feat(classify): zero title-only titles, penalize <10min, add discover.candidate_min_score
标题仅含 require_title 不再计分(必须咻咻满+任一正向词);时长 <10 分钟 -1(时长未知不扣);新增 discover.candidate_min_score(默认=notify.min_score)控制是否进候选池,只过标题关的不再入池。库内 796 条:仅过标题关的 8 条从 1/3 分降为 0/-1,其余不变。
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@@ -29,8 +29,13 @@ CLASSIFY = {
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"duration_boost": {"gt_30min": 1, "gt_60min": 2},
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}
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NEUTRAL = 600 # 10min:不触发 <10min 惩罚,也不触发 >30min 加权
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SHORT = 60 # 1min:<10min
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MID = 31 * 60 # >30min
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LONG = 61 * 60 # >60min
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def score(title, up_mid=100, duration=0, classify=CLASSIFY):
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def score(title, up_mid=100, duration=NEUTRAL, classify=CLASSIFY):
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return score_item(
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title=title, up_mid=up_mid,
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duration_seconds=duration, classify=classify,
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@@ -68,88 +73,103 @@ def test_date_hits():
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assert date_hits("咻咻满 reaction") == []
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def test_title_only_scores_zero():
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# 只过标题关(标题仅含 require_title、无任何正向词)不给分,时长也不计入
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assert score("咻咻满") == 0
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assert score("咻咻满", duration=LONG) == 0
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assert score("咻咻满 日常") == 0
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assert score("【咻咻满】交换余生(升2)") == 0
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# 但时长未知(0) vs <10min 的惩罚不同
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assert score("咻咻满", duration=0) == 0
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assert score("咻咻满", duration=SHORT) == -1
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def test_hit_count_is_superlinear():
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# 正向命中次数 n:require_title + reaction(0/1) + charge 词数 + weak 词数,得分 = n^2
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assert score("咻咻满", duration=60) == 1
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assert score("咻咻满 reaction", duration=60) == 4
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assert score("咻咻满 反应", duration=60) == 4
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assert score("咻咻满 reaction 充电", duration=60) == 9
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assert score("咻咻满 reaction 加急充电专场", duration=60) == 25
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assert score("咻咻满 充电", duration=60) == 4
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assert score("咻咻满 加急专场", duration=60) == 9
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assert score("咻咻满 双人", duration=60) == 4
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assert score("咻咻满 reaction 双人", duration=60) == 9
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# 正向命中次数 n:require_title(仅在有正向命中时计 1)+ reaction(0/1) + charge 词数 + weak 词数
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assert score("咻咻满 reaction") == 4
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assert score("咻咻满 反应") == 4
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assert score("咻咻满 reaction 充电") == 9
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assert score("咻咻满 reaction 加急充电专场") == 25
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assert score("咻咻满 充电") == 4
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assert score("咻咻满 加急专场") == 9
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assert score("咻咻满 双人") == 4
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assert score("咻咻满 reaction 双人") == 9
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def test_reaction_typo_and_gate():
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# "re" 兼容 reaction/reactio/reation 等拼写
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assert score("咻咻满 reactio", duration=60) == 4
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assert score("咻咻满 Reactuon 充电", duration=60) == 9
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assert score("咻咻满 reactio") == 4
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assert score("咻咻满 Reactuon 充电") == 9
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# 标题不含 require_title 直接 0 分
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assert score("其他 UP 的 reaction", duration=61 * 60) == 0
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assert score("普通视频 reactio", duration=61 * 60) == 0
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assert score("其他 UP 的 reaction", duration=LONG) == 0
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assert score("普通视频 reactio", duration=LONG) == 0
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def test_duration_boost():
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assert score("咻咻满 reaction", duration=61 * 60) == 6
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assert score("咻咻满 reaction", duration=31 * 60) == 5
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def test_duration_boost_and_short_penalty():
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assert score("咻咻满 reaction", duration=LONG) == 6
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assert score("咻咻满 reaction", duration=MID) == 5
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assert score("咻咻满 reaction", duration=30 * 60) == 4
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assert score("咻咻满", duration=0) == 1
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assert score("咻咻满", duration=61 * 60) == 3
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assert score("咻咻满 双人", duration=61 * 60) == 6
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assert score("咻咻满 reaction", duration=NEUTRAL) == 4
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# 时长 <10 分钟 -1
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assert score("咻咻满 reaction", duration=SHORT) == 3
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assert score("咻咻满 reaction 充电", duration=SHORT) == 8
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assert score("咻咻满 双人", duration=SHORT) == 3
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# 时长未知(0) 不扣
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assert score("咻咻满 reaction", duration=0) == 4
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def test_negative_single_and_multi():
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# 单个负向词 -2
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assert score("咻咻满 切片", duration=60) == -1
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assert score("咻咻满 reaction 切片", duration=60) == 2
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assert score("咻咻满 reaction 直播录像", duration=60) == 2
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# 单个负向词 -2("咻咻满 切片" 无正向命中,基础为 0)
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assert score("咻咻满 切片") == -2
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assert score("咻咻满 reaction 切片") == 2
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assert score("咻咻满 reaction 直播录像") == 2
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# 2 个负向词:-2*2 -2 = -6
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assert score("咻咻满 歌切 切片", duration=60) == -5
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assert score("咻咻满 歌切 切片") == -6
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# 3 个负向词:-2*3 -6 = -12
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assert score("咻咻满 reaction 歌切 切片 完整版", duration=60) == -8
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assert score("咻咻满 reaction 歌切 切片 完整版") == -8
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def test_self_penalty():
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assert score("咻咻满 reaction", up_mid=37754047, duration=60) == 1
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assert score("咻咻满 reaction", up_mid=37754047) == 1
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def test_date_negative():
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assert score("咻咻满 reaction 2026-10-28 完整录播", duration=60) == -2
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assert score("咻咻满 reaction 2026-10-28", duration=60) == 0
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assert score("咻咻满 充电 10月25日", duration=60) == 0
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assert score("咻咻满 reaction 2026-10-28 完整录播") == -2
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assert score("咻咻满 reaction 2026-10-28") == 0
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assert score("咻咻满 充电 10月25日") == 0
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disabled = dict(CLASSIFY, date_negative=False)
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assert score("咻咻满 reaction 2026-10-28", duration=60, classify=disabled) == 4
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assert score("咻咻满 reaction 2026-10-28", classify=disabled) == 4
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def test_removed_words():
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# 纯享不再算负向
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assert score("咻咻满 reaction 纯享受", duration=60) == 4
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# 转场不再算正向(作为错别字忽略)
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assert score("咻咻满 转场", duration=60) == 1
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assert score("咻咻满 reaction 纯享受") == 4
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# 转场不再算正向(作为错别字忽略),且只过标题关不给分
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assert score("咻咻满 转场") == 0
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def test_multi_hit_survives_single_negative():
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# 回归:命中 咻咻满+reaction+充电 的 204min reaction 标题,扣掉单个「切片」后仍应过线
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title = "【充电2.0 | 咻咻满reaction】翻唱和直播切片完全是在开盲盒呀!不知道今天会开到哪一款"
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assert score(title, duration=204 * 60) == 9
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assert score(title, duration=60) == 7
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assert score(title, duration=NEUTRAL) == 7
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def main():
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test_title_helpers()
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test_parse_duration()
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test_date_hits()
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test_title_only_scores_zero()
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test_hit_count_is_superlinear()
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test_reaction_typo_and_gate()
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test_duration_boost()
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test_duration_boost_and_short_penalty()
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test_negative_single_and_multi()
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test_self_penalty()
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test_date_negative()
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test_removed_words()
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test_multi_hit_survives_single_negative()
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# 直播回放示例:命中 require+专场+路人+第一次 = 4 -> 16;39min > 30 -> +1 = 17
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# 直播回放示例:命中 require+专场+路人+第一次 = 4 次 -> 16;39min > 30 -> +1 = 17
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title = "6【直播回放】咻咻满专场 路人第一次听满满唱歌 真的超级绝超级好听耶~"
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assert score(title, duration=39 * 60) == 17
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print("OK: 候选标题归一化、时长解析与分类打分测试全部通过")
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