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authorPaul Oliver <contact@pauloliver.dev>2024-02-29 03:15:03 +0100
committerPaul Oliver <contact@pauloliver.dev>2024-02-29 03:15:30 +0100
commit6fd23da97fa9700f59c61a966b4bf7d25fa46b34 (patch)
treed5fe3a8305a5f57e5b4cedc8300e951c74696cc5 /MemCell.cpp
initial commitHEADmaster
Diffstat (limited to 'MemCell.cpp')
-rw-r--r--MemCell.cpp83
1 files changed, 83 insertions, 0 deletions
diff --git a/MemCell.cpp b/MemCell.cpp
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index 0000000..4e5b17b
--- /dev/null
+++ b/MemCell.cpp
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+#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;
+}