File size: 2,367 Bytes
9b7bd53
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
 "reference": "untrained",
 "per_set": 96,
 "approximations": [
  "single-cell yardstick",
  "argmax layer computed here"
 ],
 "constructs": {
  "fn": {
   "layer": 1,
   "sparsity_twin1": 0.5256015731232871,
   "sparsity_twin2": 0.5302532390299385,
   "twin_cosine": 0.8957259315362899,
   "norm_by_layer": [
    79.17929584658533,
    64.7099137333529,
    52.73909451690538,
    46.43253855768504,
    42.389487500336394,
    40.884808038959434,
    38.27340779204632,
    37.40008849382791,
    36.851039685638504,
    33.30144878618591,
    33.74306580340154,
    33.29426791202726,
    32.20153759975087,
    31.826233481121676,
    30.60562020937166,
    29.81117772463063,
    29.52615231774827,
    28.93509250831225,
    29.577172121454414,
    28.88675162363028,
    28.693677311387393,
    27.61870666806282,
    28.762241479038142,
    27.044649002750166
   ]
  },
  "impl": {
   "layer": 1,
   "sparsity_twin1": 0.5488385628876733,
   "sparsity_twin2": 0.5693927134105988,
   "twin_cosine": 0.9033607026246616,
   "norm_by_layer": [
    83.4559715899446,
    69.12707656382028,
    58.45425289761183,
    51.148679581085915,
    49.452834624096084,
    45.02507586414648,
    44.042268995245564,
    41.429535145807584,
    39.92614123744598,
    38.785456989690886,
    38.993946734589194,
    37.11687140678194,
    35.813657590304445,
    36.36532573189627,
    35.130977891932,
    34.585150348056935,
    33.680843566327766,
    33.50644072402897,
    32.73141332570837,
    31.597910113136013,
    32.757521276821954,
    31.557530370897123,
    31.54984207242358,
    31.499006372834664
   ]
  },
  "mut": {
   "layer": 1,
   "sparsity_twin1": 0.559197081811985,
   "sparsity_twin2": 0.5627798668318902,
   "twin_cosine": 0.8873870207580575,
   "norm_by_layer": [
    54.560935264945826,
    47.34910860033023,
    39.71324103982635,
    35.90657807392696,
    33.46648497641794,
    31.262054957879158,
    29.939009250284442,
    29.756577267532638,
    28.954473960580778,
    27.863953738249283,
    27.604735840679155,
    26.777357374667513,
    25.718426618902978,
    26.076740618946822,
    25.816806724056356,
    24.995325325926615,
    25.08478370710637,
    24.38083579434707,
    24.66279490779981,
    23.818685187775433,
    22.97888853817249,
    23.682935944517613,
    22.955628639924896,
    23.228035468567906
   ]
  }
 }
}