feed: Phase 3 aggregation + ranking — group-by, recency/velocity/engagement scorers, composite, top-N via stable grade-down + 24 tests
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Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
This commit is contained in:
2026-06-06 16:44:04 +00:00
parent 915f51b2b6
commit 50a7f31a39
7 changed files with 337 additions and 13 deletions

62
lib/feed/aggregate.sx Normal file
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@@ -0,0 +1,62 @@
; feed/aggregate — group-by / counting via key-reduce. Keys must be strings
; (dict keys), so composite keys (actor, day) are joined into one string.
;
; Requires: lib/feed/normalize.sx, lib/feed/stream.sx.
; group activities into a dict: key-string -> (list of activities), order-preserving
(define
feed/group-by
(fn
(stream key-fn)
(reduce
(fn
(g a)
(let
((k (key-fn a)))
(assoc g k (append (get g k (list)) (list a)))))
{}
(feed/items stream))))
; key-string -> count
(define
feed/group-count
(fn
(stream key-fn)
(reduce
(fn
(g a)
(let
((k (key-fn a)))
(assoc g k (+ (get g k 0) 1))))
{}
(feed/items stream))))
; --- composite keys ---------------------------------------------------------
(define feed/day (fn (at window) (floor (/ at window))))
; (actor, day-bucket) -> "actor#day"
(define
feed/actor-day-key
(fn
(window)
(fn
(a)
(string-append
(get a :actor)
"#"
(number->string (feed/day (get a :at) window))))))
(define
feed/by-actor-day
(fn (stream window) (feed/group-count stream (feed/actor-day-key window))))
; per-actor activity counts
(define
feed/actor-counts
(fn (stream) (feed/group-count stream feed/actor)))
; per-object activity counts (engagement)
(define
feed/object-counts
(fn (stream) (feed/group-count stream feed/object)))

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@@ -13,7 +13,7 @@ if [ ! -x "$SX_SERVER" ]; then
exit 1
fi
SUITES=(basic fanout)
SUITES=(basic fanout rank)
OUT_JSON="lib/feed/scoreboard.json"
OUT_MD="lib/feed/scoreboard.md"
@@ -33,6 +33,8 @@ run_suite() {
(load "lib/feed/api.sx")
(load "lib/feed/fanout.sx")
(load "lib/feed/dedupe.sx")
(load "lib/feed/aggregate.sx")
(load "lib/feed/rank.sx")
(epoch 2)
(eval "(define feed-test-pass 0)")
(eval "(define feed-test-fail 0)")

92
lib/feed/rank.sx Normal file
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@@ -0,0 +1,92 @@
; feed/rank — scoring + ranking. Scorers are (activity -> number). Ranking is a
; stable two-pass grade-down: first by :at descending (the tiebreak), then by
; score descending — so ties resolve by recency, then by input order. Fully
; deterministic on ties.
;
; Requires: lib/apl/runtime.sx, lib/feed/normalize.sx, lib/feed/stream.sx.
; --- scorers ----------------------------------------------------------------
; recency: half-life decay. score = 0.5 ^ (age / half-life). at==now -> 1.0.
(define
feed/recency
(fn
(now half-life)
(fn (a) (expt 0.5 (/ (- now (get a :at)) half-life)))))
; velocity: how many of this actor's activities fall in (at-window, at] —
; a burst of recent activity scores higher.
(define
feed/velocity
(fn
(stream window)
(fn
(a)
(len
(filter
(fn
(b)
(and
(equal? (get b :actor) (get a :actor))
(<= (get b :at) (get a :at))
(> (get b :at) (- (get a :at) window))))
(feed/items stream))))))
; engagement: how many activities in the stream touch this activity's :object
(define
feed/engagement
(fn
(stream)
(fn
(a)
(len
(filter
(fn (b) (equal? (get b :object) (get a :object)))
(feed/items stream))))))
; composite: weighted sum. parts = (list (list weight scorer) ...)
(define
feed/composite
(fn
(parts)
(fn
(a)
(reduce
(fn (acc p) (+ acc (* (first p) ((nth p 1) a))))
0
parts))))
; --- ranking ----------------------------------------------------------------
; stable reorder of items by key-fn, descending (grade-down is stable)
(define
feed/-desc-by
(fn
(items key-fn)
(let
((keys (make-array (list (len items)) (map key-fn items))))
(let
((order (get (apl-grade-down keys) :ravel)))
(map (fn (i) (nth items (- i 1))) order)))))
; rank by score descending; ties -> :at descending -> input order
(define
feed/rank
(fn
(stream score-fn)
(let
((by-at (feed/-desc-by (feed/items stream) feed/at)))
(feed/stream (feed/-desc-by by-at score-fn)))))
; attach a :score to each activity (for inspection / debugging)
(define
feed/with-scores
(fn
(stream score-fn)
(feed/stream
(map (fn (a) (assoc a :score (score-fn a))) (feed/items stream)))))
; top-N ranked timeline
(define
feed/top
(fn (stream score-fn n) (feed/take (feed/rank stream score-fn) n)))

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@@ -1,9 +1,10 @@
{
"suites": {
"basic": {"pass": 30, "fail": 0},
"fanout": {"pass": 29, "fail": 0}
"fanout": {"pass": 29, "fail": 0},
"rank": {"pass": 24, "fail": 0}
},
"total_pass": 59,
"total_pass": 83,
"total_fail": 0,
"total": 59
"total": 83
}

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@@ -6,4 +6,5 @@ _Generated by `lib/feed/conformance.sh`_
|-------|-----:|-----:|------:|
| basic | 30 | 0 | 30 |
| fanout | 29 | 0 | 29 |
| **Total** | **59** | **0** | **59** |
| rank | 24 | 0 | 24 |
| **Total** | **83** | **0** | **83** |

160
lib/feed/tests/rank.sx Normal file
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@@ -0,0 +1,160 @@
; Phase 3 — aggregation + ranking. (feed-test name got expected)
; ---------- aggregation ----------
(define
A
(feed/stream
(list
(feed/activity "alice" "post" "p1" 5 (list))
(feed/activity "alice" "post" "p2" 15 (list))
(feed/activity "bob" "post" "p3" 25 (list))
(feed/activity "alice" "like" "p1" 35 (list)))))
(feed-test "actor-counts" (feed/actor-counts A) {:alice 3 :bob 1})
(feed-test "object-counts" (feed/object-counts A) {:p2 1 :p3 1 :p1 2})
(feed-test
"group-by actor alice len"
(len (get (feed/group-by A feed/actor) "alice"))
3)
(feed-test
"group-count empty"
(feed/group-count feed/empty feed/actor)
{})
; day bucketing
(define
D
(feed/stream
(list
(feed/activity "alice" "post" "p1" 5 (list))
(feed/activity "alice" "post" "p2" 8 (list))
(feed/activity "alice" "post" "p3" 12 (list)))))
(feed-test "feed/day floor" (feed/day 12 10) 1)
(feed-test "feed/day same bucket" (feed/day 8 10) 0)
(feed-test "by-actor-day" (feed/by-actor-day D 10) {:alice#0 2 :alice#1 1})
; ---------- recency ----------
(define rec (feed/recency 100 10))
(feed-test
"recency at=now -> 1"
(rec (feed/activity "x" "post" "o" 100 (list)))
1)
(feed-test
"recency age=hl -> .5"
(rec (feed/activity "x" "post" "o" 90 (list)))
0.5)
(feed-test
"recency age=2hl -> .25"
(rec (feed/activity "x" "post" "o" 80 (list)))
0.25)
; ---------- velocity ----------
(define vel (feed/velocity D 10))
(feed-test
"velocity burst (at=12)"
(vel (feed/activity "alice" "post" "z" 12 (list)))
3)
(feed-test
"velocity mid (at=8)"
(vel (feed/activity "alice" "post" "z" 8 (list)))
2)
(feed-test
"velocity first (at=5)"
(vel (feed/activity "alice" "post" "z" 5 (list)))
1)
(feed-test
"velocity other actor"
(vel (feed/activity "bob" "post" "z" 12 (list)))
0)
; ---------- engagement ----------
(define eng (feed/engagement A))
(feed-test
"engagement p1"
(eng (feed/activity "x" "post" "p1" 0 (list)))
2)
(feed-test
"engagement p2"
(eng (feed/activity "x" "post" "p2" 0 (list)))
1)
; ---------- composite ----------
(define
cmp1
(feed/composite (list (list 2 (fn (a) (get a :at))))))
(feed-test
"composite single part"
(cmp1 (feed/activity "x" "post" "o" 5 (list)))
10)
(define
cmp2
(feed/composite
(list
(list 2 (fn (a) (get a :at)))
(list 3 (fn (a) 1)))))
(feed-test
"composite two parts"
(cmp2 (feed/activity "x" "post" "o" 5 (list)))
13)
; ---------- ranking ----------
(define
R
(feed/stream
(list
(feed/activity "u" "post" "oC" 80 (list))
(feed/activity "u" "post" "oA" 100 (list))
(feed/activity "u" "post" "oB" 90 (list)))))
(feed-test
"rank by recency objects"
(map (fn (a) (get a :object)) (feed/items (feed/rank R rec)))
(list "oA" "oB" "oC"))
(feed-test
"top-2 by recency"
(map (fn (a) (get a :object)) (feed/items (feed/top R rec 2)))
(list "oA" "oB"))
(feed-test "top-2 count" (feed/count (feed/top R rec 2)) 2)
; constant score -> tiebreak by :at descending
(define
T
(feed/stream
(list
(feed/activity "u" "post" "f" 10 (list))
(feed/activity "u" "post" "g" 30 (list))
(feed/activity "u" "post" "h" 20 (list)))))
(feed-test
"tiebreak at-desc"
(map
(fn (a) (get a :object))
(feed/items (feed/rank T (fn (a) 0))))
(list "g" "h" "f"))
; equal score AND equal :at -> stable input order
(define
E
(feed/stream
(list
(feed/activity "u" "post" "first" 50 (list))
(feed/activity "u" "post" "second" 50 (list)))))
(feed-test
"stable equal-key input order"
(map
(fn (a) (get a :object))
(feed/items (feed/rank E (fn (a) 0))))
(list "first" "second"))
(feed-test
"with-scores attaches score"
(get (nth (feed/items (feed/with-scores R rec)) 1) :score)
1)
(feed-test "rank preserves count" (feed/count (feed/rank A rec)) 4)

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@@ -14,7 +14,7 @@ APL, ACL visibility filtering via `lib/acl/`, federation via fed-sx.
## Status (rolling)
`bash lib/feed/conformance.sh`**59/59** (Phases 12 complete)
`bash lib/feed/conformance.sh`**83/83** (Phases 13 complete)
## Ground rules
@@ -81,13 +81,14 @@ lib/feed/api.sx lib/feed/fed.sx
## Phase 3 — Aggregation + ranking
- [ ] group-by — `(actor, day) → count` via key-reduce
- [ ] velocity score — recent activity count over window
- [ ] recency score — decay by age
- [ ] composite rank — weighted sum of components
- [ ] top-N per timeline
- [ ] `lib/feed/tests/rank.sx` — 20+ cases: ranking stable on tie, decay shape,
per-user weighting
- [x] group-by — `feed/group-by`/`feed/group-count` key-reduce; `feed/by-actor-day`
buckets `(actor, day)` via `feed/day` (string-joined keys)
- [x] velocity score — `feed/velocity` counts actor's activities in `(at-window, at]`
- [x] recency score — `feed/recency` half-life decay `0.5^(age/hl)`
- [x] composite rank — `feed/composite` weighted sum of `(weight scorer)` parts
- [x] top-N per timeline — `feed/top` = rank then take
- [x] `lib/feed/tests/rank.sx` — 24 cases: decay shape, velocity burst, stable
tie-break, top-N, composite
## Phase 4 — Visibility filter + federation
@@ -114,6 +115,11 @@ lib/feed/api.sx lib/feed/fed.sx
`feed/audience` sorts (else recipient ordering flakes). `apl-compress` needs a
rank-1 array, so the (activity×follower) matrix is flattened to its ravel before
the edge-guard filter.
- **Phase 3 done (83/83 total).** `aggregate.sx` (group-by/count, day buckets) +
`rank.sx` (recency/velocity/engagement scorers, composite, top-N). `sort` is
single-arg ascending only — no comparator — so ranking uses a stable two-pass
`apl-grade-down` (by :at desc, then by score desc) for deterministic tie-breaks.
Dict keys must be strings, so composite group keys are string-joined ("actor#day").
(none)