def ConfigNet(ss, net):
net.InitName(net, "CatsAndDogs")
name = net.AddLayer2D("Name", 1, 10, emer.Input)
iden = net.AddLayer2D("Identity", 1, 10, emer.Input)
color = net.AddLayer2D("Color", 1, 4, emer.Input)
food = net.AddLayer2D("FavoriteFood", 1, 4, emer.Input)
size = net.AddLayer2D("Size", 1, 3, emer.Input)
spec = net.AddLayer2D("Species", 1, 2, emer.Input)
toy = net.AddLayer2D("FavoriteToy", 1, 4, emer.Input)
name.SetClass("Id")
iden.SetClass("Id")
one2one = prjn.NewOneToOne()
full = prjn.NewFull()
net.BidirConnectLayersPy(name, iden, one2one)
net.BidirConnectLayersPy(color, iden, full)
net.BidirConnectLayersPy(food, iden, full)
net.BidirConnectLayersPy(size, iden, full)
net.BidirConnectLayersPy(spec, iden, full)
net.BidirConnectLayersPy(toy, iden, full)
iden.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Name", YAlign= relpos.Front, XAlign= relpos.Left, YOffset= 1))
color.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Identity", YAlign= relpos.Front, XAlign= relpos.Left, YOffset= 1))
food.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Identity", YAlign= relpos.Front, XAlign= relpos.Right, YOffset= 1))
size.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Color", YAlign= relpos.Front, XAlign= relpos.Left))
spec.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Color", YAlign= relpos.Front, XAlign= relpos.Right, XOffset= 2))
toy.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "FavoriteFood", YAlign= relpos.Front, XAlign= relpos.Right, XOffset= 1))
net.Defaults()
ss.SetParams("Network", False)
net.Build()
ss.InitWts(net)
def ConfigNet(ss, net):
net.InitName(net, "BG")
snc = rl.AddClampDaLayer(net.AsLeabra(), "SNc")
inp = net.AddLayer2D("Input", 1, 6, emer.Input)
inp.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "SNc", YAlign= relpos.Front, XAlign= relpos.Left))
# args: nY, nMaint, nOut, nNeurBgY, nNeurBgX, nNeurPfcY, nNeurPfcX
lays = pbwm.AddPBWMPy(net.AsLeabra(), "", 1, 0, 1, 1, 6, 1, 6)
# lays = mtxGo, mtxNoGo, gpe, gpi, cini, pfcMnt, pfcMntD, pfcOut, pfcOutD
mtxGo = lays[0]
mtxNoGo = lays[1]
pfcOut = lays[7]
onetoone = prjn.NewOneToOne()
pj = net.ConnectLayersPrjn(inp, mtxGo, onetoone, emer.Forward, pbwm.DaHebbPrjn())
pj.SetClass("MatrixPrjn")
pj = net.ConnectLayersPrjn(inp, mtxNoGo, onetoone, emer.Forward, pbwm.DaHebbPrjn())
pj.SetClass("MatrixPrjn")
pj = net.ConnectLayers(inp, pfcOut, onetoone, emer.Forward)
pj.SetClass("PFCFixed")
mtxGo.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "SNc", YAlign= relpos.Front, Space= 2))
snc.SendDA.AddAllBut(net, go.nil) # send dopamine to all layers..
net.Defaults()
ss.SetParams("Network", False) # only set Network params
net.Build()
net.InitWts()
def ConfigNet(ss, net):
net.InitName(net, "AnotB")
loc = net.AddLayer2D("Location", 1, 3, emer.Input)
cvr = net.AddLayer2D("Cover", 1, 2, emer.Input)
toy = net.AddLayer2D("Toy", 1, 2, emer.Input)
hid = net.AddLayer2D("Hidden", 1, 3, emer.Hidden)
gze = net.AddLayer2D("GazeExpect", 1, 3, emer.Compare)
rch = net.AddLayer2D("Reach", 1, 3, emer.Compare)
full = prjn.NewFull()
self = prjn.NewOneToOne()
net.ConnectLayers(loc, hid, full, emer.Forward)
net.ConnectLayers(cvr, hid, full, emer.Forward)
net.ConnectLayers(toy, hid, full, emer.Forward)
net.ConnectLayers(hid, hid, self, emer.Lateral)
net.ConnectLayers(hid, gze, full, emer.Forward)
net.ConnectLayers(hid, rch, full, emer.Forward)
net.ConnectLayers(gze, gze, self, emer.Lateral)
cvr.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "Location", YAlign= relpos.Front, Space= 1))
toy.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "Cover", YAlign= relpos.Front, Space= 1))
hid.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Cover", YAlign= relpos.Front, XAlign= relpos.Left, YOffset= 1, XOffset= -1))
gze.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Hidden", YAlign= relpos.Front, XAlign= relpos.Left, XOffset= -4))
rch.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "GazeExpect", YAlign= relpos.Front, Space= 4))
net.Defaults()
ss.SetParams("Network", False) # only set Network params
net.Build()
ss.InitWts(ss.Net)
def ConfigNet(ss, net):
net.InitName(net, "AttnNet")
inp = net.AddLayer4D("Input", 1, 7, 2, 1, emer.Input)
v1 = net.AddLayer4D("V1", 1, 7, 2, 1, emer.Hidden)
sp1 = net.AddLayer4D("Spat1", 1, 5, 2, 1, emer.Hidden)
sp2 = net.AddLayer4D("Spat2", 1, 3, 2, 1, emer.Hidden)
ob1 = net.AddLayer4D("Obj1", 1, 5, 2, 1, emer.Hidden)
out = net.AddLayer2D("Output", 2, 1, emer.Compare)
ob2 = net.AddLayer4D("Obj2", 1, 3, 2, 1, emer.Hidden)
ob1.SetClass("Object")
ob2.SetClass("Object")
sp1.SetClass("Spatial")
sp2.SetClass("Spatial")
full = prjn.NewFull()
net.ConnectLayers(inp, v1, prjn.NewOneToOne(), emer.Forward)
rec3sp = prjn.NewRect()
rec3sp.Size.Set(3, 2)
rec3sp.Scale.Set(1, 0)
rec3sp.Start.Set(0, 0)
rec3sptd = prjn.NewRect()
rec3sptd.Size.Set(3, 2)
rec3sptd.Scale.Set(1, 0)
rec3sptd.Start.Set(-2, 0)
rec3sptd.Wrap = False
net.BidirConnectLayersPy(v1, sp1, full)
v1sp1 = v1.SendPrjns().RecvName(sp1.Name())
sp1v1 = v1.RecvPrjns().SendName(sp1.Name())
v1sp1.SetPattern(rec3sp)
sp1v1.SetPattern(rec3sptd)
net.BidirConnectLayersPy(sp1, sp2, full)
sp1sp2 = sp1.SendPrjns().RecvName(sp2.Name())
sp2sp1 = sp1.RecvPrjns().SendName(sp2.Name())
sp1sp2.SetPattern(rec3sp)
sp2sp1.SetPattern(rec3sptd)
rec3ob = prjn.NewRect()
rec3ob.Size.Set(3, 1)
rec3ob.Scale.Set(1, 1)
rec3ob.Start.Set(0, 0)
rec3obtd = prjn.NewRect()
rec3obtd.Size.Set(3, 1)
rec3obtd.Scale.Set(1, 1)
rec3obtd.Start.Set(-2, 0)
rec3obtd.Wrap = False
net.BidirConnectLayersPy(v1, ob1, full)
v1ob1 = v1.SendPrjns().RecvName(ob1.Name())
ob1v1 = v1.RecvPrjns().SendName(ob1.Name())
v1ob1.SetPattern(rec3ob)
ob1v1.SetPattern(rec3obtd)
net.BidirConnectLayersPy(ob1, ob2, full)
ob1ob2 = ob1.SendPrjns().RecvName(ob2.Name())
ob2ob1 = ob1.RecvPrjns().SendName(ob2.Name())
ob1ob2.SetPattern(rec3ob)
ob2ob1.SetPattern(rec3obtd)
recout = prjn.NewRect()
recout.Size.Set(1, 1)
recout.Scale.Set(0, 1)
recout.Start.Set(0, 0)
net.BidirConnectLayersPy(ob2, out, full)
ob2out = ob2.SendPrjns().RecvName(out.Name())
outob2 = ob2.RecvPrjns().SendName(out.Name())
ob2out.SetPattern(rec3ob)
outob2.SetPattern(recout)
p1to1 = prjn.NewPoolOneToOne()
net.BidirConnectLayersPy(sp1, ob1, p1to1)
spob1 = sp1.SendPrjns().RecvName(ob1.Name())
obsp1 = sp1.RecvPrjns().SendName(ob1.Name())
net.BidirConnectLayersPy(sp2, ob2, p1to1)
spob2 = sp2.SendPrjns().RecvName(ob2.Name())
obsp2 = sp2.RecvPrjns().SendName(ob2.Name())
spob1.SetClass("SpatToObj")
spob2.SetClass("SpatToObj")
obsp1.SetClass("ObjToSpat")
obsp2.SetClass("ObjToSpat")
rec1slf = prjn.NewRect()
rec1slf.Size.Set(1, 2)
rec1slf.Scale.Set(1, 0)
rec1slf.Start.Set(0, 0)
rec1slf.SelfCon = False
net.ConnectLayers(sp1, sp1, rec1slf, emer.Lateral)
net.ConnectLayers(sp2, sp2, rec1slf, emer.Lateral)
sp1.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "V1", YAlign= relpos.Front, XAlign= relpos.Left, YOffset= 1))
sp2.SetRelPos(relpos.Rel(Rel= relpos.Above, Other= "Spat1", YAlign= relpos.Front, XAlign= relpos.Left, Space= 1))
ob1.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "Spat1", YAlign= relpos.Front, Space= 1))
out.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "Spat2", YAlign= relpos.Front, Space= 1))
ob2.SetRelPos(relpos.Rel(Rel= relpos.RightOf, Other= "Output", YAlign= relpos.Front, Space= 1))
net.Defaults()
ss.SetParams("Network", False) # only set Network params
net.Build()
ss.InitWts(net)