aboutsummaryrefslogtreecommitdiff
path: root/cmds/serve.go
blob: 9d82d3887721f4bdd253d4efc6904c9705674d63 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
// Serve command: the long-running server lane. Polls Miniflux for entries
// newer than a persisted cursor, scores each one exactly once, assembles a
// top-N + exploration batch per refresh into runs.jsonl, and serves the
// recent batches as an RSS feed plus a JSON status endpoint. Strictly
// read-only toward Miniflux (the client has no mutation methods).
//
// Scoring text is the same construction as training: title plus the
// feed-identity token. Batch = top-N by raw score (no threshold cutoff)
// with the exploration budget split at a fixed 1/3 runner-up + 2/3 random.
package cmds

import (
	"context"
	"encoding/json"
	"errors"
	"flag"
	"fmt"
	"io"
	"math"
	"math/rand"
	"net/http"
	"os"
	"os/signal"
	"sort"
	"strconv"
	"strings"
	"sync/atomic"
	"syscall"
	"time"

	"fluxrec/core"
	"fluxrec/miniflux"
)

type ServeCommand struct {
	ModelPath   string
	Cursor      string
	Runs        string
	Addr        string
	RecFeedID   int64
	TopN        int
	ExploreFrac float64
	RSSBatches  int
	RefreshAt   string

	pollsOK     atomic.Int64
	pollsFailed atomic.Int64
}

func (c *ServeCommand) Name() string { return "serve" }

func (c *ServeCommand) Init(args []string) error {
	fs := flag.NewFlagSet(c.Name(), flag.ContinueOnError)
	fs.Usage = func() {
		fmt.Fprint(fs.Output(), `Usage: fluxrec serve [flags]

Poll Miniflux for new entries, score each once, keep a top-N + exploration
batch per refresh in runs.jsonl, and serve the recent batches as RSS at
/recommendations.xml plus JSON status at /api/status. Read-only toward
Miniflux. Refresh times are wall-clock in the process timezone ($TZ,
default UTC). Exits immediately if the model file is missing or corrupt.
`)
		fs.PrintDefaults()
	}
	fs.StringVar(&c.ModelPath, "model", "model.json", "Path to model.json")
	fs.StringVar(&c.Cursor, "cursor", "cursor.json", "Path to the poll cursor file")
	fs.StringVar(&c.Runs, "runs", "runs.jsonl", "Path to the run log (doubles as the RSS render source)")
	fs.StringVar(&c.Addr, "addr", ":8080", "Listen address for RSS + status")
	fs.Int64Var(&c.RecFeedID, "rec-feed-id", 0, "Miniflux feed ID of the recommendations feed itself; its entries are skipped so serve never re-recommends its own output (0 = not subscribed yet)")
	fs.IntVar(&c.TopN, "top-n", 15, "Batch size: ranked picks plus exploration")
	fs.Float64Var(&c.ExploreFrac, "explore-frac", 0.2, "Fraction of the batch spent on exploration (1/3 runner-up, 2/3 random)")
	fs.IntVar(&c.RSSBatches, "rss-batches", 21, "How many recent batches the RSS feed renders")
	fs.StringVar(&c.RefreshAt, "refresh-at", "06:00,12:00,18:00", "Comma-separated daily refresh times (HH:MM, local time)")
	if err := fs.Parse(args); err != nil {
		return err
	}
	if c.TopN < 1 {
		return fmt.Errorf("--top-n must be >= 1, got %d", c.TopN)
	}
	if c.ExploreFrac < 0 || c.ExploreFrac >= 1 {
		return fmt.Errorf("--explore-frac must be in [0,1), got %v", c.ExploreFrac)
	}
	if c.RSSBatches < 1 {
		return fmt.Errorf("--rss-batches must be >= 1, got %d", c.RSSBatches)
	}
	if _, err := parseRefreshAt(c.RefreshAt); err != nil {
		return err
	}
	return nil
}

func (c *ServeCommand) Run(stdin io.Reader, stdout io.Writer) error {
	cfg, err := miniflux.ConfigFromEnv()
	if err != nil {
		return err
	}
	client := miniflux.NewClient(cfg)

	model, err := loadModel(c.ModelPath)
	if err != nil {
		return err
	}
	vec := core.CreateVectorizerFromModel(model)
	mins, _ := parseRefreshAt(c.RefreshAt) // validated in Init

	rng := rand.New(rand.NewSource(time.Now().UnixNano()))
	poll := func() {
		if err := c.pollOnce(client, vec, model, rng, stdout); err != nil {
			c.pollsFailed.Add(1)
			fmt.Fprintf(os.Stderr, "serve: poll failed (cursor not advanced, will retry next cycle): %v\n", err)
		} else {
			c.pollsOK.Add(1)
		}
	}

	// Boot catch-up: if the last logged run is older than half the smallest
	// gap between refreshes (e.g. the container was down across a slot),
	// poll immediately rather than waiting for the next scheduled time.
	due, err := catchUpDue(c.Runs, mins, time.Now())
	if err != nil {
		return err
	}
	if due {
		poll()
	}

	ctx, stop := signal.NotifyContext(context.Background(), os.Interrupt, syscall.SIGTERM)
	defer stop()

	srv := &http.Server{
		Addr:         c.Addr,
		Handler:      c.routes(mins, model.CreatedAt),
		ReadTimeout:  core.DefaultReadTimeout,
		WriteTimeout: core.DefaultWriteTimeout,
		IdleTimeout:  core.DefaultIdleTimeout,
	}
	go func() {
		if err := srv.ListenAndServe(); err != nil && !errors.Is(err, http.ErrServerClosed) {
			fmt.Fprintf(os.Stderr, "serve: http listener failed: %v\n", err)
			stop()
		}
	}()

	go func() {
		for {
			timer := time.NewTimer(time.Until(nextRefresh(time.Now(), mins)))
			select {
			case <-ctx.Done():
				timer.Stop()
				return
			case <-timer.C:
				poll()
			}
		}
	}()

	fmt.Fprintf(stdout, "serve: listening on %s (refresh at %s, model %s)\n", c.Addr, c.RefreshAt, c.ModelPath)
	<-ctx.Done()

	shutdownCtx, cancel := context.WithTimeout(context.Background(), core.DefaultShutdownTimeout)
	defer cancel()
	return srv.Shutdown(shutdownCtx)
}

// pollCursor is the persisted serve cursor: the largest entry ID fully
// processed so far.
type pollCursor struct {
	AfterEntryID int64 `json:"after_entry_id"`
}

func loadCursor(path string) (int64, error) {
	body, err := os.ReadFile(path)
	if err != nil {
		if os.IsNotExist(err) {
			return 0, nil
		}
		return 0, fmt.Errorf("reading cursor %s: %w", path, err)
	}
	var c pollCursor
	if err := json.Unmarshal(body, &c); err != nil {
		return 0, fmt.Errorf("parsing cursor %s: %w", path, err)
	}
	return c.AfterEntryID, nil
}

func saveCursor(path string, id int64) error {
	body, err := json.Marshal(pollCursor{AfterEntryID: id})
	if err != nil {
		return err
	}
	if err := os.WriteFile(path, body, 0o644); err != nil {
		return fmt.Errorf("writing cursor %s: %w", path, err)
	}
	return nil
}

// pollOnce fetches every entry newer than the cursor, scores each one,
// assembles the batch, appends one row to runs.jsonl, and only then
// advances the cursor — process → append log → save cursor, so a crash at
// any point re-processes at worst one batch. Nothing is written for an
// empty poll (a run of empty batches would starve the count-based RSS
// tail).
func (c *ServeCommand) pollOnce(client *miniflux.Client, vec *core.TFIDFVectorizer, model *core.ModelEnvelope, rng *rand.Rand, stdout io.Writer) error {
	started := time.Now()
	cursor, err := loadCursor(c.Cursor)
	if err != nil {
		return err
	}

	var scored []scoredEntry
	seen, recSkipped := 0, 0
	maxID := cursor
	f := miniflux.Filters{AfterEntryID: cursor, Limit: 200, Direction: "asc"}
	for {
		set, err := client.Entries(f)
		if err != nil {
			return err
		}
		if len(set.Entries) == 0 {
			break
		}
		for _, e := range set.Entries {
			seen++
			if e.ID > maxID {
				maxID = e.ID
			}
			// The recommendations feed's own items are our output, not
			// candidates: skip them or the loop feeds itself.
			if c.RecFeedID != 0 && e.Feed.ID == c.RecFeedID {
				recSkipped++
				continue
			}
			vecs := vec.Transform([]string{core.ScoringText(e.Title, e.Feed.Title)})
			s, err := core.PredictScore(vecs[0], model.Weights)
			if err != nil {
				return fmt.Errorf("scoring entry %d: %w", e.ID, err)
			}
			scored = append(scored, scoredEntry{entry: e, score: s})
		}
		if len(set.Entries) < f.Limit || maxID == f.AfterEntryID {
			// Short page: done. Unchanged max ID despite a full page means
			// the server ignored the cursor — break rather than spin.
			break
		}
		f.AfterEntryID = maxID
	}

	if seen == 0 {
		fmt.Fprintln(stdout, "serve: no new entries")
		return nil
	}

	row := core.RunRow{
		RanAt:          started.UTC(),
		EntriesSeen:    seen,
		RecFeedSkipped: recSkipped,
		Kept:           assembleBatch(scored, c.TopN, c.ExploreFrac, rng),
		DurationMs:     time.Since(started).Milliseconds(),
		ModelCreatedAt: model.CreatedAt,
	}
	if err := core.AppendRun(c.Runs, row); err != nil {
		return err
	}
	if err := saveCursor(c.Cursor, maxID); err != nil {
		return err
	}
	fmt.Fprintf(stdout, "serve: seen=%d kept=%d skipped-rec=%d cursor=%d\n",
		seen, len(row.Kept), recSkipped, maxID)
	return nil
}

// scoredEntry is an entry with its model score; batch assembly input.
type scoredEntry struct {
	entry miniflux.Entry
	score float64
}

// assembleBatch ranks scored entries by score descending and selects the
// batch: the top (topN minus the exploration budget) are ranked; the
// budget splits at a fixed 1/3 : 2/3 into runner-ups (highest-scored just
// below the cut — the model's borderline cases) and random picks from the
// remaining tail (serendipity and a recall-ceiling estimator). With fewer
// candidates than the ranked cut, everything is kept as ranked.
func assembleBatch(entries []scoredEntry, topN int, exploreFrac float64, rng *rand.Rand) []core.KeptItem {
	ranked := make([]scoredEntry, len(entries))
	copy(ranked, entries)
	sort.SliceStable(ranked, func(i, j int) bool {
		if ranked[i].score == ranked[j].score {
			return ranked[i].entry.ID < ranked[j].entry.ID
		}
		return ranked[i].score > ranked[j].score
	})

	explore := int(math.Round(float64(topN) * exploreFrac))
	nRanked := topN - explore
	if len(ranked) <= nRanked {
		return keptFrom(ranked, core.KindRanked)
	}
	kept := keptFrom(ranked[:nRanked], core.KindRanked)

	nRunnerUp := min(explore/3, len(ranked)-nRanked)
	kept = append(kept, keptFrom(ranked[nRanked:nRanked+nRunnerUp], core.KindRunnerUp)...)

	rest := ranked[nRanked+nRunnerUp:]
	nRandom := min(explore-nRunnerUp, len(rest))
	if nRandom > 0 {
		picks := make([]scoredEntry, 0, nRandom)
		for _, i := range rng.Perm(len(rest))[:nRandom] {
			picks = append(picks, rest[i])
		}
		// Log random picks in ID order so runs.jsonl stays diff-friendly.
		sort.Slice(picks, func(i, j int) bool { return picks[i].entry.ID < picks[j].entry.ID })
		kept = append(kept, keptFrom(picks, core.KindRandom)...)
	}
	return kept
}

// keptFrom converts scored entries into run-log items, cleaning content on
// the way in so RSS rendering never sees raw feed HTML.
func keptFrom(entries []scoredEntry, kind string) []core.KeptItem {
	out := make([]core.KeptItem, len(entries))
	for i, se := range entries {
		out[i] = core.KeptItem{
			EntryID:     se.entry.ID,
			URL:         se.entry.URL,
			Title:       se.entry.Title,
			FeedTitle:   se.entry.Feed.Title,
			PublishedAt: se.entry.PublishedAt.UTC(),
			Content:     core.CleanFeedContent(se.entry.Content),
			Score:       se.score,
			Kind:        kind,
		}
	}
	return out
}

// parseRefreshAt parses "06:00,12:00,18:00" into ascending
// minutes-after-midnight.
func parseRefreshAt(spec string) ([]int, error) {
	var mins []int
	for _, part := range strings.Split(spec, ",") {
		part = strings.TrimSpace(part)
		hm := strings.Split(part, ":")
		if len(hm) != 2 {
			return nil, fmt.Errorf("--refresh-at: %q is not HH:MM", part)
		}
		h, errH := strconv.Atoi(hm[0])
		m, errM := strconv.Atoi(hm[1])
		if errH != nil || errM != nil || h < 0 || h > 23 || m < 0 || m > 59 {
			return nil, fmt.Errorf("--refresh-at: %q is not a valid time", part)
		}
		mins = append(mins, h*60+m)
	}
	sort.Ints(mins)
	return mins, nil
}

// nextRefresh returns the next occurrence of any refresh time strictly
// after now, in now's location, wrapping to tomorrow past the last slot.
func nextRefresh(now time.Time, mins []int) time.Time {
	var best time.Time
	for _, m := range mins {
		t := time.Date(now.Year(), now.Month(), now.Day(), m/60, m%60, 0, 0, now.Location())
		if !t.After(now) {
			t = t.Add(24 * time.Hour)
		}
		if best.IsZero() || t.Before(best) {
			best = t
		}
	}
	return best
}

// catchUpDue reports whether startup should trigger an immediate poll:
// nothing logged yet, or the last run is older than half the smallest gap
// between refresh times (a container down across a slot catches up on boot
// instead of waiting for the next one).
func catchUpDue(runsPath string, mins []int, now time.Time) (bool, error) {
	rows, err := core.ReadRunsTail(runsPath, 1)
	if err != nil {
		return false, err
	}
	if len(rows) == 0 {
		return true, nil
	}
	half := time.Duration(minGapMinutes(mins)) * time.Minute / 2
	return now.Sub(rows[len(rows)-1].RanAt) > half, nil
}

// minGapMinutes returns the smallest gap between consecutive refresh times,
// including the wrap across midnight (a single time has a 24h gap).
func minGapMinutes(mins []int) int {
	if len(mins) < 2 {
		return 24 * 60
	}
	sorted := make([]int, len(mins))
	copy(sorted, mins)
	sort.Ints(sorted)
	gap := 24*60 - sorted[len(sorted)-1] + sorted[0]
	for i := 1; i < len(sorted); i++ {
		gap = min(gap, sorted[i]-sorted[i-1])
	}
	return gap
}

// routes wires the two surfaces: the RSS feed and the JSON status.
func (c *ServeCommand) routes(mins []int, modelCreatedAt time.Time) http.Handler {
	mux := http.NewServeMux()
	mux.HandleFunc("/recommendations.xml", func(w http.ResponseWriter, r *http.Request) {
		runs, err := core.ReadRunsTail(c.Runs, c.RSSBatches)
		if err != nil {
			http.Error(w, "reading runs: "+err.Error(), http.StatusInternalServerError)
			return
		}
		body, err := RenderRSS(runs)
		if err != nil {
			http.Error(w, "rendering RSS: "+err.Error(), http.StatusInternalServerError)
			return
		}
		w.Header().Set("Content-Type", "application/rss+xml; charset=utf-8")
		_, _ = w.Write(body)
	})
	mux.HandleFunc("/api/status", func(w http.ResponseWriter, r *http.Request) {
		runs, err := core.ReadRunsTail(c.Runs, 1)
		if err != nil {
			http.Error(w, "reading runs: "+err.Error(), http.StatusInternalServerError)
			return
		}
		status := map[string]any{
			"model_created_at": modelCreatedAt.UTC(),
			"model_age_hours":  math.Round(time.Since(modelCreatedAt).Hours()),
			"next_refresh_at":  nextRefresh(time.Now(), mins),
			"polls_ok":         c.pollsOK.Load(),
			"polls_failed":     c.pollsFailed.Load(),
			"last_run":         nil,
		}
		if len(runs) > 0 {
			last := runs[len(runs)-1]
			status["last_run"] = map[string]any{
				"ran_at":           last.RanAt,
				"entries_seen":     last.EntriesSeen,
				"rec_feed_skipped": last.RecFeedSkipped,
				"kept":             len(last.Kept),
				"duration_ms":      last.DurationMs,
				"model_created_at": last.ModelCreatedAt,
			}
		}
		w.Header().Set("Content-Type", "application/json")
		_ = json.NewEncoder(w).Encode(status)
	})
	return mux
}