1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
|
{
"args": {
"ckpt_root": "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_singleGPU",
"ckpt_name": "step_26041",
"n_steps": 10,
"batch_size": 4,
"lr": 1e-05,
"alpha_rf": 10.0,
"lambda_star": 0.02,
"rf_mode": "volume_cf",
"k_lyap": 4,
"lyap_act_steps": 4,
"seed": 42,
"eval_every": 10,
"eval_n": 128,
"eval_batch_size": 32,
"out": "smoke_trm_volume_cf_batch4_k4.json"
},
"initial_acc": 0.5703125,
"initial_tok_acc": 0.8521412037037037,
"steps": [
{
"step": 0,
"sup_loss": 0.5222936757968037,
"rf_loss": 0.0006888913339935243,
"total_loss": 0.5291825892531543,
"lyap1_mean": 0.029093526303768158,
"lyap1_max": 0.08353869616985321,
"lyap_volume_mean": 0.015920955687761307,
"lyap_volume_max": 0.06817857921123505,
"frac_above_star": 0.5
},
{
"step": 1,
"sup_loss": 0.391090969390571,
"rf_loss": 0.00011522181739564985,
"total_loss": 0.3922431875936313,
"lyap1_mean": 0.010208295658230782,
"lyap1_max": 0.06430927664041519,
"lyap_volume_mean": -0.00033163721673190594,
"lyap_volume_max": 0.04146828502416611,
"frac_above_star": 0.25
},
{
"step": 2,
"sup_loss": 0.5387712348536822,
"rf_loss": 0.0005317514296621084,
"total_loss": 0.5440887491503033,
"lyap1_mean": 0.054024145007133484,
"lyap1_max": 0.06291214376688004,
"lyap_volume_mean": 0.041455041617155075,
"lyap_volume_max": 0.04952701926231384,
"frac_above_star": 1.0
},
{
"step": 3,
"sup_loss": 0.5480737313519946,
"rf_loss": 0.0002225781645392999,
"total_loss": 0.5502995129100761,
"lyap1_mean": 0.035990431904792786,
"lyap1_max": 0.0537957139313221,
"lyap_volume_mean": 0.02514621987938881,
"lyap_volume_max": 0.04844913259148598,
"frac_above_star": 0.5
},
{
"step": 4,
"sup_loss": 0.4902087767179898,
"rf_loss": 0.0002845990238711238,
"total_loss": 0.49305476695670103,
"lyap1_mean": 0.012163210660219193,
"lyap1_max": 0.07159461081027985,
"lyap_volume_mean": -5.186721682548523e-05,
"lyap_volume_max": 0.05374012514948845,
"frac_above_star": 0.25
},
{
"step": 5,
"sup_loss": 0.6701527516399279,
"rf_loss": 0.00026014778995886445,
"total_loss": 0.6727542294231013,
"lyap1_mean": 0.03536625951528549,
"lyap1_max": 0.06755589693784714,
"lyap_volume_mean": 0.02238558977842331,
"lyap_volume_max": 0.0470651350915432,
"frac_above_star": 0.75
},
{
"step": 6,
"sup_loss": 0.4908993595959489,
"rf_loss": 0.0002350080176256597,
"total_loss": 0.4932494398886208,
"lyap1_mean": 0.008177475072443485,
"lyap1_max": 0.07038463652133942,
"lyap_volume_mean": 0.0025268220342695713,
"lyap_volume_max": 0.04867817088961601,
"frac_above_star": 0.5
},
{
"step": 7,
"sup_loss": 0.48578304891429425,
"rf_loss": 0.00018165030633099377,
"total_loss": 0.4875995519193965,
"lyap1_mean": 0.01930863782763481,
"lyap1_max": 0.05495723709464073,
"lyap_volume_mean": 0.011218505911529064,
"lyap_volume_max": 0.04498312994837761,
"frac_above_star": 0.5
},
{
"step": 8,
"sup_loss": 0.34791163689936155,
"rf_loss": 0.0003737200750038028,
"total_loss": 0.3516488376493996,
"lyap1_mean": 0.0033230241388082504,
"lyap1_max": 0.05606033653020859,
"lyap_volume_mean": -0.00013478659093379974,
"lyap_volume_max": 0.05866368114948273,
"frac_above_star": 0.25
},
{
"step": 9,
"sup_loss": 0.45022874145111974,
"rf_loss": 0.0007103827665559947,
"total_loss": 0.457332569233095,
"lyap1_mean": 0.03756653890013695,
"lyap1_max": 0.07181493192911148,
"lyap_volume_mean": 0.03013727441430092,
"lyap_volume_max": 0.06584680080413818,
"frac_above_star": 0.75
}
],
"evals": [
{
"step": 0,
"acc": 0.5703125,
"tok_acc": 0.8521412037037037
},
{
"step": 10,
"acc": 0.578125,
"tok_acc": 0.8606288580246914
},
{
"step": 10,
"acc": 0.578125,
"tok_acc": 0.8606288580246914
}
],
"final_acc": 0.578125,
"final_tok_acc": 0.8606288580246914
}
|
