xiaoou/hjha-server
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f43e47b0a6dc38092a0585901c1223151bb05436
hjha-server/training_data/game_00013.csv
xiaoou f43e47b0a6 feat: V-learning架构 — 改Q→V 
Q-learning问题: pass action Q值稳定偏高 → 永远pass
V-learning修复:
- 网络输出 14(Q-action)→1(V-state): P(win|state)
- NeuralBot: 对每个候选编码出牌后state → 选V值最高的
- pass和出牌都是候选, 公平竞争(不是固定action slot)

TrainingCollector:
- 新增 EncodeAfterPlay(view, tracker, afterHand, playedIds)
- EncodeState 支持 extraSeen 参数(模拟出牌时标记已见)

Python:
- train_v.py: V-learning训练器(load CSV→predict win/loss)
- network.py: OUTPUT_DIM=14→1

验证: 200局0错误, V-model loss 0.81→0.0001
需更多数据覆盖状态空间
2026-07-13 02:52:48 +08:00

58 KiB
Raw Blame History

1stateactionreward
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