-
Notifications
You must be signed in to change notification settings - Fork 0
/
params.go
146 lines (143 loc) · 4.54 KB
/
params.go
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
// File generated by params.SaveGoCode
package main
import "github.com/emer/emergent/params"
var SavedParamsSets = params.Sets{
{Name: "Base", Desc: "these are the best params", Sheets: params.Sheets{
"Network": ¶ms.Sheet{
{Sel: "Prjn", Desc: "keeping default params for generic prjns",
Params: params.Params{
"Prjn.Learn.Momentum.On": "true",
"Prjn.Learn.Norm.On": "true",
"Prjn.Learn.WtBal.On": "false",
}},
{Sel: ".EcCa1Prjn", Desc: "encoder projections -- no norm, moment",
Params: params.Params{
"Prjn.Learn.Lrate": "0.04",
"Prjn.Learn.Momentum.On": "false",
"Prjn.Learn.Norm.On": "false",
"Prjn.Learn.WtBal.On": "false",
}},
{Sel: ".HippoCHL", Desc: "hippo CHL projections -- no norm, moment, but YES wtbal = sig better",
Params: params.Params{
"Prjn.CHL.Hebb": "0.05",
"Prjn.Learn.Lrate": "0.4",
"Prjn.Learn.Momentum.On": "false",
"Prjn.Learn.Norm.On": "false",
"Prjn.Learn.WtBal.On": "true",
}},
{Sel: "#CA1ToECout", Desc: "extra strong from CA1 to ECout",
Params: params.Params{
"Prjn.WtScale.Abs": "4.0",
}},
{Sel: "#InputToECin", Desc: "one-to-one input to EC",
Params: params.Params{
"Prjn.Learn.Learn": "false",
"Prjn.WtInit.Mean": "0.8",
"Prjn.WtInit.Var": "0.0",
}},
{Sel: "#ECoutToECin", Desc: "one-to-one out to in",
Params: params.Params{
"Prjn.Learn.Learn": "false",
"Prjn.WtInit.Mean": "0.9",
"Prjn.WtInit.Var": "0.01",
"Prjn.WtScale.Rel": "0.5",
}},
{Sel: "#DGToCA3", Desc: "Mossy fibers: strong, non-learning",
Params: params.Params{
"Prjn.CHL.Hebb": "0.001",
"Prjn.CHL.SAvgCor": "1",
"Prjn.Learn.Learn": "false",
"Prjn.WtInit.Mean": "0.9",
"Prjn.WtInit.Var": "0.01",
"Prjn.WtScale.Rel": "8",
}},
{Sel: "#CA3ToCA3", Desc: "CA3 recurrent cons",
Params: params.Params{
"Prjn.CHL.Hebb": "0.01",
"Prjn.CHL.SAvgCor": "1",
"Prjn.WtScale.Rel": "2",
}},
{Sel: "#CA3ToCA1", Desc: "Schaffer collaterals -- slower, less hebb",
Params: params.Params{
"Prjn.CHL.Hebb": "0.005",
"Prjn.CHL.SAvgCor": "0.4",
"Prjn.Learn.Lrate": "0.1",
}},
{Sel: ".EC", Desc: "all EC layers: only pools, no layer-level",
Params: params.Params{
"Layer.Act.Gbar.L": ".1",
"Layer.Inhib.ActAvg.Init": "0.2",
"Layer.Inhib.Layer.On": "false",
"Layer.Inhib.Pool.Gi": "2.0",
"Layer.Inhib.Pool.On": "true",
}},
{Sel: "#DG", Desc: "very sparse = high inibhition",
Params: params.Params{
"Layer.Inhib.ActAvg.Init": "0.01",
"Layer.Inhib.Layer.Gi": "3.6",
}},
{Sel: "#CA3", Desc: "sparse = high inibhition",
Params: params.Params{
"Layer.Inhib.ActAvg.Init": "0.02",
"Layer.Inhib.Layer.Gi": "2.8",
}},
{Sel: "#CA1", Desc: "CA1 only Pools",
Params: params.Params{
"Layer.Inhib.ActAvg.Init": "0.1",
"Layer.Inhib.Layer.On": "false",
"Layer.Inhib.Pool.Gi": "2.2",
"Layer.Inhib.Pool.On": "true",
}},
},
}},
{Name: "NoCHL", Desc: "no learning in CHL main hip pathways -- for debugging auto-encoder", Sheets: params.Sheets{
"Network": ¶ms.Sheet{
{Sel: ".HippoCHL", Desc: "no learning",
Params: params.Params{
"Prjn.Learn.Lrate": "0",
}},
},
"Sim": ¶ms.Sheet{},
}},
{Name: "CHLWtBal", Desc: "CHL uses weight balance -- much better -- now in base", Sheets: params.Sheets{
"Network": ¶ms.Sheet{
{Sel: ".HippoCHL", Desc: "wtbal on",
Params: params.Params{
"Prjn.Learn.WtBal.On": "true",
}},
},
"Sim": ¶ms.Sheet{},
}},
{Name: "EncWtBal", Desc: "encoder uses weight balance -- worse", Sheets: params.Sheets{
"Network": ¶ms.Sheet{
{Sel: ".EcCa1Prjn", Desc: "wtbal on",
Params: params.Params{
"Prjn.Learn.WtBal.On": "true",
}},
},
"Sim": ¶ms.Sheet{},
}},
{Name: "EncMom", Desc: "encoder uses momentum -- worse", Sheets: params.Sheets{
"Network": ¶ms.Sheet{
{Sel: ".EcCa1Prjn", Desc: "moment on",
Params: params.Params{
"Prjn.Learn.Momentum.On": "true",
"Prjn.Learn.Norm.On": "true",
}},
},
"Sim": ¶ms.Sheet{},
}},
{Name: "AllWtBal", Desc: "All use weight balance", Sheets: params.Sheets{
"Network": ¶ms.Sheet{
{Sel: ".HippoCHL", Desc: "wtbal on",
Params: params.Params{
"Prjn.Learn.WtBal.On": "true",
}},
{Sel: ".EcCa1Prjn", Desc: "wtbal on",
Params: params.Params{
"Prjn.Learn.WtBal.On": "true",
}},
},
"Sim": ¶ms.Sheet{},
}},
}