reversesimplecycle!

ReservoirComputing.reverse_simple_cycle!Function
reverse_simple_cycle!([rng], reservoir_matrix, weight;
    sampling_type=:no_sample, irrational=pi, start=1,
    p=0.5)

Adds a reverse simple cycle in the reservoir_matrix, with given weight. The weight can be a single number or an array.

Arguments

  • rng: Random number generator. Default is Utils.default_rng() from WeightInitializers.
  • reservoir_matrix: matrix to be changed.
  • weight: weight to add as a simple cycle. Can be either a single number or an array.

Keyword arguments

  • sampling_type: Sampling that decides the distribution of weight negative numbers. If set to :no_sample the sign is unchanged. If set to :bernoulli_sample! then each weight can be positive with a probability set by positive_prob. If set to :irrational_sample! the weight is negative if the decimal number of the irrational number chosen is odd. If set to :regular_sample!, each weight will be assigned a negative sign after the chosen strides. strides can be a single number or an array. Default is :no_sample.
  • positive_prob: probability of the weight being positive when sampling_type is set to :bernoulli_sample!. Default is 0.5.
  • irrational: Irrational number whose decimals decide the sign of weight. Default is pi.
  • start: Which place after the decimal point the counting starts for the irrational sign counting. Default is 1.
  • strides: number of strides for assigning negative value to a weight. It can be an integer or an array. Default is 2.

Examples

julia> matrix = zeros(Float32, 5, 5)
5×5 Matrix{Float32}:
 0.0  0.0  0.0  0.0  0.0
 0.0  0.0  0.0  0.0  0.0
 0.0  0.0  0.0  0.0  0.0
 0.0  0.0  0.0  0.0  0.0
 0.0  0.0  0.0  0.0  0.0

julia> reverse_simple_cycle!(matrix, 1.0; sampling_type = :regular_sample!)
5×5 Matrix{Float32}:
 0.0  -1.0  0.0   0.0  0.0
 0.0   0.0  1.0   0.0  0.0
 0.0   0.0  0.0  -1.0  0.0
 0.0   0.0  0.0   0.0  1.0
 1.0   0.0  0.0   0.0  0.0
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