fix: ListenBrainz similarity is stored relative to the seed's best, and the candidate arms keep tier order (#6177)
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LB's similarity scores are counts (16 to 1445 for recordings, to 10,875 for artists), and they reached a scorer that reads similarity as 0 to 1. One edge added 64 to 5,800 points under Songs-like, so likes, skips and recency stopped mattering for any candidate with an edge. - ResolveListenBrainzTrackEdges divides each edge by the seed's best score in its whole cached answer. The cache keeps the raw answer. - The worker stores matched and unmatched artist rows over the seed's top artist. - Migration 0096 rescales the rows already stored. - The candidate arms hold sim_score bands so tier 1 stays above tier 2: lb_similar 0.5 + 0.5 x edge, tag_overlap halved, likes_overlap 0.3. Otherwise a seed's weaker LB edges fell below a shared genre tag. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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@@ -62,6 +62,18 @@ WHERE t.id <> $2
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-- the determinism they promise; radio passes a fresh value per request and
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-- keeps varying, which is what a radio should do.
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-- Returns same shape as LoadRadioCandidates plus similarity_score column.
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--
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-- sim_score BANDS keep the tiers in order (rule 131, #6177). Similarity edges
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-- are stored relative to the seed's best match, 0 to 1, so the arms are placed
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-- in bands rather than compared raw:
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-- tier 1 lb_similar 0.5 + 0.5 × edge (0.5, 1.0]
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-- tier 2 similar_artists, coplay_artists 0.5 × edge [0, 0.5]
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-- tag_overlap 0.5 × share of the seed's tags
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-- likes_overlap 0.3, flat
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-- tier 3 taste_overlap, random_fill 0
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-- Without the bands, the seed's weaker LB edges fell below a shared genre tag
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-- and the flat likes score, and the one arm that measures the seed lost to
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-- the ones that guess.
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WITH
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seed_artist AS (
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@@ -87,7 +99,7 @@ excluded_ids AS (
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WHERE q.user_id = $1
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),
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lb_similar AS (
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SELECT ts.track_b_id AS track_id, ts.score AS sim_score
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SELECT ts.track_b_id AS track_id, 0.5 + 0.5 * ts.score AS sim_score
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FROM track_similarity ts
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WHERE ts.track_a_id = $2
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AND ts.source = 'listenbrainz'
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@@ -117,8 +129,8 @@ similar_artists AS (
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),
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tag_overlap AS (
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SELECT t.id AS track_id,
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(count(DISTINCT trim(g))::float8
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/ GREATEST((SELECT count(*) FROM seed_tags), 1)) AS sim_score
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0.5 * (count(DISTINCT trim(g))::float8
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/ GREATEST((SELECT count(*) FROM seed_tags), 1)) AS sim_score
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FROM tracks t
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LEFT JOIN LATERAL regexp_split_to_table(coalesce(t.genre, ''), '[;,]') AS g_split(g) ON true
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WHERE trim(g_split.g) IN (SELECT tag FROM seed_tags)
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@@ -130,7 +142,7 @@ tag_overlap AS (
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LIMIT $7
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),
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likes_overlap AS (
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SELECT gl.track_id, 0.6::float8 AS sim_score
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SELECT gl.track_id, 0.3::float8 AS sim_score
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FROM general_likes gl
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WHERE gl.user_id = $1
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AND gl.track_id NOT IN (SELECT id FROM excluded_ids)
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