float getPatTarget (float res);

PAT* DataOrder (PAT* src,int Len, int Ubit, PAT* dest, PAT* test);

void FindMinMax (PAT *src,int Dimens, int Num_elem, float **Out_Array);

void ConvX_AB_01(PAT src);

int *DefineCN (int len);

int getPosition (int Num, int *src, int Len);

void DestroyCN (int *src);

void ShowCurN (int LEN);

float **LocateMemAMM(void);

void FreeAMM (float **src);

void WriteHeaderNet(char *fname, float **src);

void WriteNet (char *fname,int It);

void ReadHeaderNet(char *fname, float **src);

int ReadNet (char *fname, int It);

FILE *OpenFile(char *name);

int CloseFile(FILE *fp);

/* End of common file */

6. Файл автоматической компиляции программы под Unix -“Makefile”.

CC= cc

LIBS= -lm

OBJ= nvclass.o

nvclass: $(OBJ)

$(CC) -o nvclass $(LIBS) $(OBJ)

nvclass.o: nvclass.c

7. Основной модуль - “nvclass.с”

/*

* Neuron Classificator ver 1.0

*/

#include "common.h"

/* =========================

* MAIN MODULE

* =========================

*/

void main (int argc, char *argv[])

{ int i;

char buf[MAXLINE], PrName[20], *ptr;

time_t tim;

time(&tim);

/* UNIX Module */

Dfp = OpenFile(DebugFile);

strcpy(buf,argv[0]);

ptr = strrchr(buf,'/');

ptr++;

strcpy(PrName,ptr);

Debug ("\n\n'%s' - Started %s",PrName,ctime(&tim));

getvalues();

Rfp = OpenFile(ReportFile);

DefineNetStructure(NetStr); /* NetStr string from input file */

getStructure(buf);

Debug ("\nNeyral net %s",buf);

Input = LocPatMemory(NPATTERN);

Work = LocPatMemory(NPATTERN);

Array_MinMax = LocateMemAMM();

Cur_Number = DefineCN (NPATTERN);

printf("\nMetka - 1");

if (Type == TYPE_ONE)

OnlyTestVector ();

if (Type == TYPE_TWO)

TestAfterLearn ();

if (Type == TYPE_THREE)

CheckOneVector ();

if (Type == TYPE_FOUR)

CrossValidation();

time(&tim);

Debug ("\n\n%s - Normal Stoped %s",PrName,ctime(&tim));

CloseFile(Dfp);

CloseFile(Rfp);

FreeAMM (Array_MinMax);

DestroyCN (Cur_Number);

FreePatMemory(Input,NPATTERN);

FreePatMemory(Work, NPATTERN);

}

/*

* ^OnlyTestVectors - read net from (NetworkFile) and test the TestVector(s)

*/

void OnlyTestVector(void)

{ char buf[MAXLINE+1];

STAT **st, *stat;

int i,j;

float Res;

Debug ("\nOnlyTestVector proc start");

Debug ("\n NPATTERN = %d",NPATTERN);

Debug ("\n NTEST = %d",NTEST);

Test = LocPatMemory(NTEST);

ReadPattern(Test,TestVector, NTEST);

/* ShowPattern ("1.tst",Test,NTEST);*/

PrintStatHeader();

st = DefineAllStat (Test,NTEST);

ReadHeaderNet(NetworkFile,Array_MinMax);

if (Scaling == Yes)

{ for (i=0;i<NTEST;i++)

ConvX_AB_01(Test[i]);

}

for (i=0; i < Loop ; i++)

{ Debug("\n----/ STEP = %d /-----",i+1);

Report("\n < Loop %d > ",i+1);

ReadNet(NetworkFile,i+1);

for (j=0;j<NTEST;j++)

{ Res=Forward(Test[j]);

CheckVector(Res,Test[j]);

FillSimpleStatForm(st[j],Res);

}

PrintTestStat(st,NTEST);

}

DestroyAllStat (st,1);

FreePatMemory(Test,NTEST);

}

…

/* ---------------------------------

* Debug to LOG_FILE and to CONSOLE

*/

/* debug for UNIX */

void Debug (char *fmt, .)

{ va_list argptr;

int cnt=0;

if ((Dfp != NULL) && (DEBUG == Yes))

{

va_start(argptr, fmt);

vfprintf(Dfp, fmt, argptr);

fflush (Dfp);

va_end(argptr);

}

}

void Report (char *fmt, .)

{ va_list argptr;

int cnt=0;

if (Rfp != NULL)

{

va_start(argptr, fmt);

vprintf (fmt,argptr);

vfprintf(Rfp, fmt, argptr);

fflush (Rfp);

va_end(argptr);

}

}

/* debug for DOS */

/*

void Debug (char *fmt, .)

{ FILE *file;

va_list argptr;

if (DEBUG == Yes)

{ if ((file = fopen(DebugFile,"a+"))==NULL)

{ fprintf(stderr, "\nCannot open DEBUG file.\n");

exit(1);

}

va_start(argptr, fmt);

vfprintf(file, fmt, argptr);

va_end(argptr);

fclose (file);

}

}

void Report (char *fmt, .)

{ FILE *file;

va_list argptr;

if ((file = fopen(ReportFile,"a+"))==NULL)

{ fprintf(stderr, "Cannot open REPORT file.\n");

exit(1);

}

va_start(argptr, fmt);

vfprintf(file, fmt, argptr);

vprintf(fmt,argptr);

va_end(argptr);

fclose (file);

}

*/

/*

* ^ReadPattern

*/

void ReadPattern (PAT *input, char *name, int Len)

{ int i=0, j=0, id, TmpNp=0, TmpNd=0, Flag=0;

char *buf1="NumOfPattern:";

char *buf2="PatternDimens:";

char str[40],str1[10];

PAT Ptr;

FILE *DataFile;

float tmp;

Debug ("\nReadPattern(%s,%d) - started",name,Len);

Ptr.A =(float*) malloc (NDATA * sizeof(float));

if ((DataFile = fopen(name,"r")) == NULL )

{ Debug("\nCan't read the data file (%s)",name);

fclose(DataFile);

exit (1);

}

if ((strcmp(name,TestVector)) == 0) /* if read TestVector, then read */

Flag = 1; /* only ID and A[i]. (NO Target) */

fscanf(DataFile,"%s %s",str,str1);

if ((strcmp(str,buf1))==0)

TmpNp = atoi (str1);

Debug("\nNumOfPattern = %d",TmpNp);

fscanf(DataFile,"%s %s",str,str1);

if ((strcmp(str,buf2))==0)

TmpNd = atoi (str1);

Debug("\nPatternDimens = %d",TmpNd);

if (TmpNp != Len)

Debug ("\n\tWARNING! - NumOfPattern NOT EQUAL Param (%d != %d)",TmpNp,Len);

if (TmpNd != NDATA)

Debug ("\n\tWARNING! - PatternDimens NOT EQUAL NDATA (%d != %d)",TmpNd,NDATA);

for (i = 0; i < Len; i++)

{fscanf(DataFile,"%d",&id);

Ptr.ID = id;

for (j=0; j < NDATA; j++)

{ fscanf (DataFile,"%f",&tmp);

Ptr.A[j]=tmp;

}

if ( Flag )

tmp = -1;

else

fscanf(DataFile,"%f",&tmp);

Ptr.Target = tmp;

input[i]=patcpy(input[i],Ptr);

}

fclose(DataFile);

}

/*

* ^LocPatMemory - locate memory for (PAT *)

*/

PAT* LocPatMemory(int num)

{ int i;

PAT *src;

src = (PAT *) malloc (num * sizeof(PAT));

for (i=0; i< num; i++)

{src[i].ID = -1;

src[i].A = (float*) malloc (NDATA * sizeof(float));

src[i].Target = -1.0;

}

return (src);

}

void FreePatMemory( PAT* src, int num )

{ int i;

for (i=0;i<num;i++)

free (src[i].A);

free (src);

}

/*

* Copies pattern src to dest.

* Return dest.

*/

PAT patcpy (PAT dest, PAT src)

{ int i;

dest.ID = src.ID;

for (i=0;i<NDATA;i++)