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tonaerospace
2023-05-30 09:05:23 +07:00
parent 8f9b2dca1d
commit ddb58d2fbd
37 changed files with 6805 additions and 111 deletions
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12
src/types.jl
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@@ -115,9 +115,6 @@ Base.@kwdef mutable struct kfn_1 <: knowledgeFn
nInhabitory::Array{Int64} = Int64[] # list of inhabitory neuron id
nExInType::Array{Int64} = Int64[] # list all neuron EX or IN
excitatoryPercent::Int64 = 60 # percentage of excitatory neuron, inhabitory percent will be 100-ExcitatoryPercent
exSignalSum = 0
inSignalsum = 0
end
#------------------------------------------------------------------------------------------------100
@@ -349,7 +346,7 @@ Base.@kwdef mutable struct lifNeuron <: computeNeuron
delta::Float64 = 1.0 # δ, discreate timestep size in millisecond
refractoryDuration::Int64 = 3 # neuron's refratory period in millisecond
refractoryCounter::Int64 = 0
tau_m::Float64 = 0.0 # τ_m, membrane time constant in millisecond
tau_m::Float64 = 50.0 # τ_m, membrane time constant in millisecond
eta::Float64 = 0.01 # η, learning rate
wRecChange::Array{Float64} = Float64[] # Δw_rec, cumulated wRec change
recSignal::Float64 = 0.0 # incoming recurrent signal
@@ -443,7 +440,7 @@ Base.@kwdef mutable struct alifNeuron <: computeNeuron
phi::Float64 = 0.0 # ϕ, psuedo derivative
refractoryDuration::Int64 = 3 # neuron's refractory period in millisecond
refractoryCounter::Int64 = 0
tau_m::Float64 = 0.0 # τ_m, membrane time constant in millisecond
tau_m::Float64 = 50.0 # τ_m, membrane time constant in millisecond
wRecChange::Array{Float64} = Float64[] # Δw_rec, cumulated wRec change
recSignal::Float64 = 0.0 # incoming recurrent signal
alpha_v_t::Float64 = 0.0 # alpha * v_t
@@ -456,7 +453,7 @@ Base.@kwdef mutable struct alifNeuron <: computeNeuron
firingRateError::Float64 = 0.0 # local neuron error w.r.t. firing regularization
firingRate::Float64 = 0.0 # running average of firing rate, Hz
tau_a::Float64 = 0.0 # τ_a, adaption time constant in millisecond
tau_a::Float64 = 50.0 # τ_a, adaption time constant in millisecond
beta::Float64 = 0.15 # β, constant, value from paper
rho::Float64 = 0.0 # ρ, threshold adaptation decay factor
a::Float64 = 0.0 # threshold adaptation
@@ -547,13 +544,14 @@ Base.@kwdef mutable struct linearNeuron <: outputNeuron
delta::Float64 = 1.0 # δ, discreate timestep size in millisecond
refractoryDuration::Int64 = 3 # neuron's refratory period in millisecond
refractoryCounter::Int64 = 0
tau_out::Float64 = 0.0 # τ_out, membrane time constant in millisecond
tau_out::Float64 = 25.0 # τ_out, membrane time constant in millisecond
eta::Float64 = 0.01 # η, learning rate
wRecChange::Array{Float64} = Float64[] # Δw_rec, cumulated wRec change
recSignal::Float64 = 0.0 # incoming recurrent signal
alpha_v_t::Float64 = 0.0 # alpha * v_t
firingCounter::Int64 = 0 # store how many times neuron fires
ExInSignalSum::Float64 = 0.0
end
""" linear neuron outer constructor