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https://github.com/glouw/tinn
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more const correctness
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975f45676e
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24
Tinn.c
24
Tinn.c
@ -6,19 +6,19 @@
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#include <math.h>
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#include <math.h>
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// Error function.
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// Error function.
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static float err(float a, float b)
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static float err(const float a, const float b)
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{
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{
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return 0.5f * powf(a - b, 2.0f);
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return 0.5f * powf(a - b, 2.0f);
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}
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}
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// Partial derivative of error function.
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// Partial derivative of error function.
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static float pderr(float a, float b)
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static float pderr(const float a, const float b)
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{
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{
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return a - b;
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return a - b;
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}
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}
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// Total error.
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// Total error.
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static float terr(const float* tg, const float* o, int size)
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static float terr(const float* const tg, const float* const o, const int size)
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{
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{
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float sum = 0.0f;
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float sum = 0.0f;
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for(int i = 0; i < size; i++)
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for(int i = 0; i < size; i++)
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@ -27,13 +27,13 @@ static float terr(const float* tg, const float* o, int size)
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}
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}
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// Activation function.
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// Activation function.
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static float act(float a)
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static float act(const float a)
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{
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{
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return 1.0f / (1.0f + expf(-a));
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return 1.0f / (1.0f + expf(-a));
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}
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}
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// Partial derivative of activation function.
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// Partial derivative of activation function.
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static float pdact(float a)
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static float pdact(const float a)
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{
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{
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return a * (1.0f - a);
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return a * (1.0f - a);
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}
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}
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@ -45,7 +45,7 @@ static float frand()
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}
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}
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// Back propagation.
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// Back propagation.
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static void backwards(const Tinn t, const float* in, const float* tg, float rate)
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static void backwards(const Tinn t, const float* const in, const float* const tg, float rate)
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{
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{
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for(int i = 0; i < t.nhid; i++)
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for(int i = 0; i < t.nhid; i++)
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{
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{
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@ -66,7 +66,7 @@ static void backwards(const Tinn t, const float* in, const float* tg, float rate
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}
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}
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// Forward propagation.
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// Forward propagation.
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static void forewards(const Tinn t, const float* in)
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static void forewards(const Tinn t, const float* const in)
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{
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{
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// Calculate hidden layer neuron values.
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// Calculate hidden layer neuron values.
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for(int i = 0; i < t.nhid; i++)
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for(int i = 0; i < t.nhid; i++)
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@ -121,20 +121,20 @@ static void* ecalloc(const size_t nmemb, const size_t size)
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return mem;
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return mem;
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}
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}
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float* xpredict(const Tinn t, const float* in)
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float* xpredict(const Tinn t, const float* const in)
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{
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{
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forewards(t, in);
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forewards(t, in);
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return t.o;
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return t.o;
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}
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}
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float xttrain(const Tinn t, const float* in, const float* tg, float rate)
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float xttrain(const Tinn t, const float* const in, const float* const tg, float rate)
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{
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{
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forewards(t, in);
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forewards(t, in);
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backwards(t, in, tg, rate);
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backwards(t, in, tg, rate);
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return terr(tg, t.o, t.nops);
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return terr(tg, t.o, t.nops);
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}
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}
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Tinn xtbuild(int nips, int nhid, int nops)
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Tinn xtbuild(const int nips, const int nhid, const int nops)
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{
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{
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Tinn t;
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Tinn t;
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// Tinn only supports one hidden layer so there are two biases.
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// Tinn only supports one hidden layer so there are two biases.
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@ -152,7 +152,7 @@ Tinn xtbuild(int nips, int nhid, int nops)
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return t;
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return t;
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}
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}
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void xtsave(const Tinn t, const char* path)
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void xtsave(const Tinn t, const char* const path)
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{
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{
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FILE* const file = efopen(path, "w");
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FILE* const file = efopen(path, "w");
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// Header.
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// Header.
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@ -163,7 +163,7 @@ void xtsave(const Tinn t, const char* path)
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fclose(file);
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fclose(file);
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}
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}
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Tinn xtload(const char* path)
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Tinn xtload(const char* const path)
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{
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{
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FILE* const file = efopen(path, "r");
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FILE* const file = efopen(path, "r");
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int nips = 0;
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int nips = 0;
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4
Tinn.h
4
Tinn.h
@ -30,10 +30,10 @@ Tinn xtbuild(int nips, int nhid, int nops);
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float* xpredict(const Tinn, const float* in);
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float* xpredict(const Tinn, const float* in);
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// Saves the tinn to disk.
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// Saves the tinn to disk.
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void xtsave(const Tinn, const char* path);
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void xtsave(Tinn, const char* path);
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// Loads a new tinn from disk.
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// Loads a new tinn from disk.
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Tinn xtload(const char* path);
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Tinn xtload(const char* path);
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// Frees a tinn from the heap.
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// Frees a tinn from the heap.
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void xtfree(const Tinn);
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void xtfree(Tinn);
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