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https://github.com/glouw/tinn
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const correctness
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08ada030cb
commit
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10
Tinn.c
10
Tinn.c
@ -52,8 +52,8 @@ static void backwards(const Tinn t, const float* in, const float* tg, float rate
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// Calculate total error change with respect to output.
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// Calculate total error change with respect to output.
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for(int j = 0; j < t.nops; j++)
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for(int j = 0; j < t.nops; j++)
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{
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{
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float a = pderr(t.o[j], tg[j]);
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const float a = pderr(t.o[j], tg[j]);
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float b = pdact(t.o[j]);
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const float b = pdact(t.o[j]);
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sum += a * b * t.x[j * t.nhid + i];
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sum += a * b * t.x[j * t.nhid + i];
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// Correct weights in hidden to output layer.
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// Correct weights in hidden to output layer.
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t.x[j * t.nhid + i] -= rate * a * b * t.h[i];
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t.x[j * t.nhid + i] -= rate * a * b * t.h[i];
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@ -125,7 +125,7 @@ Tinn xtbuild(int nips, int nhid, int nops)
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void xtsave(const Tinn t, const char* path)
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void xtsave(const Tinn t, const char* path)
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{
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{
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FILE* file = fopen(path, "w");
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FILE* const file = fopen(path, "w");
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// Header.
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// Header.
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fprintf(file, "%d %d %d\n", t.nips, t.nhid, t.nops);
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fprintf(file, "%d %d %d\n", t.nips, t.nhid, t.nops);
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// Biases and weights.
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// Biases and weights.
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@ -136,14 +136,14 @@ void xtsave(const Tinn t, const char* path)
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Tinn xtload(const char* path)
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Tinn xtload(const char* path)
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{
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{
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FILE* file = fopen(path, "r");
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FILE* const file = fopen(path, "r");
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int nips = 0;
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int nips = 0;
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int nhid = 0;
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int nhid = 0;
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int nops = 0;
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int nops = 0;
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// Header.
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// Header.
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fscanf(file, "%d %d %d\n", &nips, &nhid, &nops);
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fscanf(file, "%d %d %d\n", &nips, &nhid, &nops);
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// A new tinn is returned.
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// A new tinn is returned.
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Tinn t = xtbuild(nips, nhid, nips);
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const Tinn t = xtbuild(nips, nhid, nips);
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// Biases and weights.
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// Biases and weights.
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for(int i = 0; i < t.nb; i++) fscanf(file, "%f\n", &t.b[i]);
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for(int i = 0; i < t.nb; i++) fscanf(file, "%f\n", &t.b[i]);
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for(int i = 0; i < t.nw; i++) fscanf(file, "%f\n", &t.w[i]);
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for(int i = 0; i < t.nw; i++) fscanf(file, "%f\n", &t.w[i]);
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7
Tinn.h
7
Tinn.h
@ -8,11 +8,8 @@ typedef struct
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float* h; // Hidden layer.
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float* h; // Hidden layer.
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float* o; // Output layer.
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float* o; // Output layer.
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// Number of biases - always two - Tinn only supports a single hidden layer.
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int nb; // Number of biases - always two - Tinn only supports a single hidden layer.
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int nb;
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int nw; // Number of weights.
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// Number of weights.
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int nw;
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int nips; // Number of inputs.
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int nips; // Number of inputs.
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int nhid; // Number of hidden neurons.
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int nhid; // Number of hidden neurons.
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