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
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training_data/game_00000.csv
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training_data/game_00000.csv
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state,action,reward
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8
training_data/game_00001.csv
Normal file
8
training_data/game_00001.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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8
training_data/game_00002.csv
Normal file
8
training_data/game_00002.csv
Normal file
@ -0,0 +1,8 @@
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7
training_data/game_00003.csv
Normal file
7
training_data/game_00003.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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8
training_data/game_00004.csv
Normal file
8
training_data/game_00004.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
5
training_data/game_00005.csv
Normal file
5
training_data/game_00005.csv
Normal file
@ -0,0 +1,5 @@
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3
training_data/game_00006.csv
Normal file
3
training_data/game_00006.csv
Normal file
@ -0,0 +1,3 @@
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7
training_data/game_00007.csv
Normal file
7
training_data/game_00007.csv
Normal file
@ -0,0 +1,7 @@
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13
training_data/game_00008.csv
Normal file
13
training_data/game_00008.csv
Normal file
@ -0,0 +1,13 @@
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state,action,reward
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8
training_data/game_00009.csv
Normal file
8
training_data/game_00009.csv
Normal file
@ -0,0 +1,8 @@
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3
training_data/game_00010.csv
Normal file
3
training_data/game_00010.csv
Normal file
@ -0,0 +1,3 @@
|
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state,action,reward
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||||
|
7
training_data/game_00011.csv
Normal file
7
training_data/game_00011.csv
Normal file
@ -0,0 +1,7 @@
|
||||
state,action,reward
|
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8
training_data/game_00012.csv
Normal file
8
training_data/game_00012.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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19
training_data/game_00013.csv
Normal file
19
training_data/game_00013.csv
Normal file
@ -0,0 +1,19 @@
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7
training_data/game_00014.csv
Normal file
7
training_data/game_00014.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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|
7
training_data/game_00015.csv
Normal file
7
training_data/game_00015.csv
Normal file
@ -0,0 +1,7 @@
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10
training_data/game_00016.csv
Normal file
10
training_data/game_00016.csv
Normal file
@ -0,0 +1,10 @@
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|
7
training_data/game_00017.csv
Normal file
7
training_data/game_00017.csv
Normal file
@ -0,0 +1,7 @@
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6
training_data/game_00018.csv
Normal file
6
training_data/game_00018.csv
Normal file
@ -0,0 +1,6 @@
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8
training_data/game_00019.csv
Normal file
8
training_data/game_00019.csv
Normal file
@ -0,0 +1,8 @@
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9
training_data/game_00020.csv
Normal file
9
training_data/game_00020.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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2
training_data/game_00021.csv
Normal file
2
training_data/game_00021.csv
Normal file
@ -0,0 +1,2 @@
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state,action,reward
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|
19
training_data/game_00022.csv
Normal file
19
training_data/game_00022.csv
Normal file
@ -0,0 +1,19 @@
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state,action,reward
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3
training_data/game_00023.csv
Normal file
3
training_data/game_00023.csv
Normal file
@ -0,0 +1,3 @@
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|
10
training_data/game_00024.csv
Normal file
10
training_data/game_00024.csv
Normal file
@ -0,0 +1,10 @@
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state,action,reward
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7
training_data/game_00025.csv
Normal file
7
training_data/game_00025.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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9
training_data/game_00026.csv
Normal file
9
training_data/game_00026.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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11
training_data/game_00027.csv
Normal file
11
training_data/game_00027.csv
Normal file
@ -0,0 +1,11 @@
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8
training_data/game_00028.csv
Normal file
8
training_data/game_00028.csv
Normal file
@ -0,0 +1,8 @@
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|
3
training_data/game_00029.csv
Normal file
3
training_data/game_00029.csv
Normal file
@ -0,0 +1,3 @@
|
||||
state,action,reward
|
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||||
|
9
training_data/game_00030.csv
Normal file
9
training_data/game_00030.csv
Normal file
@ -0,0 +1,9 @@
|
||||
state,action,reward
|
||||
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8
training_data/game_00031.csv
Normal file
8
training_data/game_00031.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
2
training_data/game_00032.csv
Normal file
2
training_data/game_00032.csv
Normal file
@ -0,0 +1,2 @@
|
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state,action,reward
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|
||||
|
7
training_data/game_00033.csv
Normal file
7
training_data/game_00033.csv
Normal file
@ -0,0 +1,7 @@
|
||||
state,action,reward
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|
2
training_data/game_00034.csv
Normal file
2
training_data/game_00034.csv
Normal file
@ -0,0 +1,2 @@
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state,action,reward
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|
9
training_data/game_00035.csv
Normal file
9
training_data/game_00035.csv
Normal file
@ -0,0 +1,9 @@
|
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state,action,reward
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6
training_data/game_00036.csv
Normal file
6
training_data/game_00036.csv
Normal file
@ -0,0 +1,6 @@
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|
10
training_data/game_00037.csv
Normal file
10
training_data/game_00037.csv
Normal file
@ -0,0 +1,10 @@
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|
2
training_data/game_00038.csv
Normal file
2
training_data/game_00038.csv
Normal file
@ -0,0 +1,2 @@
|
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state,action,reward
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|
||||
|
5
training_data/game_00039.csv
Normal file
5
training_data/game_00039.csv
Normal file
@ -0,0 +1,5 @@
|
||||
state,action,reward
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|
2
training_data/game_00040.csv
Normal file
2
training_data/game_00040.csv
Normal file
@ -0,0 +1,2 @@
|
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state,action,reward
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||||
|
7
training_data/game_00041.csv
Normal file
7
training_data/game_00041.csv
Normal file
@ -0,0 +1,7 @@
|
||||
state,action,reward
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13
training_data/game_00042.csv
Normal file
13
training_data/game_00042.csv
Normal file
@ -0,0 +1,13 @@
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state,action,reward
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8
training_data/game_00043.csv
Normal file
8
training_data/game_00043.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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8
training_data/game_00044.csv
Normal file
8
training_data/game_00044.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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9
training_data/game_00045.csv
Normal file
9
training_data/game_00045.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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|
5
training_data/game_00046.csv
Normal file
5
training_data/game_00046.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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8
training_data/game_00047.csv
Normal file
8
training_data/game_00047.csv
Normal file
@ -0,0 +1,8 @@
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8
training_data/game_00048.csv
Normal file
8
training_data/game_00048.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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6
training_data/game_00049.csv
Normal file
6
training_data/game_00049.csv
Normal file
@ -0,0 +1,6 @@
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|
10
training_data/game_00050.csv
Normal file
10
training_data/game_00050.csv
Normal file
@ -0,0 +1,10 @@
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state,action,reward
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5
training_data/game_00051.csv
Normal file
5
training_data/game_00051.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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6
training_data/game_00052.csv
Normal file
6
training_data/game_00052.csv
Normal file
@ -0,0 +1,6 @@
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8
training_data/game_00053.csv
Normal file
8
training_data/game_00053.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
9
training_data/game_00054.csv
Normal file
9
training_data/game_00054.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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11
training_data/game_00056.csv
Normal file
11
training_data/game_00056.csv
Normal file
@ -0,0 +1,11 @@
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|
4
training_data/game_00057.csv
Normal file
4
training_data/game_00057.csv
Normal file
@ -0,0 +1,4 @@
|
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state,action,reward
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|
6
training_data/game_00058.csv
Normal file
6
training_data/game_00058.csv
Normal file
@ -0,0 +1,6 @@
|
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state,action,reward
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7
training_data/game_00059.csv
Normal file
7
training_data/game_00059.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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|
7
training_data/game_00060.csv
Normal file
7
training_data/game_00060.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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9
training_data/game_00061.csv
Normal file
9
training_data/game_00061.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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3
training_data/game_00062.csv
Normal file
3
training_data/game_00062.csv
Normal file
@ -0,0 +1,3 @@
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state,action,reward
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11
training_data/game_00063.csv
Normal file
11
training_data/game_00063.csv
Normal file
@ -0,0 +1,11 @@
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12
training_data/game_00064.csv
Normal file
12
training_data/game_00064.csv
Normal file
@ -0,0 +1,12 @@
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11
training_data/game_00065.csv
Normal file
11
training_data/game_00065.csv
Normal file
@ -0,0 +1,11 @@
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state,action,reward
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8
training_data/game_00066.csv
Normal file
8
training_data/game_00066.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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7
training_data/game_00067.csv
Normal file
7
training_data/game_00067.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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8
training_data/game_00068.csv
Normal file
8
training_data/game_00068.csv
Normal file
@ -0,0 +1,8 @@
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9
training_data/game_00069.csv
Normal file
9
training_data/game_00069.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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6
training_data/game_00070.csv
Normal file
6
training_data/game_00070.csv
Normal file
@ -0,0 +1,6 @@
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2
training_data/game_00071.csv
Normal file
2
training_data/game_00071.csv
Normal file
@ -0,0 +1,2 @@
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8
training_data/game_00072.csv
Normal file
8
training_data/game_00072.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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8
training_data/game_00074.csv
Normal file
8
training_data/game_00074.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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4
training_data/game_00075.csv
Normal file
4
training_data/game_00075.csv
Normal file
@ -0,0 +1,4 @@
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4
training_data/game_00076.csv
Normal file
4
training_data/game_00076.csv
Normal file
@ -0,0 +1,4 @@
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state,action,reward
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9
training_data/game_00077.csv
Normal file
9
training_data/game_00077.csv
Normal file
@ -0,0 +1,9 @@
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7
training_data/game_00078.csv
Normal file
7
training_data/game_00078.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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3
training_data/game_00079.csv
Normal file
3
training_data/game_00079.csv
Normal file
@ -0,0 +1,3 @@
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5
training_data/game_00080.csv
Normal file
5
training_data/game_00080.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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10
training_data/game_00081.csv
Normal file
10
training_data/game_00081.csv
Normal file
@ -0,0 +1,10 @@
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7
training_data/game_00082.csv
Normal file
7
training_data/game_00082.csv
Normal file
@ -0,0 +1,7 @@
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8
training_data/game_00083.csv
Normal file
8
training_data/game_00083.csv
Normal file
@ -0,0 +1,8 @@
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9
training_data/game_00084.csv
Normal file
9
training_data/game_00084.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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7
training_data/game_00085.csv
Normal file
7
training_data/game_00085.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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9
training_data/game_00086.csv
Normal file
9
training_data/game_00086.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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|
5
training_data/game_00087.csv
Normal file
5
training_data/game_00087.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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3
training_data/game_00088.csv
Normal file
3
training_data/game_00088.csv
Normal file
@ -0,0 +1,3 @@
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state,action,reward
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8
training_data/game_00089.csv
Normal file
8
training_data/game_00089.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
10
training_data/game_00091.csv
Normal file
10
training_data/game_00091.csv
Normal file
@ -0,0 +1,10 @@
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state,action,reward
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|
3
training_data/game_00092.csv
Normal file
3
training_data/game_00092.csv
Normal file
@ -0,0 +1,3 @@
|
||||
state,action,reward
|
||||
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||||
|
2
training_data/game_00093.csv
Normal file
2
training_data/game_00093.csv
Normal file
@ -0,0 +1,2 @@
|
||||
state,action,reward
|
||||
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|
||||
|
9
training_data/game_00094.csv
Normal file
9
training_data/game_00094.csv
Normal file
@ -0,0 +1,9 @@
|
||||
state,action,reward
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|
5
training_data/game_00095.csv
Normal file
5
training_data/game_00095.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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6
training_data/game_00096.csv
Normal file
6
training_data/game_00096.csv
Normal file
@ -0,0 +1,6 @@
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state,action,reward
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8
training_data/game_00099.csv
Normal file
8
training_data/game_00099.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
10
training_data/game_00100.csv
Normal file
10
training_data/game_00100.csv
Normal file
@ -0,0 +1,10 @@
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state,action,reward
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|
9
training_data/game_00101.csv
Normal file
9
training_data/game_00101.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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8
training_data/game_00102.csv
Normal file
8
training_data/game_00102.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
9
training_data/game_00103.csv
Normal file
9
training_data/game_00103.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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15
training_data/game_00104.csv
Normal file
15
training_data/game_00104.csv
Normal file
@ -0,0 +1,15 @@
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Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user