minor fix
This commit is contained in:
67
src/learn.jl
67
src/learn.jl
@@ -46,30 +46,7 @@ function compute_paramsChange!(kfn::kfn_1, modelError, outputError)
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kfn.on_wOut,
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kfn.on_wOutChange,
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outputError)
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error("DEBUG -> kfn compute_paramsChange! $(Dates.now())")
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end
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function lifComputeParamsChange!( phi::CuArray,
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epsilonRec::CuArray,
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eta::CuArray,
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eRec::CuArray,
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wRec::CuArray,
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wRecChange::CuArray,
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wOut::CuArray,
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arrayProjection4d::CuArray,
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nError::CuArray,
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modelError::CuArray)
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wOutSum = sum(wOut, dims=3) .* arrayProjection4d
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# nError a.k.a. learning signal use dopamine concept,
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# this neuron receive summed error signal (modelError)
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nError .= (modelError .* arrayProjection4d) .* wOutSum
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eRec .= phi .* epsilonRec
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# GeneralUtils.isNotEqual(wRec, 0) is a subscribe filter use to filter out non-subscribed wRecChange
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wRecChange .+= ((-1 .* eta) .* nError .* eRec) .* GeneralUtils.isNotEqual.(wRec, 0)
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# error("DEBUG -> lifComputeParamsChange! $(Dates.now())")
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# error("DEBUG -> kfn compute_paramsChange! $(Dates.now())")
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end
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function lifComputeParamsChange!( phi::AbstractArray,
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@@ -101,15 +78,36 @@ function lifComputeParamsChange!( phi::AbstractArray,
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end
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end
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function alifComputeParamsChange!( phi,
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epsilonRec,
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epsilonRecA,
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eta,
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wRec,
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wRecChange,
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beta,
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wOut,
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modelError)
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function lifComputeParamsChange!( phi::CuArray,
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epsilonRec::CuArray,
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eta::CuArray,
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eRec::CuArray,
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wRec::CuArray,
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wRecChange::CuArray,
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wOut::CuArray,
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arrayProjection4d::CuArray,
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nError::CuArray,
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modelError::CuArray)
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wOutSum = sum(wOut, dims=3) .* arrayProjection4d
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# nError a.k.a. learning signal use dopamine concept,
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# this neuron receive summed error signal (modelError)
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nError .= (modelError .* arrayProjection4d) .* wOutSum
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eRec .= phi .* epsilonRec
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# GeneralUtils.isNotEqual(wRec, 0) is a subscribe filter use to filter out non-subscribed wRecChange
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wRecChange .+= ((-1 .* eta) .* nError .* eRec) .* GeneralUtils.isNotEqual.(wRec, 0)
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# error("DEBUG -> lifComputeParamsChange! $(Dates.now())")
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end
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function alifComputeParamsChange!( phi::AbstractArray,
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epsilonRec::AbstractArray,
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epsilonRecA::AbstractArray,
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eta::AbstractArray,
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wRec::AbstractArray,
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wRecChange::AbstractArray,
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beta::AbstractArray,
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wOut::AbstractArray,
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modelError::AbstractArray)
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d1, d2, d3, d4 = size(epsilonRec)
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# Bₖⱼ in paper, sum() to get each neuron's total wOut weight
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@@ -202,10 +200,11 @@ function onComputeParamsChange!(phi::CuArray,
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end
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function learn!(kfn::kfn_1)
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println(">>> lif_wRecChange ", sum(kfn.lif_wRecChange[:, :, 1, 1]))
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#WORKING lif learn
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lifLearn!(kfn.lif_wRec,
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kfn.lif_wRecChange)
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error("DEBUG -> kfn learn! $(Dates.now())")
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#TODO alif learn
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@@ -204,7 +204,7 @@ function kfn_1(params::Dict; device=cpu)
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kfn.lif_phi = (similar(kfn.lif_wRec) .= 0) |> device
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kfn.lif_epsilonRec = (similar(kfn.lif_wRec) .= 0) |> device
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kfn.lif_eRec = (similar(kfn.lif_wRec) .= 0) |> device
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kfn.lif_eta = (similar(kfn.lif_wRec) .= 0) |> device
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kfn.lif_eta = (similar(kfn.lif_wRec) .= 0.001) |> device
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kfn.lif_gammaPd = (similar(kfn.lif_wRec) .= 0.3) |> device
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kfn.lif_wRecChange = (similar(kfn.lif_wRec) .= 0) |> device
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kfn.lif_error = (similar(kfn.lif_wRec) .= 0) |> device
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@@ -250,7 +250,7 @@ function kfn_1(params::Dict; device=cpu)
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kfn.alif_phi = (similar(kfn.alif_wRec) .= 0) |> device
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kfn.alif_epsilonRec = (similar(kfn.alif_wRec) .= 0) |> device
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kfn.alif_eRec = (similar(kfn.alif_wRec) .= 0) |> device
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kfn.alif_eta = (similar(kfn.alif_wRec) .= 0) |> device
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kfn.alif_eta = (similar(kfn.alif_wRec) .= 0.001) |> device
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kfn.alif_gammaPd = (similar(kfn.alif_wRec) .= 0.3) |> device
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kfn.alif_wRecChange = (similar(kfn.alif_wRec) .= 0) |> device
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kfn.alif_error = (similar(kfn.alif_wRec) .= 0) |> device
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@@ -309,7 +309,7 @@ function kfn_1(params::Dict; device=cpu)
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kfn.on_phi = (similar(kfn.on_wOut) .= 0) |> device
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kfn.on_epsilonRec = (similar(kfn.on_wOut) .= 0) |> device
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kfn.on_eRec = (similar(kfn.on_wOut) .= 0) |> device
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kfn.on_eta = (similar(kfn.on_wOut) .= 0) |> device
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kfn.on_eta = (similar(kfn.on_wOut) .= 0.001) |> device
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kfn.on_gammaPd = (similar(kfn.on_wOut) .= 0.3) |> device
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kfn.on_wOutChange = (similar(kfn.on_wOut) .= 0) |> device
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kfn.on_error = (similar(kfn.on_wOut) .= 0) |> device
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