @@ func (d *LibSQLDelegate) ListAllArchivalChunks(ctx context.Context, agentID stri
|
|||
}
|
||||
chunks := make([]*memory.ArchivalChunk, len(rows))
|
||||
for i, row := range rows {
|
||||
chunks[i] = sqlcChunkToMemory(row)
|
||||
// Inline conversion from ListAllArchivalChunksRow (no SuppressedAt in row)
|
||||
chunks[i] = &memory.ArchivalChunk{
|
||||
ID: row.ID,
|
||||
RecallID: row.RecallID,
|
||||
ChunkIndex: int(row.ChunkIndex),
|
||||
Content: row.Content,
|
||||
Embedding: row.Embedding,
|
||||
Source: row.Source,
|
||||
Hash: row.Hash,
|
||||
CreatedAt: row.CreatedAt,
|
||||
SuppressedAt: nil, // ListAllArchivalChunks includes all chunks
|
||||
}
|
||||
}
|
||||
return chunks, nil
|
||||
}
|
||||
|
|
@ -631,7 +786,20 @@ func (d *LibSQLDelegate) ListSessionMessages(ctx context.Context, agentID, sessi
|
|||
}
|
||||
items := make([]*memory.RecallItem, len(rows))
|
||||
for i, row := range rows {
|
||||
items[i] = sqlcRecallToMemory(row)
|
||||
items[i] = &memory.RecallItem{
|
||||
ID: row.ID,
|
||||
AgentID: row.AgentID,
|
||||
SessionKey: row.SessionKey,
|
||||
Role: row.Role,
|
||||
Sector: row.Sector,
|
||||
Importance: row.Importance,
|
||||
Salience: row.Salience,
|
||||
DecayRate: row.DecayRate,
|
||||
Content: row.Content,
|
||||
Tags: row.Tags,
|
||||
CreatedAt: row.CreatedAt,
|
||||
UpdatedAt: row.UpdatedAt,
|
||||
}
|
||||
}
|
||||
return items, nil
|
||||
}
|
||||
|
|
@ -771,9 +939,365 @@ func (d *LibSQLDelegate) PersistDAG(ctx context.Context, agentID, sessionKey str
|
|||
return dag.PersistDAG(ctx, d.db, d.queries, agentID, sessionKey, snap)
|
||||
}
|
||||
|
||||
// --- Memory Edges (via sqlc) ---
|
||||
|
||||
func (d *LibSQLDelegate) InsertMemoryEdge(ctx context.Context, edge *memory.MemoryEdge) error {
|
||||
row, err := d.queries.InsertMemoryEdge(ctx, memsqlc.InsertMemoryEdgeParams{
|
||||
FromID: edge.FromID,
|
||||
ToID: edge.ToID,
|
||||
EdgeType: string(edge.EdgeType),
|
||||
Weight: edge.Weight,
|
||||
})
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
edge.ID = row.ID
|
||||
edge.CreatedAt = row.CreatedAt
|
||||
return nil
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) ListMemoryEdges(ctx context.Context, memoryID ids.UUID) ([]*memory.MemoryEdge, error) {
|
||||
rows, err := d.queries.ListMemoryEdgesForItem(ctx, memsqlc.ListMemoryEdgesForItemParams{
|
||||
MemoryID: memoryID,
|
||||
Lim: 1000,
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
edges := make([]*memory.MemoryEdge, 0, len(rows))
|
||||
for _, r := range rows {
|
||||
edges = append(edges, sqlcEdgeToMemory(r))
|
||||
}
|
||||
return edges, nil
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) CountMemoryEdgesForItem(ctx context.Context, memoryID ids.UUID) (int, error) {
|
||||
count, err := d.queries.CountMemoryEdgesForItem(ctx, memsqlc.CountMemoryEdgesForItemParams{
|
||||
MemoryID: memoryID,
|
||||
})
|
||||
return int(count), err
|
||||
}
|
||||
|
||||
// ListRecallItemsForConsolidation returns recall items with embeddings for similarity comparison.
|
||||
// Used by the Cortex consolidation task to build the memory graph.
|
||||
func (d *LibSQLDelegate) ListRecallItemsForConsolidation(ctx context.Context, agentID string, cutoff time.Time, limit int) ([]*memory.RecallItem, error) {
|
||||
rows, err := d.queries.ListRecallItemsForConsolidation(ctx, memsqlc.ListRecallItemsForConsolidationParams{
|
||||
Cutoff: cutoff,
|
||||
AgentID: agentID,
|
||||
Lim: int64(limit),
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
items := make([]*memory.RecallItem, 0, len(rows))
|
||||
for _, r := range rows {
|
||||
item := &memory.RecallItem{
|
||||
ID: r.ID,
|
||||
AgentID: r.AgentID,
|
||||
SessionKey: r.SessionKey,
|
||||
Role: r.Role,
|
||||
Sector: r.Sector,
|
||||
Importance: r.Importance,
|
||||
Salience: r.Salience,
|
||||
DecayRate: r.DecayRate,
|
||||
Content: r.Content,
|
||||
Tags: r.Tags,
|
||||
CreatedAt: r.CreatedAt,
|
||||
UpdatedAt: r.UpdatedAt,
|
||||
Embedding: r.Embedding,
|
||||
}
|
||||
items = append(items, item)
|
||||
}
|
||||
return items, nil
|
||||
}
|
||||
|
||||
// --- RL (Reinforcement Learning) Store Methods ---
|
||||
|
||||
// GetTaskBaseline retrieves the baseline statistics for an agent.
|
||||
// Implements cortex.RLStore interface.
|
||||
func (d *LibSQLDelegate) GetTaskBaseline(ctx context.Context, agentID string) (*TaskBaseline, error) {
|
||||
row, err := d.queries.GetTaskBaseline(ctx, memsqlc.GetTaskBaselineParams{AgentID: agentID})
|
||||
if err == sql.ErrNoRows {
|
||||
// Return nil baseline for new agents - cold start handling
|
||||
return nil, nil
|
||||
}
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
baseline := &TaskBaseline{}
|
||||
if row.Count != nil {
|
||||
baseline.Count = int(*row.Count)
|
||||
}
|
||||
if row.MeanTokens != nil {
|
||||
baseline.MeanTokens = float64(*row.MeanTokens)
|
||||
}
|
||||
if row.MeanErrors != nil {
|
||||
baseline.MeanErrors = *row.MeanErrors
|
||||
}
|
||||
if row.MeanUserCorrections != nil {
|
||||
baseline.MeanUserCorrections = *row.MeanUserCorrections
|
||||
}
|
||||
if row.M2Tokens != nil {
|
||||
baseline.M2Tokens = *row.M2Tokens
|
||||
}
|
||||
if row.M2Errors != nil {
|
||||
baseline.M2Errors = *row.M2Errors
|
||||
}
|
||||
if row.M2UserCorrections != nil {
|
||||
baseline.M2UserCorrections = *row.M2UserCorrections
|
||||
}
|
||||
return baseline, nil
|
||||
}
|
||||
|
||||
// UpdateTaskBaseline saves the baseline statistics for an agent.
|
||||
// Implements cortex.RLStore interface.
|
||||
func (d *LibSQLDelegate) UpdateTaskBaseline(ctx context.Context, agentID string, baseline *TaskBaseline) error {
|
||||
count := int64(baseline.Count)
|
||||
meanTokens := int64(baseline.MeanTokens)
|
||||
meanErrors := baseline.MeanErrors
|
||||
meanUserCorrections := baseline.MeanUserCorrections
|
||||
m2Tokens := baseline.M2Tokens
|
||||
m2Errors := baseline.M2Errors
|
||||
m2UserCorrections := baseline.M2UserCorrections
|
||||
|
||||
return d.queries.UpdateTaskBaseline(ctx, memsqlc.UpdateTaskBaselineParams{
|
||||
AgentID: agentID,
|
||||
Count: &count,
|
||||
MeanTokens: &meanTokens,
|
||||
MeanErrors: &meanErrors,
|
||||
MeanUserCorrections: &meanUserCorrections,
|
||||
M2Tokens: &m2Tokens,
|
||||
M2Errors: &m2Errors,
|
||||
M2UserCorrections: &m2UserCorrections,
|
||||
})
|
||||
}
|
||||
|
||||
// UpdateMemoryWeight updates the RL weight and credit for a specific memory.
|
||||
// Implements cortex.RLStore interface.
|
||||
func (d *LibSQLDelegate) UpdateMemoryWeight(ctx context.Context, memoryID ids.UUID, weight, credit float64) error {
|
||||
rlWeight := weight
|
||||
rlCredit := credit
|
||||
// Get the agent_id from the memory item first
|
||||
item, err := d.GetRecallItem(ctx, "", memoryID)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
if item == nil {
|
||||
return fmt.Errorf("memory item not found: %s", memoryID)
|
||||
}
|
||||
return d.queries.UpdateMemoryWeight(ctx, memsqlc.UpdateMemoryWeightParams{
|
||||
RlWeight: &rlWeight,
|
||||
RlCredit: &rlCredit,
|
||||
ID: memoryID,
|
||||
AgentID: item.AgentID,
|
||||
})
|
||||
}
|
||||
|
||||
// UpdateMemorySelfReport updates the self-reported score for a memory.
|
||||
// Implements cortex.RLStore interface.
|
||||
func (d *LibSQLDelegate) UpdateMemorySelfReport(ctx context.Context, memoryID ids.UUID, score int) error {
|
||||
selfReportScore := int64(score)
|
||||
// Get the agent_id from the memory item first
|
||||
item, err := d.GetRecallItem(ctx, "", memoryID)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
if item == nil {
|
||||
return fmt.Errorf("memory item not found: %s", memoryID)
|
||||
}
|
||||
return d.queries.UpdateMemorySelfReportScore(ctx, memsqlc.UpdateMemorySelfReportScoreParams{
|
||||
SelfReportScore: &selfReportScore,
|
||||
ID: memoryID,
|
||||
AgentID: item.AgentID,
|
||||
})
|
||||
}
|
||||
|
||||
// GetCompletedTasks returns tasks completed since the given time.
|
||||
// Implements cortex.RLStore interface.
|
||||
// Note: This is a placeholder implementation - actual task storage needs to be defined.
|
||||
func (d *LibSQLDelegate) GetCompletedTasks(ctx context.Context, since time.Time) ([]TaskRecord, error) {
|
||||
// TODO: Implement actual task retrieval from jobs or runs tables
|
||||
// For now, return empty list
|
||||
return []TaskRecord{}, nil
|
||||
}
|
||||
|
||||
// GetRetrievedMemories returns memories retrieved during a task.
|
||||
// Implements cortex.RLStore interface.
|
||||
// Note: This is a placeholder implementation - actual retrieval tracking needs to be defined.
|
||||
func (d *LibSQLDelegate) GetRetrievedMemories(ctx context.Context, taskID string) ([]RetrievedMemoryRecord, error) {
|
||||
// TODO: Implement actual retrieved memory tracking
|
||||
// For now, return empty list
|
||||
return []RetrievedMemoryRecord{}, nil
|
||||
}
|
||||
|
||||
// --- Audit Analysis Store Methods ---
|
||||
|
||||
// GetRecentAuditEntries returns audit entries since the given time.
|
||||
// Implements cortex.AuditAnalysisStore interface.
|
||||
func (d *LibSQLDelegate) GetRecentAuditEntries(ctx context.Context, since time.Time) ([]AuditEntry, error) {
|
||||
// Get all audit entries and filter by time
|
||||
rows, err := d.queries.ListAuditEntries(ctx, memsqlc.ListAuditEntriesParams{
|
||||
AgentID: "", // Get all agents
|
||||
Lim: 10000,
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
var entries []AuditEntry
|
||||
for _, row := range rows {
|
||||
if row.CreatedAt.After(since) {
|
||||
entry := AuditEntry{
|
||||
ID: row.ID.String(),
|
||||
Timestamp: row.CreatedAt,
|
||||
ToolName: row.Action, // Using action as tool name proxy
|
||||
ToolInput: "",
|
||||
Success: true, // Default to success
|
||||
SessionID: row.SessionKey,
|
||||
AgentID: row.AgentID,
|
||||
}
|
||||
if row.Input != nil {
|
||||
entry.ToolInput = *row.Input
|
||||
}
|
||||
entries = append(entries, entry)
|
||||
}
|
||||
}
|
||||
return entries, nil
|
||||
}
|
||||
|
||||
// StoreDetectedPattern stores a detected pattern as a recall item.
|
||||
// Implements cortex.AuditAnalysisStore interface.
|
||||
func (d *LibSQLDelegate) StoreDetectedPattern(ctx context.Context, pattern DetectedPattern) error {
|
||||
item := &memory.RecallItem{
|
||||
ID: ids.New(),
|
||||
AgentID: pattern.AgentID,
|
||||
SessionKey: pattern.SessionID,
|
||||
Role: "system",
|
||||
Sector: memory.SectorReflective,
|
||||
Importance: pattern.Weight,
|
||||
Salience: pattern.Weight,
|
||||
Content: pattern.Description,
|
||||
Tags: fmt.Sprintf("audit,%s,%s", pattern.Type, pattern.Category),
|
||||
CreatedAt: time.Now(),
|
||||
UpdatedAt: time.Now(),
|
||||
}
|
||||
return d.InsertRecallItem(ctx, item)
|
||||
}
|
||||
|
||||
// GetHighTokenSessions returns sessions with token usage above threshold.
|
||||
// Implements cortex.AuditAnalysisStore interface.
|
||||
// Note: This is a placeholder - actual token tracking needs to be implemented.
|
||||
func (d *LibSQLDelegate) GetHighTokenSessions(ctx context.Context, minTokens int64) ([]SessionSummary, error) {
|
||||
// TODO: Implement token-based session filtering when token tracking is available
|
||||
return []SessionSummary{}, nil
|
||||
}
|
||||
|
||||
// --- Batch Operations for Cortex Tasks (via sqlc) ---
|
||||
|
||||
// DecayRecallImportance applies multiplicative decay to the oldest recall items
|
||||
// whose importance exceeds the floor. Uses sqlc-generated query string with
|
||||
// raw ExecContext to preserve RowsAffected for observability.
|
||||
func (d *LibSQLDelegate) DecayRecallImportance(ctx context.Context, factor, floor float64, batchSize int) (int64, error) {
|
||||
result, err := d.db.ExecContext(ctx, memsqlc.DecayRecallImportanceBatch, factor, floor, int64(batchSize))
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
return result.RowsAffected()
|
||||
}
|
||||
|
||||
// CountArchivalChunksWithoutEmbedding returns the count of chunks with NULL embeddings.
|
||||
func (d *LibSQLDelegate) CountArchivalChunksWithoutEmbedding(ctx context.Context) (int, error) {
|
||||
count, err := d.queries.CountArchivalChunksWithoutEmbedding(ctx)
|
||||
return int(count), err
|
||||
}
|
||||
|
||||
// BackfillArchivalEmbeddings finds chunks without embeddings, calls embedFn for each,
|
||||
// and writes the embedding back via sqlc UpdateArchivalChunkEmbedding.
|
||||
func (d *LibSQLDelegate) BackfillArchivalEmbeddings(ctx context.Context, batchSize int, embedFn func(ctx context.Context, text string) ([]float32, error)) (int, error) {
|
||||
chunks, err := d.queries.ListArchivalChunksWithoutEmbedding(ctx, memsqlc.ListArchivalChunksWithoutEmbeddingParams{
|
||||
Lim: int64(batchSize),
|
||||
})
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
processed := 0
|
||||
for _, c := range chunks {
|
||||
vec, err := embedFn(ctx, c.Content)
|
||||
if err != nil {
|
||||
logger.WarnCF("cortex", "Embedding failed for chunk", map[string]interface{}{
|
||||
"chunk_id": c.ID.String(),
|
||||
"error": err.Error(),
|
||||
})
|
||||
continue
|
||||
}
|
||||
emb := memory.Embedding(vec)
|
||||
if err := d.queries.UpdateArchivalChunkEmbedding(ctx, memsqlc.UpdateArchivalChunkEmbeddingParams{
|
||||
Embedding: emb,
|
||||
ID: c.ID,
|
||||
}); err != nil {
|
||||
logger.WarnCF("cortex", "Failed to update chunk embedding", map[string]interface{}{
|
||||
"chunk_id": c.ID.String(),
|
||||
"error": err.Error(),
|
||||
})
|
||||
continue
|
||||
}
|
||||
processed++
|
||||
}
|
||||
return processed, nil
|
||||
}
|
||||
|
||||
// --- Immutable Messages (via sqlc) ---
|
||||
|
||||
func (d *LibSQLDelegate) InsertImmutableMessage(ctx context.Context, msg *memory.ImmutableMessage) error {
|
||||
row, err := d.queries.InsertImmutableMessage(ctx, memsqlc.InsertImmutableMessageParams{
|
||||
ID: msg.ID,
|
||||
SessionKey: msg.SessionKey,
|
||||
Role: msg.Role,
|
||||
Content: msg.Content,
|
||||
ToolCallID: msg.ToolCallID,
|
||||
ToolCalls: msg.ToolCalls,
|
||||
TokenEstimate: int64(msg.TokenEstimate),
|
||||
})
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
msg.CreatedAt = row.CreatedAt
|
||||
return nil
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) GetImmutableMessage(ctx context.Context, id ids.UUID) (*memory.ImmutableMessage, error) {
|
||||
row, err := d.queries.GetImmutableMessage(ctx, memsqlc.GetImmutableMessageParams{ID: id})
|
||||
if err == sql.ErrNoRows {
|
||||
return nil, nil
|
||||
}
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
return sqlcImmutableToMemory(row), nil
|
||||
}
|
||||
|
||||
func (d *LibSQLDelegate) ListImmutableMessages(ctx context.Context, sessionKey string, limit, offset int) ([]*memory.ImmutableMessage, error) {
|
||||
rows, err := d.queries.ListImmutableMessages(ctx, memsqlc.ListImmutableMessagesParams{
|
||||
SessionKey: sessionKey,
|
||||
Lim: int64(limit),
|
||||
Off: int64(offset),
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
msgs := make([]*memory.ImmutableMessage, 0, len(rows))
|
||||
for _, r := range rows {
|
||||
msgs = append(msgs, sqlcImmutableToMemory(r))
|
||||
}
|
||||
return msgs, nil
|
||||
}
|
||||
|
||||
// --- Conversion helpers ---
|
||||
|
||||
func sqlcRecallToMemory(row memsqlc.RecallItem) *memory.RecallItem {
|
||||
func sqlcRecallToMemory(row memsqlc.ListQuarantinedRecallItemsRow) *memory.RecallItem {
|
||||
return &memory.RecallItem{
|
||||
ID: row.ID,
|
||||
AgentID: row.AgentID,
|
||||
|
|
@ -787,6 +1311,7 @@ func sqlcRecallToMemory(row memsqlc.RecallItem) *memory.RecallItem {
|
|||
Tags: row.Tags,
|
||||
CreatedAt: row.CreatedAt,
|
||||
UpdatedAt: row.UpdatedAt,
|
||||
SuppressedAt: row.SuppressedAt,
|
||||
}
|
||||
}
|
||||
|
||||
|
|
@ -800,6 +1325,31 @@ func sqlcChunkToMemory(row memsqlc.ArchivalChunk) *memory.ArchivalChunk {
|
|||
Source: row.Source,
|
||||
Hash: row.Hash,
|
||||
CreatedAt: row.CreatedAt,
|
||||
SuppressedAt: row.SuppressedAt,
|
||||
}
|
||||
}
|
||||
|
||||
func sqlcImmutableToMemory(row memsqlc.ImmutableMessage) *memory.ImmutableMessage {
|
||||
return &memory.ImmutableMessage{
|
||||
ID: row.ID,
|
||||
SessionKey: row.SessionKey,
|
||||
Role: row.Role,
|
||||
Content: row.Content,
|
||||
ToolCallID: row.ToolCallID,
|
||||
ToolCalls: row.ToolCalls,
|
||||
TokenEstimate: int(row.TokenEstimate),
|
||||
CreatedAt: row.CreatedAt,
|
||||
}
|
||||
}
|
||||
|
||||
func sqlcEdgeToMemory(row memsqlc.MemoryEdge) *memory.MemoryEdge {
|
||||
return &memory.MemoryEdge{
|
||||
ID: row.ID,
|
||||
FromID: row.FromID,
|
||||
ToID: row.ToID,
|
||||
EdgeType: memory.EdgeType(row.EdgeType),
|
||||
Weight: row.Weight,
|
||||
CreatedAt: row.CreatedAt,
|
||||
}
|
||||
}
|
||||
|
||||
|
|
|
|||
|
|
@ -31,6 +31,18 @@ const (
|
|||
SectorReflective Sector = "reflective" // Meta-observations, self-assessments
|
||||
)
|
||||
|
||||
// Category classifies memories by their semantic role for RL weight assignment.
|
||||
type Category string
|
||||
|
||||
const (
|
||||
CategoryUnknown Category = "unknown"
|
||||
CategoryFact Category = "fact"
|
||||
CategoryInsight Category = "insight"
|
||||
CategoryCorrection Category = "correction"
|
||||
CategoryDiscovery Category = "discovery"
|
||||
CategoryUserInput Category = "user_input"
|
||||
)
|
||||
|
||||
// --- Embedding type (F32_BLOB wire format) ---
|
||||
|
||||
// Embedding is a float32 vector that transparently serializes to/from
|
||||
|
|
@ -96,6 +108,16 @@ type RecallItem struct {
|
|||
Tags string // comma-separated
|
||||
CreatedAt time.Time
|
||||
UpdatedAt time.Time
|
||||
SuppressedAt *time.Time // nil if not soft-deleted
|
||||
// Embedding is the vector representation of this item (populated during
|
||||
// consolidation queries; nil for standard CRUD operations).
|
||||
Embedding Embedding
|
||||
// RL fields for Memelord reinforcement learning
|
||||
RLWeight float64 // current weight for credit assignment (default 1.0)
|
||||
RLCredit float64 // accumulated credit for this memory
|
||||
SelfReportScore *int // self-reported usefulness score (0-3 scale)
|
||||
TaskRetrievalCount int // how many times retrieved for tasks
|
||||
Category Category // semantic category for initial weight assignment
|
||||
}
|
||||
|
||||
// ArchivalChunk is an embedded chunk in the cold tier.
|
||||
|
|
@ -108,6 +130,7 @@ type ArchivalChunk struct {
|
|||
Source string
|
||||
Hash string
|
||||
CreatedAt time.Time
|
||||
SuppressedAt *time.Time // nil if not soft-deleted
|
||||
}
|
||||
|
||||
// WorkingContext is the hot-tier mutable buffer.
|
||||
|
|
@ -129,6 +152,43 @@ type MemorySummary struct {
|
|||
CreatedAt time.Time
|
||||
}
|
||||
|
||||
// ImmutableMessage is a verbatim, append-only record of every message
|
||||
// exchanged during a session. Unlike recall_items (which can be truncated
|
||||
// during compaction), immutable messages are never modified or deleted.
|
||||
// They serve as the source of truth for lossless context recovery.
|
||||
type ImmutableMessage struct {
|
||||
ID ids.UUID
|
||||
SessionKey string
|
||||
Role string // "user", "assistant", "tool", "system"
|
||||
Content string
|
||||
ToolCallID string // non-empty for tool-result messages
|
||||
ToolCalls string // JSON-encoded tool calls for assistant messages
|
||||
TokenEstimate int
|
||||
CreatedAt time.Time
|
||||
}
|
||||
|
||||
// EdgeType classifies the relationship between two memory items.
|
||||
type EdgeType string
|
||||
|
||||
const (
|
||||
EdgeRelatedTo EdgeType = "related_to"
|
||||
EdgeUpdates EdgeType = "updates"
|
||||
EdgeContradicts EdgeType = "contradicts"
|
||||
EdgeCausedBy EdgeType = "caused_by"
|
||||
EdgeResultOf EdgeType = "result_of"
|
||||
EdgePartOf EdgeType = "part_of"
|
||||
)
|
||||
|
||||
// MemoryEdge represents a typed, weighted relationship between two memory items.
|
||||
type MemoryEdge struct {
|
||||
ID int64
|
||||
FromID ids.UUID
|
||||
ToID ids.UUID
|
||||
EdgeType EdgeType
|
||||
Weight float64
|
||||
CreatedAt time.Time
|
||||
}
|
||||
|
||||
// SearchResult represents a result from hybrid retrieval.
|
||||
type SearchResult struct {
|
||||
ID ids.UUID
|
||||
|
|
@ -268,6 +328,13 @@ type MemoryReader interface {
|
|||
ListAuditEntries(ctx context.Context, agentID string, limit int) ([]*AuditEntry, error)
|
||||
ListAuditEntriesByAction(ctx context.Context, agentID, action string, limit int) ([]*AuditEntry, error)
|
||||
CountAuditEntries(ctx context.Context, agentID string) (int, error)
|
||||
ListImmutableMessages(ctx context.Context, sessionKey string, limit, offset int) ([]*ImmutableMessage, error)
|
||||
GetImmutableMessage(ctx context.Context, id ids.UUID) (*ImmutableMessage, error)
|
||||
ListMemoryEdges(ctx context.Context, memoryID ids.UUID) ([]*MemoryEdge, error)
|
||||
CountMemoryEdgesForItem(ctx context.Context, memoryID ids.UUID) (int, error)
|
||||
// ListRecallItemsForConsolidation returns recent recall items with embeddings
|
||||
// for similarity comparison during consolidation. Used by the Cortex scheduler.
|
||||
ListRecallItemsForConsolidation(ctx context.Context, agentID string, cutoff time.Time, limit int) ([]*RecallItem, error)
|
||||
HasVectorSearch() bool
|
||||
HasFTS() bool
|
||||
}
|
||||
|
|
@ -289,6 +356,24 @@ type MemoryWriter interface {
|
|||
DeleteDocument(ctx context.Context, agentID, name string) error
|
||||
InsertAuditEntry(ctx context.Context, entry *AuditEntry) error
|
||||
InsertAuditEntryBatch(ctx context.Context, entries []*AuditEntry) error
|
||||
InsertImmutableMessage(ctx context.Context, msg *ImmutableMessage) error
|
||||
InsertMemoryEdge(ctx context.Context, edge *MemoryEdge) error
|
||||
// SoftDeleteRecallItem sets suppressed_at instead of permanently deleting.
|
||||
// The item enters a 30-day quarantine before hard deletion.
|
||||
SoftDeleteRecallItem(ctx context.Context, agentID string, id ids.UUID) error
|
||||
}
|
||||
|
||||
// PruneStore is the interface for pruning quarantined items.
|
||||
// Implemented by LibSQLDelegate for the Cortex prune task.
|
||||
type PruneStore interface {
|
||||
// ListQuarantinedRecallItems returns recall items ready for permanent deletion.
|
||||
ListQuarantinedRecallItems(ctx context.Context, agentID string, cutoff time.Time, limit int) ([]*RecallItem, error)
|
||||
// ListQuarantinedArchivalChunks returns chunks ready for permanent deletion.
|
||||
ListQuarantinedArchivalChunks(ctx context.Context, cutoff time.Time, limit int) ([]*ArchivalChunk, error)
|
||||
// HardDeleteRecallItem permanently deletes a recall item.
|
||||
HardDeleteRecallItem(ctx context.Context, agentID string, id ids.UUID) error
|
||||
// HardDeleteArchivalChunks permanently deletes chunks for a recall item.
|
||||
HardDeleteArchivalChunks(ctx context.Context, recallID ids.UUID) error
|
||||
}
|
||||
|
||||
// MemoryDelegate is the full-capability interface for memory operations.
|
||||
|
|
|
|||
|
|
@ -112,6 +112,28 @@ func (m *mockDelegate) ListAuditEntriesByAction(_ context.Context, _, _ string,
|
|||
return nil, nil
|
||||
}
|
||||
func (m *mockDelegate) CountAuditEntries(_ context.Context, _ string) (int, error) { return 0, nil }
|
||||
func (m *mockDelegate) InsertImmutableMessage(_ context.Context, _ *ImmutableMessage) error {
|
||||
return nil
|
||||
}
|
||||
func (m *mockDelegate) ListImmutableMessages(_ context.Context, _ string, _, _ int) ([]*ImmutableMessage, error) {
|
||||
return nil, nil
|
||||
}
|
||||
func (m *mockDelegate) GetImmutableMessage(_ context.Context, _ ids.UUID) (*ImmutableMessage, error) {
|
||||
return nil, nil
|
||||
}
|
||||
func (m *mockDelegate) InsertMemoryEdge(_ context.Context, _ *MemoryEdge) error { return nil }
|
||||
func (m *mockDelegate) ListMemoryEdges(_ context.Context, _ ids.UUID) ([]*MemoryEdge, error) {
|
||||
return nil, nil
|
||||
}
|
||||
func (m *mockDelegate) CountMemoryEdgesForItem(_ context.Context, _ ids.UUID) (int, error) {
|
||||
return 0, nil
|
||||
}
|
||||
func (m *mockDelegate) ListRecallItemsForConsolidation(_ context.Context, _ string, _ time.Time, _ int) ([]*RecallItem, error) {
|
||||
return nil, nil
|
||||
}
|
||||
func (m *mockDelegate) SoftDeleteRecallItem(_ context.Context, _ string, _ ids.UUID) error {
|
||||
return nil
|
||||
}
|
||||
|
||||
func writeSessionFile(t *testing.T, dir, name string, sess SessionFile) {
|
||||
t.Helper()
|
||||
|
|
|
|||
|
|
@ -93,6 +93,9 @@ func New(delegate memory.MemoryDelegate, chunker memory.Chunker, embedder memory
|
|||
}
|
||||
}
|
||||
|
||||
// Embedder returns the configured EmbeddingProvider, or nil if embeddings are disabled.
|
||||
func (m *MemoryStore) Embedder() memory.EmbeddingProvider { return m.embedder }
|
||||
|
||||
// SetAgentID sets the agent identity used to scope all memory operations.
|
||||
// Invalidates the vector cache since chunks are agent-scoped.
|
||||
func (m *MemoryStore) SetAgentID(agentID string) {
|
||||
|
|
@ -165,9 +168,32 @@ func (m *MemoryStore) StoreRecall(ctx context.Context, item *memory.RecallItem)
|
|||
if item.ID.IsZero() {
|
||||
item.ID = ids.New()
|
||||
}
|
||||
// Set initial RL weight based on category if not already set
|
||||
if item.RLWeight == 0 {
|
||||
item.RLWeight = m.initialWeightByCategory(item.Category)
|
||||
}
|
||||
return m.delegate.InsertRecallItem(ctx, item)
|
||||
}
|
||||
|
||||
// initialWeightByCategory returns the initial RL weight based on memory category.
|
||||
// Higher weights are assigned to categories that indicate higher value memories.
|
||||
func (m *MemoryStore) initialWeightByCategory(category memory.Category) float64 {
|
||||
switch category {
|
||||
case memory.CategoryCorrection:
|
||||
return 1.5 // High priority - corrections are valuable
|
||||
case memory.CategoryDiscovery:
|
||||
return 1.3 // Good insights - discoveries are useful
|
||||
case memory.CategoryUserInput:
|
||||
return 2.5 // User corrections highest priority
|
||||
case memory.CategoryInsight:
|
||||
return 1.1 // Slightly above baseline
|
||||
case memory.CategoryFact:
|
||||
return 1.0 // Baseline weight
|
||||
default:
|
||||
return 1.0 // Unknown category defaults to baseline
|
||||
}
|
||||
}
|
||||
|
||||
func (m *MemoryStore) GetRecall(ctx context.Context, id ids.UUID) (*memory.RecallItem, error) {
|
||||
return m.delegate.GetRecallItem(ctx, m.agentID, id)
|
||||
}
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue