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// Command engine is the vectorless retrieval engine.
//
// Run `engine --config config.yaml` to start the HTTP server and any
// configured background workers. See README.md for architecture.
package main
import (
"context"
"crypto/tls"
"errors"
"flag"
"fmt"
"io"
"log/slog"
"net/http"
"os"
"os/signal"
"syscall"
"time"
"github.com/hallelx2/llmgate"
"github.com/hallelx2/llmgate/pricing"
"github.com/hallelx2/llmgate/provider/anthropic"
"github.com/hallelx2/llmgate/provider/gemini"
"github.com/hallelx2/llmgate/provider/openai"
"github.com/hallelx2/vectorless-engine/internal/api"
"github.com/hallelx2/vectorless-engine/pkg/config"
"github.com/hallelx2/vectorless-engine/pkg/db"
"github.com/hallelx2/vectorless-engine/pkg/ingest"
"github.com/hallelx2/vectorless-engine/pkg/parser"
"github.com/hallelx2/vectorless-engine/pkg/queue"
"github.com/hallelx2/vectorless-engine/pkg/retrieval"
"github.com/hallelx2/vectorless-engine/pkg/storage"
)
// version is set at build time via -ldflags "-X main.version=..."
var version = "dev"
func main() {
if err := run(); err != nil {
fmt.Fprintf(os.Stderr, "fatal: %v\n", err)
os.Exit(1)
}
}
func run() error {
configPath := flag.String("config", "", "path to config.yaml (optional; env vars take precedence)")
localMode := flag.Bool("local", false, "zero-config local mode: localhost Postgres, local storage, listen on :7654, no setup (sets VLE_LOCAL_MODE)")
flag.Parse()
// --local is sugar for VLE_LOCAL_MODE=true so the CLI flag and the env
// var (used by the all-in-one Docker image) flow through one path in
// config.Load. Set it before Load reads the environment.
if *localMode {
_ = os.Setenv("VLE_LOCAL_MODE", "true")
}
cfg, err := config.Load(*configPath)
if err != nil {
return fmt.Errorf("load config: %w", err)
}
logger := newLogger(cfg.Log)
logger.Info("starting vectorless-engine",
"version", version,
"local_mode", config.LocalModeEnabled(),
"storage_driver", cfg.Storage.Driver,
"queue_driver", cfg.Queue.Driver,
"llm_driver", cfg.LLM.Driver,
"retrieval_strategy", cfg.Retrieval.Strategy,
)
// Surface any model with no price-book entry: its cost reads $0, which
// would otherwise masquerade as "free" in usage/benchmark accounting.
pricing.WarnFunc = func(model string) {
logger.Warn("llm model not in price book; cost reported as 0", "model", model)
}
ctx, stop := signal.NotifyContext(context.Background(), os.Interrupt, syscall.SIGTERM)
defer stop()
pool, err := db.Open(ctx, cfg.Database.URL, int32(cfg.Database.MaxConns))
if err != nil {
return fmt.Errorf("init db: %w", err)
}
defer pool.Close()
if err := pool.Migrate(ctx); err != nil {
return fmt.Errorf("migrate db: %w", err)
}
logger.Info("db: migrations applied")
store, err := buildStorage(cfg.Storage)
if err != nil {
return fmt.Errorf("init storage: %w", err)
}
q, err := buildQueue(cfg.Queue, cfg.Database.URL)
if err != nil {
return fmt.Errorf("init queue: %w", err)
}
defer func() { _ = q.Close() }() // best-effort close
llmClient, err := buildLLM(cfg.LLM)
if err != nil {
return fmt.Errorf("init llm: %w", err)
}
strategy := buildStrategy(cfg.Retrieval, llmClient, store)
// Wrap with caching if enabled.
if cfg.Retrieval.Cache.Enabled {
ttl := time.Duration(cfg.Retrieval.Cache.TTLSeconds) * time.Second
if ttl == 0 {
ttl = 10 * time.Minute
}
strategy = retrieval.NewCached(strategy, retrieval.CachedConfig{
MaxEntries: cfg.Retrieval.Cache.MaxEntries,
TTL: ttl,
})
logger.Info("retrieval: cache enabled",
"max_entries", cfg.Retrieval.Cache.MaxEntries,
"ttl_seconds", cfg.Retrieval.Cache.TTLSeconds,
)
}
// Multi-document query dispatcher.
multiDoc := retrieval.NewMultiDoc(strategy, pool.LoadTree)
// Planner: opt-in Phase 2.1. When disabled at boot we still
// instantiate it lazily — the per-request `enable_planning` body
// field overrides the config, so a server with planning.enabled=false
// but a Planner configured can still serve opt-in callers.
var planner *retrieval.Planner
if llmClient != nil {
plannerModel := cfg.Retrieval.Planning.Model
if plannerModel == "" {
plannerModel = modelFor(cfg.LLM)
}
planner = retrieval.NewPlannerWithCacheSize(llmClient, plannerModel, cfg.Retrieval.Planning.CacheSize)
if cfg.Retrieval.Planning.Enabled {
logger.Info("retrieval: planner enabled",
"model", plannerModel,
"cache_size", cfg.Retrieval.Planning.CacheSize,
"decompose", cfg.Retrieval.Planning.Decompose,
)
}
}
// ReRanker: opt-in Phase 2.3. Instantiated whenever an LLM client
// is wired — the per-request `enable_rerank` body field overrides
// the config, mirroring the planner pattern.
var reRanker *retrieval.ReRanker
if llmClient != nil {
reRankModel := cfg.Retrieval.ReRank.Model
if reRankModel == "" {
reRankModel = modelFor(cfg.LLM)
}
reRanker = retrieval.NewReRanker(llmClient, reRankModel)
if cfg.Retrieval.ReRank.MaxContentChars > 0 {
reRanker.MaxContentChars = cfg.Retrieval.ReRank.MaxContentChars
}
if cfg.Retrieval.ReRank.Enabled {
logger.Info("retrieval: rerank enabled",
"model", reRankModel,
"max_content_chars", reRanker.MaxContentChars,
"top_k", cfg.Retrieval.ReRank.TopK,
)
}
}
// Replay store: Phase 3.1. On by default; operators opt out via
// retrieval.replay.enabled=false (or VLE_RETRIEVAL_REPLAY_ENABLED=false).
// In-memory only — Phase 3.2 will swap this for a durable store
// behind the same retrieval.ReplayStore interface.
var replayStore retrieval.ReplayStore
if cfg.Retrieval.Replay.Enabled {
replayStore = retrieval.NewLRUReplayStore(retrieval.LRUReplayConfig{
MaxEntries: cfg.Retrieval.Replay.MaxEntries,
TTL: time.Duration(cfg.Retrieval.Replay.TTLSeconds) * time.Second,
})
logger.Info("retrieval: replay store enabled",
"max_entries", cfg.Retrieval.Replay.MaxEntries,
"ttl_seconds", cfg.Retrieval.Replay.TTLSeconds,
)
}
pipeline := ingest.NewPipeline(ingest.Pipeline{
DB: pool,
Storage: store,
LLM: llmClient,
Parsers: ingest.RegistryFromIngestParams(tableOptsFromConfig(cfg.Ingest.Tables), cfg.Ingest.MaxSections, time.Duration(cfg.Ingest.ParseTimeoutSeconds)*time.Second),
Logger: logger,
Mode: cfg.Ingest.Mode,
HyDEEnabled: cfg.Ingest.HyDE.Enabled,
HyDEModel: cfg.Ingest.HyDE.Model,
HyDENumQuestions: cfg.Ingest.HyDE.NumQuestions,
HyDEConcurrency: cfg.Ingest.HyDE.Concurrency,
SummaryAxesEnabled: cfg.Ingest.SummaryAxes.Enabled,
SummaryAxesMaxTopics: cfg.Ingest.SummaryAxes.MaxTopics,
SummaryAxesMaxEntities: cfg.Ingest.SummaryAxes.MaxEntities,
SummaryAxesMaxNumbers: cfg.Ingest.SummaryAxes.MaxNumbers,
GlobalLLMConcurrency: cfg.Ingest.GlobalLLMConcurrency,
})
if cfg.Ingest.Mode == ingest.ModeMinimal {
logger.Info("ingest: MINIMAL mode — parse→persist→ready; skipping summarize/HyDE/multi-axis/TOC + table extraction")
} else if cfg.Ingest.Tables.Enabled {
logger.Info("ingest: pdf table extraction enabled",
"vertical_strategy", cfg.Ingest.Tables.VerticalStrategy,
"horizontal_strategy", cfg.Ingest.Tables.HorizontalStrategy,
"min_rows", cfg.Ingest.Tables.MinTableRows,
"min_cols", cfg.Ingest.Tables.MinTableCols,
)
} else {
logger.Info("ingest: pdf table extraction disabled")
}
q.Register(queue.KindIngestDocument, pipeline.Handler())
// /v1/answer/treewalk gets its OWN TreeWalkStrategy instance,
// independent of whatever selection strategy is configured in
// retrieval.strategy. This way the endpoint is always available
// (gated by retrieval.treewalk.enabled), even on a deployment
// using chunked-tree as its default selection path.
var treeWalkStrategy *retrieval.TreeWalkStrategy
if cfg.Retrieval.TreeWalk.Enabled && llmClient != nil {
treeWalkStrategy = buildTreeWalkStrategy(cfg.Retrieval, llmClient, store)
logger.Info("retrieval: treewalk answer endpoint enabled",
"max_hops", treeWalkStrategy.MaxHops,
"page_content_limit", treeWalkStrategy.PageContentLimit,
"model_override", cfg.Retrieval.TreeWalk.Model,
)
}
deps := api.Deps{
Logger: logger,
DB: pool,
Storage: store,
Queue: q,
Strategy: strategy,
Version: version,
MultiDoc: multiDoc,
LLM: llmClient,
LLMModel: modelFor(cfg.LLM),
AnswerSpan: cfg.Retrieval.AnswerSpan,
Answer: cfg.Retrieval.Answer,
Planner: planner,
Planning: cfg.Retrieval.Planning,
ReRanker: reRanker,
ReRank: cfg.Retrieval.ReRank,
Replay: replayStore,
Abstain: cfg.Retrieval.Abstain,
TreeWalkStrategy: treeWalkStrategy,
TreeWalk: cfg.Retrieval.TreeWalk,
}
srv := &http.Server{
Addr: cfg.Server.Addr,
Handler: api.Router(deps),
ReadTimeout: cfg.Server.ReadTimeout,
WriteTimeout: cfg.Server.WriteTimeout,
TLSConfig: buildTLSConfig(cfg.Server.TLS),
}
// Start queue workers alongside the HTTP server.
errs := make(chan error, 2)
go func() {
logger.Info("queue: starting workers", "driver", cfg.Queue.Driver)
if err := q.Start(ctx); err != nil && !errors.Is(err, context.Canceled) {
errs <- fmt.Errorf("queue: %w", err)
}
}()
go func() {
if cfg.Server.TLS.Enabled() {
logger.Info("https: listening (direct TLS)",
"addr", cfg.Server.Addr,
"cert_file", cfg.Server.TLS.CertFile)
if err := srv.ListenAndServeTLS(cfg.Server.TLS.CertFile, cfg.Server.TLS.KeyFile); err != nil && !errors.Is(err, http.ErrServerClosed) {
errs <- fmt.Errorf("https: %w", err)
}
return
}
logger.Info("http: listening (plaintext — terminate TLS at your proxy)",
"addr", cfg.Server.Addr)
if err := srv.ListenAndServe(); err != nil && !errors.Is(err, http.ErrServerClosed) {
errs <- fmt.Errorf("http: %w", err)
}
}()
select {
case <-ctx.Done():
logger.Info("shutdown signal received")
case err := <-errs:
logger.Error("subsystem failed", "err", err)
stop()
}
// Graceful shutdown.
shutdownCtx, cancel := context.WithTimeout(context.Background(), 15*time.Second)
defer cancel()
if err := srv.Shutdown(shutdownCtx); err != nil {
logger.Warn("http shutdown error", "err", err)
}
logger.Info("bye")
return nil
}
func buildStorage(c config.StorageConfig) (storage.Storage, error) {
switch c.Driver {
case "local":
return storage.NewLocal(c.Local.Root)
case "s3":
return storage.NewS3(storage.S3Config{
Endpoint: c.S3.Endpoint,
Region: c.S3.Region,
Bucket: c.S3.Bucket,
AccessKey: c.S3.AccessKey,
SecretKey: c.S3.SecretKey,
UsePathStyle: c.S3.UsePathStyle,
})
default:
return nil, fmt.Errorf("unknown storage driver: %s", c.Driver)
}
}
func buildQueue(c config.QueueConfig, dbURL string) (queue.Queue, error) {
switch c.Driver {
case "qstash":
return queue.NewQStash(queue.QStashConfig{
Token: c.QStash.Token,
WebhookBaseURL: c.QStash.WebhookBaseURL,
CurrentSigningKey: c.QStash.CurrentSigningKey,
NextSigningKey: c.QStash.NextSigningKey,
})
case "river":
return queue.NewRiver(queue.RiverConfig{
DatabaseURL: dbURL,
NumWorkers: c.River.NumWorkers,
})
case "asynq":
return queue.NewAsynq(queue.AsynqConfig{
Addr: c.Asynq.Addr,
Password: c.Asynq.Password,
DB: c.Asynq.DB,
Concurrency: c.Asynq.Concurrency,
})
default:
return nil, fmt.Errorf("unknown queue driver: %s", c.Driver)
}
}
// modelFor returns the configured chat/general-purpose model name for
// the selected LLM driver. Used as a fallback when an API request
// omits an explicit model.
func modelFor(c config.LLMConfig) string {
switch c.Driver {
case "anthropic":
return c.Anthropic.Model
case "openai":
return c.OpenAI.Model
case "gemini":
return c.Gemini.Model
}
return ""
}
func buildLLM(c config.LLMConfig) (llmgate.Client, error) {
switch c.Driver {
case "anthropic":
return anthropic.New(anthropic.Config{
APIKey: c.Anthropic.APIKey,
Model: c.Anthropic.Model,
ReasoningModel: c.Anthropic.ReasoningModel,
BaseURL: c.Anthropic.BaseURL,
})
case "openai":
return openai.New(openai.Config{
APIKey: c.OpenAI.APIKey,
Model: c.OpenAI.Model,
ReasoningModel: c.OpenAI.ReasoningModel,
})
case "gemini":
return gemini.New(gemini.Config{
APIKey: c.Gemini.APIKey,
Model: c.Gemini.Model,
ReasoningModel: c.Gemini.ReasoningModel,
})
default:
// Config.Validate rejects unknown drivers; this is defensive.
return nil, fmt.Errorf("unknown llm driver: %s", c.Driver)
}
}
func buildStrategy(c config.RetrievalConfig, client llmgate.Client, store storage.Storage) retrieval.Strategy {
switch c.Strategy {
case "single-pass":
return retrieval.NewSinglePass(client)
case "chunked-tree":
return retrieval.NewChunkedTree(client)
case "agentic":
a := retrieval.NewAgentic(client, storageFetcher{s: store})
if c.Agentic.MaxHops > 0 {
a.MaxHops = c.Agentic.MaxHops
}
a.ModelOverride = c.Agentic.Model
return a
case "treewalk":
return buildTreeWalkStrategy(c, client, store)
case "auto":
return retrieval.NewAuto(retrieval.NewSinglePass(client), buildTreeWalkStrategy(c, client, store))
default:
return retrieval.NewChunkedTree(client)
}
}
// buildTreeWalkStrategy constructs the page-based agentic
// strategy with the storage-backed PageLoader and the configured
// caps. Used by buildStrategy when retrieval.strategy=treewalk AND
// by the /v1/answer/treewalk endpoint setup (which wires its own
// instance regardless of the selection strategy).
//
// The TOCProvider is left nil here. PR-A (toc-tree-builder) adds
// documents.toc_tree + a DB-backed provider; until it lands the
// strategy degrades to its synthesised view, which is the
// documented fallback path.
func buildTreeWalkStrategy(c config.RetrievalConfig, client llmgate.Client, store storage.Storage) *retrieval.TreeWalkStrategy {
p := retrieval.NewTreeWalkStrategy(client)
p.PageLoader = storagePageLoader{s: store}
if c.TreeWalk.MaxHops > 0 {
p.MaxHops = c.TreeWalk.MaxHops
}
if c.TreeWalk.PageContentLimit > 0 {
p.PageContentLimit = c.TreeWalk.PageContentLimit
}
if c.TreeWalk.MaxCitations > 0 {
p.MaxCitations = c.TreeWalk.MaxCitations
}
p.ModelOverride = c.TreeWalk.Model
return p
}
// storageFetcher adapts a storage.Storage to retrieval.ContentFetcher.
// The agentic strategy reads section bodies one at a time, so we
// materialize the full reader contents into a []byte here rather than
// streaming — section bodies are typically a few KB.
type storageFetcher struct{ s storage.Storage }
func (sf storageFetcher) Get(ctx context.Context, ref string) ([]byte, error) {
rc, _, err := sf.s.Get(ctx, ref)
if err != nil {
return nil, err
}
defer func() { _ = rc.Close() }() // best-effort close
return io.ReadAll(rc)
}
// storagePageLoader adapts a storage.Storage to
// retrieval.PageContentLoader. Mirrors storageFetcher but lives
// behind a separate interface so the two callers (agentic /
// treewalk) can be wired independently. The TreeWalk strategy
// materialises section bodies once per get_pages observation, so
// reading the full reader into a []byte is the right shape.
type storagePageLoader struct{ s storage.Storage }
func (l storagePageLoader) Load(ctx context.Context, ref string) ([]byte, error) {
rc, _, err := l.s.Get(ctx, ref)
if err != nil {
return nil, err
}
defer func() { _ = rc.Close() }() // best-effort close
return io.ReadAll(rc)
}
// buildTLSConfig returns a *tls.Config when direct TLS is enabled, or nil
// when the engine should serve plaintext (behind a proxy). Returning nil
// leaves http.Server's TLSConfig unset, which is exactly what ListenAndServe
// expects.
func buildTLSConfig(c config.TLSConfig) *tls.Config {
if !c.Enabled() {
return nil
}
min := uint16(tls.VersionTLS12)
if c.MinVersion == "1.3" {
min = tls.VersionTLS13
}
return &tls.Config{MinVersion: min}
}
func newLogger(c config.LogConfig) *slog.Logger {
level := slog.LevelInfo
switch c.Level {
case "debug":
level = slog.LevelDebug
case "warn":
level = slog.LevelWarn
case "error":
level = slog.LevelError
}
opts := &slog.HandlerOptions{Level: level}
var h slog.Handler
switch c.Format {
case "console":
h = slog.NewTextHandler(os.Stdout, opts)
default:
h = slog.NewJSONHandler(os.Stdout, opts)
}
return slog.New(h)
}
// tableOptsFromConfig translates the YAML/env Tables block into the
// parser-level TableOpts struct. Returns nil when tables are disabled so
// the PDF parser short-circuits without instantiating pdftable settings.
func tableOptsFromConfig(c config.TablesConfig) *parser.TableOpts {
if !c.Enabled {
return nil
}
return &parser.TableOpts{
Enabled: true,
VerticalStrategy: c.VerticalStrategy,
HorizontalStrategy: c.HorizontalStrategy,
MinTableRows: c.MinTableRows,
MinTableCols: c.MinTableCols,
}
}