update
This commit is contained in:
1
.vscode/settings.json
vendored
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.vscode/settings.json
vendored
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{}
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7
Manifest.toml
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Manifest.toml
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# This file is machine-generated - editing it directly is not advised
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julia_version = "1.8.5"
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manifest_format = "2.0"
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project_hash = "da39a3ee5e6b4b0d3255bfef95601890afd80709"
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[deps]
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469
src/SNNUtils.jl
469
src/SNNUtils.jl
@@ -1,5 +1,470 @@
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module SNNUtils
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greet() = print("Hello World!")
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export updateVector!, resetParams!, resetParams_noWChange!
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end # module SNNUtils
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#using Statistics, Random
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# using ..Types, ..Utils
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#------------------------------------------------------------------------------------------------100
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mul!(x::AbstractVector, y::AbstractVector) = x .*= y
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mul(x::AbstractVector, y::AbstractVector) = x .* y
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ReLu(x::Number) = max(0, x)
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updateVector!(x::AbstractVector, target::Number) = x .= target
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updateVector!(x::AbstractVector, target::AbstractArray) = x .= target
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# selectAdd(x::AbstractVector, ind::AbstractVector, value::AbstractVector) = @. x + (ind * value)
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function selectAdd!(x::AbstractVector, ind::AbstractVector, value::AbstractVector)
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@. x = x + (ind * value)
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end
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function timestepForward!(kfn::knowledgeFn)
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kfn.zt_1 .= kfn.zt0
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kfn.zt0 .= 0
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kfn.on_out_t_1 .= kfn.on_out_t0
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kfn.on_out_t0 .= 0
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kfn.lif_vt_1 .= kfn.lif_vt0
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kfn.lif_vt0 .= 0
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kfn.lif_zt_1 .= kfn.lif_zt0
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kfn.lif_zt0 .= 0
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# kfn.lif_epsilonInV_t_1 = deepcopy(kfn.lif_epsilonInV_t0)
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updateVector!.(kfn.lif_epsilonInV_t0, 0.0)
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# kfn.lif_epsilonRecV_t_1 = deepcopy(kfn.lif_epsilonRecV_t0)
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updateVector!.(kfn.lif_epsilonRecV_t0, 0.0)
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kfn.alif_vt_1 .= kfn.alif_vt0
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kfn.alif_vt0 .= 0
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kfn.alif_zt_1 .= kfn.alif_zt0
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kfn.alif_zt0 .= 0
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kfn.alif_phi_t_1 .= kfn.alif_phi_t0
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kfn.alif_phi_t0 .= 0
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kfn.alif_epsilonInV_t_1 = deepcopy(kfn.alif_epsilonInV_t0)
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updateVector!.(kfn.alif_epsilonInV_t0, 0.0)
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kfn.alif_epsilonInA_t_1 = deepcopy(kfn.alif_epsilonInA_t0)
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updateVector!.(kfn.alif_epsilonInA_t0, 0.0)
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kfn.alif_epsilonRecV_t_1 = deepcopy(kfn.alif_epsilonRecV_t0)
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updateVector!.(kfn.alif_epsilonRecV_t0, 0.0)
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kfn.alif_epsilonRecA_t_1 = deepcopy(kfn.alif_epsilonRecA_t0)
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updateVector!.(kfn.alif_epsilonRecA_t0, 0.0)
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end
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function resetParams!(kfn::knowledgeFn)
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updateVector!(kfn.zt_1, 0.0)
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updateVector!(kfn.kfnError, 0.0)
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updateVector!(kfn.lif_lastFiringTime, 0.0)
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updateVector!(kfn.lif_refractoryState, 0.0)
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updateVector!(kfn.lif_vt_1, 0.0)
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kfn.lif_vt0 .= 0
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updateVector!(kfn.lif_zt_1, 0.0)
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kfn.lif_zt0 .=
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kfn.lif_phi_t0 .= 0
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updateVector!.(kfn.lif_wInChange, 0.0)
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updateVector!.(kfn.lif_wRecChange, 0.0)
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updateVector!.(kfn.lif_wInChange_vReg, 0.0)
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updateVector!.(kfn.lif_wRecChange_vReg, 0.0)
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updateVector!(kfn.lif_vRegIn_a, 0.0)
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updateVector!.(kfn.lif_vRegIn_b, 0.0)
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updateVector!(kfn.lif_vRegInError, 0.0)
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updateVector!(kfn.lif_vRegRec_a, 0.0)
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updateVector!.(kfn.lif_vRegRec_b, 0.0)
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updateVector!(kfn.lif_vRegRecError, 0.0)
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updateVector!(kfn.lif_fCounter, 0.0)
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updateVector!(kfn.lif_fRegDiff, 0.0)
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updateVector!(kfn.lif_fRegError, 0.0)
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updateVector!.(kfn.lif_inCount, 0.0)
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updateVector!.(kfn.lif_ziCount, 0.0)
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updateVector!.(kfn.lif_epsilonInV_t0, 0.0)
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updateVector!.(kfn.lif_epsilonRecV_t0, 0.0)
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updateVector!.(kfn.lif_eIn_timeAverage, 0.0)
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updateVector!.(kfn.lif_eRec_timeAverage, 0.0)
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kfn.lif_firingRate .= 0
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updateVector!(kfn.alif_lastFiringTime, 0.0)
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updateVector!(kfn.alif_refractoryState, 0.0)
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updateVector!(kfn.alif_vt_1, 0.0)
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kfn.alif_vt0 .= 0
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updateVector!(kfn.alif_zt_1, 0.0)
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kfn.alif_zt0 .= 0
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kfn.alif_phi_t_1 .= 0
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kfn.alif_phi_t0 .= 0
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updateVector!.(kfn.alif_wInChange, 0.0)
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updateVector!.(kfn.alif_wRecChange, 0.0)
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updateVector!.(kfn.alif_wInChange_vReg, 0.0)
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updateVector!.(kfn.alif_wRecChange_vReg, 0.0)
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updateVector!(kfn.alif_vRegIn_a, 0.0)
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updateVector!.(kfn.alif_vRegIn_b, 0.0)
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updateVector!(kfn.alif_vRegInError, 0.0)
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updateVector!(kfn.alif_vRegRec_a, 0.0)
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updateVector!.(kfn.alif_vRegRec_b, 0.0)
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updateVector!(kfn.alif_vRegRecError, 0.0)
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updateVector!(kfn.alif_fCounter, 0.0)
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updateVector!(kfn.alif_fRegDiff, 0.0)
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updateVector!(kfn.alif_fRegError, 0.0)
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updateVector!.(kfn.alif_inCount, 0.0)
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updateVector!.(kfn.alif_ziCount, 0.0)
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updateVector!.(kfn.alif_epsilonInV_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonInV_t0, 0.0)
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updateVector!.(kfn.alif_epsilonInA_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonInA_t0, 0.0)
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updateVector!.(kfn.alif_epsilonRecV_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonRecV_t0, 0.0)
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updateVector!.(kfn.alif_epsilonRecA_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonRecA_t0, 0.0)
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updateVector!.(kfn.alif_eIn_timeAverage, 0.0)
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updateVector!.(kfn.alif_eRec_timeAverage, 0.0)
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kfn.alif_firingRate .= 0
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updateVector!.(kfn.on_epsilonJ, 0.0)
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updateVector!(kfn.on_epsilon_b, 0.0)
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updateVector!(kfn.on_out_t_1, 0.0)
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updateVector!(kfn.on_out_t0, 0.0)
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updateVector!.(kfn.on_wOutChange, 0.0)
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updateVector!(kfn.on_bChange, 0.0)
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updateVector!(kfn.on_error, 0.0)
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end
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""" just like resetParams but does not reset wChange and bChange
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"""
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function resetParams_noWChange!(kfn::knowledgeFn)
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updateVector!(kfn.zt_1, 0.0)
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updateVector!(kfn.kfnError, 0.0)
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updateVector!(kfn.lif_lastFiringTime, 0.0)
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updateVector!(kfn.lif_refractoryState, 0.0)
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updateVector!(kfn.lif_vt_1, 0.0)
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kfn.lif_vt0 .= 0
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updateVector!(kfn.lif_zt_1, 0.0)
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kfn.lif_zt0 .=
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kfn.lif_phi_t0 .= 0
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updateVector!(kfn.lif_vRegIn_a, 0.0)
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updateVector!.(kfn.lif_vRegIn_b, 0.0)
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updateVector!(kfn.lif_vRegInError, 0.0)
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updateVector!(kfn.lif_vRegRec_a, 0.0)
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updateVector!.(kfn.lif_vRegRec_b, 0.0)
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updateVector!(kfn.lif_vRegRecError, 0.0)
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updateVector!(kfn.lif_fCounter, 0.0)
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updateVector!(kfn.lif_fRegDiff, 0.0)
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updateVector!(kfn.lif_fRegError, 0.0)
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updateVector!.(kfn.lif_inCount, 0.0)
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updateVector!.(kfn.lif_ziCount, 0.0)
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updateVector!.(kfn.lif_epsilonInV_t0, 0.0)
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updateVector!.(kfn.lif_epsilonRecV_t0, 0.0)
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updateVector!.(kfn.lif_eIn_timeAverage, 0.0)
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updateVector!.(kfn.lif_eRec_timeAverage, 0.0)
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kfn.lif_firingRate .= 0
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updateVector!(kfn.alif_lastFiringTime, 0.0)
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updateVector!(kfn.alif_refractoryState, 0.0)
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updateVector!(kfn.alif_vt_1, 0.0)
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kfn.alif_vt0 .= 0
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updateVector!(kfn.alif_zt_1, 0.0)
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kfn.alif_zt0 .= 0
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kfn.alif_phi_t_1 .= 0
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kfn.alif_phi_t0 .= 0
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updateVector!(kfn.alif_vRegIn_a, 0.0)
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updateVector!.(kfn.alif_vRegIn_b, 0.0)
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updateVector!(kfn.alif_vRegInError, 0.0)
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updateVector!(kfn.alif_vRegRec_a, 0.0)
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updateVector!.(kfn.alif_vRegRec_b, 0.0)
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updateVector!(kfn.alif_vRegRecError, 0.0)
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updateVector!(kfn.alif_fCounter, 0.0)
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updateVector!(kfn.alif_fRegDiff, 0.0)
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updateVector!(kfn.alif_fRegError, 0.0)
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updateVector!.(kfn.alif_inCount, 0.0)
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updateVector!.(kfn.alif_ziCount, 0.0)
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updateVector!.(kfn.alif_epsilonInV_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonInV_t0, 0.0)
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updateVector!.(kfn.alif_epsilonInA_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonInA_t0, 0.0)
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updateVector!.(kfn.alif_epsilonRecV_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonRecV_t0, 0.0)
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updateVector!.(kfn.alif_epsilonRecA_t_1, 0.0)
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updateVector!.(kfn.alif_epsilonRecA_t0, 0.0)
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updateVector!.(kfn.alif_eIn_timeAverage, 0.0)
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updateVector!.(kfn.alif_eRec_timeAverage, 0.0)
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kfn.alif_firingRate .= 0
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updateVector!.(kfn.on_epsilonJ, 0.0)
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updateVector!(kfn.on_epsilon_b, 0.0)
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updateVector!(kfn.on_out_t_1, 0.0)
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updateVector!(kfn.on_out_t0, 0.0)
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updateVector!(kfn.on_error, 0.0)
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end
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#------------------------------------------------------------------------------------------------100
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firingRate!(fCounter, timeStamp) = (fCounter / timeStamp) * 1000
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#------------------------------------------------------------------------------------------------100
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function cal_learningSignal(Bn::AbstractVector, error)
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result = sum(Bn .* error)
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return result
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end
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function neuroplasticity!(id::AbstractVector, wRec::AbstractVector,
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subscriptionList::AbstractVector, neuronFiresList::AbstractVector, probController::Number)
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subOption = memberFilter.((neuronFiresList,), id, subscriptionList)
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shuffle!.(subOption)
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zeroMarker = Utils.Zero.(wRec)
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notzeroMarker = Utils.notZero.(wRec)
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mul!.(subscriptionList, notzeroMarker)
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a = unmatchMul.(zeroMarker, subOption)
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subscriptionList .+= a
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# newConnectionPercent = 11 - ((probController / 0.0001) / 10) # percent is in range 0.1 to 10
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newConnectionPercent = 11-((probController / 0.0001) / 10) # percent is in range 0.1 to 10
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prob = [newConnectionPercent, 100.0 - newConnectionPercent] / 100.0
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b = Utils.randomChoiceTarget.(zeroMarker, ([true, false],), (prob,)) .* (0.1*rand())
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mul!.(wRec, notzeroMarker)
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wRec .+= b
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end
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function memberFilter(vec::AbstractVector, excludeList1::Number,
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excludeList2::AbstractVector)
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result = filter(x -> x ∉ excludeList1 && x ∉ excludeList2 , vec)
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return result
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end
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""" x is primary dimension
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"""
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function unmatchMul(x::AbstractVector, y::AbstractVector)
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# sometime length of x is larger than y, because no neuron fires. Increae total neuron number
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if length(y) >= length(x)
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a = @view y[1:length(x)]
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x = x .* a
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return x
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else
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# a = [1:length(x)...]
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# x = x .* a
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# return x
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end
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end
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function unmatchMul!(x::AbstractVector, y::AbstractVector)
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a = @view y[1:length(x)]
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x .*= a
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end
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function refractoryState!(refractoryState::Number, timeStamp::Number,
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lastFiringTime::Number, refractoryDuration::Number)
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if refractoryState == 1 && timeStamp - lastFiringTime <= refractoryDuration
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# skip
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else
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refractoryState = 0
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end
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return refractoryState
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end
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function refractoryStateUpdate(refractoryState::Number, zt0::Number)
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if refractoryState == 0 && zt0 == 0
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return 0
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elseif refractoryState == 0 && zt0 == 1
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return 1
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elseif refractoryState == 1 && zt0 == 0
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return 1
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else
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error("invalid neuron refractory status")
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end
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end
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lastFiringTimeUpdate!(lastFiringTime::Number, zt1::Number, timeStamp::Number) =
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zt1 == 1 ? lastFiringTime = timeStamp : lastFiringTime
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fCounter!(fCounter::Number, zt1::Number) =
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zt1 == 1 ? fCounter += 1 : fCounter
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# function zit(refractoryState::Number, zt0::AbstractVector,
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# subscriptionList::AbstractVector)
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# return refractoryState == 1 ? zt0 * 0.0 : subscriptionList .* zt0
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# end
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function getNeuronFires(refractoryState::Number, zt0::AbstractVector,
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subscriptionList::AbstractVector)
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return refractoryState == 1 ? zt0 * 0.0 : subscriptionList .* zt0
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end
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function incomingSignal(inputSignal::AbstractVector, weight::AbstractVector)
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return sum(weight .* inputSignal)
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end
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function neuronFiring(refractoryState::Number, inputSignal::Number, vt::Number, vth::Number)
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vt1 = inputSignal + vt
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return refractoryState == 0 && vt1 > vth ? 1 : 0
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end
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function membranePotential(timeStamp::Number,
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refractoryState::Number,
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alpha::Number,
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vt0::Number,
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zt0::Number,
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recurrentSignal::Number,
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inputSignal::Number,
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lastFiringTime::Number)
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if refractoryState == 1 # exponantial decay
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# vt1 = vt0 * (1 - alpha^(timeStamp - lastFiringTime)) # or n.v_t1 = n.alpha * n.v_t
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vt1 = Utils.expDecay(vt0, alpha, timeStamp - lastFiringTime)
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else
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vt1 = (alpha * vt0) + recurrentSignal + inputSignal - zt0
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end
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if vt1 === NaN
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println("vt1 is NaN")
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end
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return vt1
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end
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# function cal_ziCount(refractoryState::Number, alpha::Number, ziCount::AbstractVector,
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# zit::AbstractVector)
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# if refractoryState == 1
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# return alpha .* ziCount
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# else
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# return (alpha .* ziCount) + zit
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# end
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# end
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function temporalFilter(refractoryState::Number, decayConstant::Number,
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previousTemporalAverage::AbstractVector,
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discreteSignal::AbstractVector)
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if refractoryState == 1
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return decayConstant .* previousTemporalAverage
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else
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return (decayConstant .* previousTemporalAverage) + discreteSignal
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end
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end
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# function pseudoGradient(refractoryState::Number, gammaPd::Number, vt1::Number, vth::Number)
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# if refractoryState == 1
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# return 0
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# else
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# return (gammaPd / vth) * max(0, 1 - ((vt1 - vth) / vth))
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# end
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# end
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function pseudoGradient(refractoryState::Number, gammaPd::Number, vt1::Number, vth::Number)
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return (gammaPd / vth) * max(0, 1 - ((vt1 - vth) / vth))
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end
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# function lif_eligibilityTrace(refractoryState::Number, phi::Number, epsilonRecV::AbstractVector)
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# if refractoryState == 1
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# return 0.0 .* epsilonRecV
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# else
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# return phi .* epsilonRecV
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# end
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# end
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function lif_eligibilityTrace(refractoryState::Number, phi::Number, epsilonRecV::AbstractVector)
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return phi .* epsilonRecV
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end
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function cal_expDecay(zt1::Number, vt1::Number, alpha::Number; timePass::Number=1)
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vt1 = zt1 == 1 ? Utils.expDecay(vt1, alpha, timePass) : vt1 # exponantial decay
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return vt1
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end
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# function getZit!(zit::AbstractVector, subscriptionList::AbstractVector, kfn_zt0::AbstractVector)
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# zit .= getindex(kfn_zt0, subscriptionList)
|
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# end
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||||
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function thresholdAdaptation(a::Number, rho::Number, zt0)
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return (rho * a) + ((1 - rho) * zt0)
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end
|
||||
|
||||
# function avth(refractoryState::Number, avth::Number, a::Number, vth::Number,
|
||||
# beta::Number)
|
||||
# return refractoryState == 1 ? avth : vth + (beta * a)
|
||||
# end
|
||||
|
||||
function avth(refractoryState::Number, avth::Number, a::Number, vth::Number, beta::Number)
|
||||
return vth + (beta * a)
|
||||
end
|
||||
|
||||
# function alif_eligibilityTrace(refractoryState::Number, phi::Number,
|
||||
# beta::Number, epsilonV_t0::AbstractVector, epsilonRecA::AbstractVector)
|
||||
# if refractoryState == 1
|
||||
# return 0.0 .* epsilonV_t0
|
||||
# else
|
||||
# return phi .* (epsilonV_t0 - (beta .* epsilonRecA))
|
||||
# end
|
||||
# end
|
||||
|
||||
function alif_eligibilityTrace(refractoryState::Number, phi::Number,
|
||||
beta::Number, epsilonV_t0::AbstractVector, epsilonRecA::AbstractVector)
|
||||
return phi .* (epsilonV_t0 - (beta .* epsilonRecA))
|
||||
end
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
# function neuroplasticity!(id::AbstractVector, wRec::AbstractVector,
|
||||
# subscriptionList::AbstractVector, neuronFiresList::AbstractVector)
|
||||
|
||||
# subOption = memberFilter.((neuronFiresList,), id, subscriptionList)
|
||||
# shuffle!.(subOption)
|
||||
# zeroMarker = Utils.Zero.(wRec)
|
||||
# notzeroMarker = Utils.notZero.(wRec)
|
||||
|
||||
# a = unmatchMul.(zeroMarker, subOption)
|
||||
# mul!.(subscriptionList, notzeroMarker)
|
||||
# subscriptionList .+= a
|
||||
|
||||
# # b = zeroMarker * 0.01 # new connection's initial weight
|
||||
# b = zeroMarker * 0.1
|
||||
# mul!.(wRec, notzeroMarker)
|
||||
# wRec .+= b
|
||||
# end
|
||||
|
||||
|
||||
function randomNewWeight!(membranePotential::Number, weights::AbstractVector,
|
||||
threshold::Number)
|
||||
if membranePotential < threshold
|
||||
return weights .= randn(length(weights))
|
||||
end
|
||||
end
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
end # end module
|
||||
0
src/interface.jl
Normal file
0
src/interface.jl
Normal file
Reference in New Issue
Block a user