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eff3d88931 |
fix(recommendation): make the candidate draw reproducible, not accidentally so
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Four arms of the candidate query ended in a bare `ORDER BY random()` with no seed: similar_artists, likes_overlap, coplay_artists and random_fill. Such an arm returns a STABLE set only while its LIMIT exceeds the rows eligible for it — at that point it returns all of them and the order stops mattering, because scoreAndSortCandidates sorts by track id before drawing jitter. Below that threshold it returns a random SUBSET, and two builds on the same day draw different ones. So daily determinism held BY ACCIDENT, and only for libraries smaller than the limits. Any real library is larger, which means same-day rebuilds have been producing different mixes since those arms were written — invisible, because a mix that changes after a refresh looks like a feature rather than a broken promise. Found by breaking it: cutting RandomFill to 10 while tuning Songs-like turned TestBuildSystemPlaylists_DailyNonceDeterminism red. That test seeds ~20 tracks against a default RandomFill of 30, so its determinism came from the limit exceeding the library, not from the code being right. It is now a real guard. The arms order by md5(id || $12) instead. The CALLER decides what that means, which is the point: system mixes pass a per-(user, day) seed and get the determinism they promise, radio passes a fresh value per request and keeps varying, which is what a radio should do. Same shape the browse queries in this file already use (`md5(id::text || current_date::text)`) — existing idiom, not a new one. This also unblocks the trim that #3881 wanted and could not have. Shrinking a randomly-ordered arm was what broke membership; a seeded one takes a smaller but REPRODUCIBLE slice. Songs-like's seed-independent share drops from 29% to 12%, which was the original intent before determinism forced it back to 20%. TestSongsLikeLimits_DoNotShrinkTheUnseededRandomArms is DELETED rather than kept passing. It existed to stop anyone trimming those arms while the ordering was broken; the ordering is fixed, so the constraint is gone and a guard enforcing it would now forbid correct code. Was filed as blocked on tooling. It was not: `make generate-go` runs sqlc as a pinned Go tool and is the same path CI takes. One thing worth knowing for next time: three files in internal/db/dbq are owned by root, left by `make generate` running sqlc in Docker. sqlc errored on the first it could not write. They are untouched by this change and the regeneration of recommendation.sql.go completed, but `make generate` will keep failing until they are chowned. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01SQ31KQpYbStyK5y58UmPLH |
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ecfa056d4d |
fix(recommendation): don't shrink a candidate arm ordered by unseeded random()
test-go / test (push) Successful in 1m10s
test-go / integration (push) Successful in 3m35s
release / Build signed APK (releases and dev) (push) Successful in 5m6s
release / Build + push container image (push) Successful in 16s
release / Verify release artifacts (tag releases only) (push) Skipped
Fixes the integration failure from
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f367eeaa9d |
fix(recommendation): Songs-like gets its own profile so it stops wandering
test-web / test (push) Successful in 1m7s
test-go / test (push) Successful in 1m31s
test-go / integration (push) Failing after 4m21s
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release / Build + push container image (push) Successful in 1m52s
release / Verify release artifacts (tag releases only) (push) Skipped
Operator, 2026-09-10: "when I play it I'm expecting to get a consistent
sound and style from the experience... I was getting a seeming wide variety
of music from each one when I was hoping to stay in a certain neighborhood."
Songs-like shared the `daily_mix` weight profile with For-You, and that
sharing WAS the bug. The two surfaces want opposite things: For-You answers
"what will they enjoy today" and is supposed to roam; Songs-like answers
"what sounds like THIS". Under one profile the broad answer wins.
The arithmetic, from the shared weights:
unrelated track, liked, not played recently → 1.0 + 2.0 + 1.0 = 4.0
PERFECT similarity match, not liked → 1.0 + 1.5 = 2.5
Liking something outranked sounding like the seed, because LikeBoost (2.0)
exceeded SimilarityWeight's whole range (1.5) and TasteWeight (1.5, and
seed-INDEPENDENT) matched it outright. Under the new profile the same pair
scores 5.00 vs 2.00.
Two levers, because either alone leaves the other's failure intact:
POOL. Songs-like now takes its own CandidateSourceLimits. The default gave
~29% of candidates a sim_score of literally zero — `taste_overlap` and
`random_fill` are both `0.0::float8` in recommendation.sql, seed-independent
by construction. Same total pool size; composition shifts to arms that
measure distance from the seed, LBSimilar doubled.
WEIGHTS. A third profile beside radio and daily_mix, DB-backed and live per
rule 25, with the property that similarity's range exceeds the combined
range of every seed-independent differentiator — so a closer match cannot
be beaten on likes, freshness and taste alone, while tracks within ~0.39
similarity of each other still get ordered by what the user likes.
Rule 131 changed the pool design mid-way and for the better. Zeroing the
two seed-independent arms was the first instinct and is exactly the
vanish-or-nothing shape that rule forbids: a seed with thin ListenBrainz
coverage would yield a short mix or none. They are the tier-3 FLOOR — cut
hard, never removed — and the weights keep them at the bottom of the
ranking rather than out of the pool. "A few tracks further from the seed
than we'd like" beats "no playlist".
Caught while wiring it: switching only pickTopN's final Score would have
been nearly INERT. scoreAndSortCandidates does the selection sort, and the
caller caps and truncates in that order — so the playlist would still have
been chosen by daily_mix and merely relabelled with songs_like numbers. It
now takes the profile as a parameter, and each surface passes its own.
Also corrects the daily_mix card's blurb, which claimed Songs-like as one
of its surfaces and no longer is.
Guards pin behaviour rather than the numbers, since numbers get retuned:
that similarity beats an unrelated liked track, that daily_mix still
DOESN'T (or the split buys nothing), that the tier-3 floor is non-zero,
and that the UI card shows its own values rather than falling back. Each
falsified against its named regression first.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01SQ31KQpYbStyK5y58UmPLH
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