bug fix
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@@ -512,6 +512,7 @@ Base.@kwdef mutable struct linearNeuron <: outputNeuron
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v_t1::Float64 = rand() # vᵗ⁺¹, postsynaptic neuron membrane potential at current timestep
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v_th::Float64 = 1.0 # vᵗʰ, neuron firing threshold
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vRest::Float64 = 0.0 # resting potential after neuron fired
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vError::Union{Float64,Nothing} = nothing # used to compute model error
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z_t::Bool = false # zᵗ, neuron postsynaptic firing of previous timestep
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# zᵗ⁺¹, neuron firing status at time = t+1. I need this because the way I calculate all
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# neurons forward function at each timestep-by-timestep is to do every neuron
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@@ -539,7 +540,6 @@ Base.@kwdef mutable struct linearNeuron <: outputNeuron
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wRecChange::Union{Array{Float64},Nothing} = nothing # Δw_rec, cumulated wRec change
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recSignal::Union{Float64,Nothing} = nothing # incoming recurrent signal
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alpha_v_t::Union{Float64,Nothing} = nothing # alpha * v_t
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error::Union{Float64,Nothing} = nothing # local neuron error
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firingCounter::Integer = 0 # store how many times neuron fires
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end
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@@ -627,7 +627,7 @@ function init_neuron!(id::Int64, n::lifNeuron, n_params::Dict, kfnParams::Dict)
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n.synapticStrength = rand(-5:0.1:-3, length(n.subscriptionList))
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n.epsilonRec = zeros(length(n.subscriptionList))
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n.wRec = rand(length(n.subscriptionList))
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n.wRec = rand(-0.2:0.01:0.2, length(n.subscriptionList))
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n.wRecChange = zeros(length(n.subscriptionList))
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n.alpha = calculate_α(n)
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end
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@@ -646,7 +646,7 @@ function init_neuron!(id::Int64, n::alifNeuron, n_params::Dict,
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n.synapticStrength = rand(-5:0.1:-3, length(n.subscriptionList))
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n.epsilonRec = zeros(length(n.subscriptionList))
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n.wRec = rand(length(n.subscriptionList))
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n.wRec = rand(-0.2:0.01:0.2, length(n.subscriptionList))
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n.wRecChange = zeros(length(n.subscriptionList))
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# the more time has passed from the last time neuron was activated, the more
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@@ -668,7 +668,7 @@ function init_neuron!(id::Int64, n::linearNeuron, n_params::Dict, kfnParams::Dic
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n.synapticStrength = rand(-5:0.1:-3, length(n.subscriptionList))
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n.epsilonRec = zeros(length(n.subscriptionList))
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n.wRec = rand(length(n.subscriptionList))
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n.wRec = rand(-0.2:0.01:0.2, length(n.subscriptionList))
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n.wRecChange = zeros(length(n.subscriptionList))
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n.alpha = calculate_k(n)
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end
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