diff options
author | Paul Oliver <contact@pauloliver.dev> | 2024-02-29 03:15:03 +0100 |
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committer | Paul Oliver <contact@pauloliver.dev> | 2024-02-29 03:15:30 +0100 |
commit | 6fd23da97fa9700f59c61a966b4bf7d25fa46b34 (patch) | |
tree | d5fe3a8305a5f57e5b4cedc8300e951c74696cc5 /MemCell.cpp |
Diffstat (limited to 'MemCell.cpp')
-rw-r--r-- | MemCell.cpp | 83 |
1 files changed, 83 insertions, 0 deletions
diff --git a/MemCell.cpp b/MemCell.cpp new file mode 100644 index 0000000..4e5b17b --- /dev/null +++ b/MemCell.cpp @@ -0,0 +1,83 @@ +#include "MemCell.hpp" + +MemCell::MemCell(unsigned inputCount, bool zeroed) +: m_input (inputCount, zeroed), + m_inputGate (inputCount + 1, zeroed), + m_memGate (inputCount + 1, zeroed), + m_outputGate(inputCount + 1, zeroed) +{ + m_inputCount = inputCount; +} + +void MemCell::setChromosome(const Chromosome &chromosome) +{ + unsigned chrSize = getChromosomeSize(); + + if (chromosome.size() != chrSize) + { + return; + } + + auto l1 = chromosome.begin() + m_input.getChromosomeSize(); + auto l2 = l1 + m_inputGate.getChromosomeSize(); + auto l3 = l2 + m_memGate.getChromosomeSize(); + + Chromosome chrInput(chromosome.begin(), l1); + Chromosome chrInputGate(l1, l2); + Chromosome chrMemGate(l2, l3); + Chromosome chrOutputGate(l3, chromosome.end()); + + m_input.setChromosome(chrInput); + m_inputGate.setChromosome(chrInputGate); + m_memGate.setChromosome(chrMemGate); + m_outputGate.setChromosome(chrOutputGate); +} + +Chromosome MemCell::getChromosome() const +{ + Chromosome chromosome; + + Chromosome chrInput = m_input.getChromosome(); + Chromosome chrInputGate = m_inputGate.getChromosome(); + Chromosome chrMemGate = m_memGate.getChromosome(); + Chromosome chrOutputGate = m_outputGate.getChromosome(); + + chromosome.insert(chromosome.end(), chrInput.begin(), chrInput.end()); + chromosome.insert(chromosome.end(), chrInputGate.begin(), chrInputGate.end()); + chromosome.insert(chromosome.end(), chrMemGate.begin(), chrMemGate.end()); + chromosome.insert(chromosome.end(), chrOutputGate.begin(), chrOutputGate.end()); + + return chromosome; +} + +unsigned MemCell::getChromosomeSize() const +{ + unsigned chrSize = 0; + + chrSize += m_input.getChromosomeSize(); + chrSize += m_inputGate.getChromosomeSize(); + chrSize += m_memGate.getChromosomeSize(); + chrSize += m_outputGate.getChromosomeSize(); + + return chrSize; +} + +float MemCell::io(const std::vector<float> &inputs) +{ + float response = 0.f; + + if (inputs.size() != m_inputCount) + { + return response; + } + + std::vector<float> gateInputs = inputs; + gateInputs.push_back(m_context); + + response = m_input.io(inputs) * m_inputGate.io(gateInputs); + float memory = m_context * m_memGate.io(gateInputs); + m_context = memory + response; + + response = sigmoid(m_context) * m_outputGate.io(gateInputs); + return response; +} |