/****************************************************************************** ** Filename: clustertool.c ** Purpose: Misc. tools for use with the clustering routines ** Author: Dan Johnson ** History: 6/6/89, DSJ, Created. ** ** (c) Copyright Hewlett-Packard Company, 1988. ** Licensed under the Apache License, Version 2.0 (the "License"); ** you may not use this file except in compliance with the License. ** You may obtain a copy of the License at ** http://www.apache.org/licenses/LICENSE-2.0 ** Unless required by applicable law or agreed to in writing, software ** distributed under the License is distributed on an "AS IS" BASIS, ** WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. ** See the License for the specific language governing permissions and ** limitations under the License. ******************************************************************************/ //--------------------------Include Files---------------------------------- #include "clusttool.h" #include "const.h" #include "danerror.h" #include "emalloc.h" #include "scanutils.h" #include #include //---------------Global Data Definitions and Declarations-------------------- #define TOKENSIZE 80 //max size of tokens read from an input file #define MAXSAMPLESIZE 65535 //max num of dimensions in feature space //#define MAXBLOCKSIZE 65535 //max num of samples in a character (block size) /*--------------------------------------------------------------------------- Public Code -----------------------------------------------------------------------------*/ /** ReadSampleSize *********************************************************** Parameters: File open text file to read sample size from Globals: None Operation: This routine reads a single integer from the specified file and checks to ensure that it is between 0 and MAXSAMPLESIZE. Return: Sample size Exceptions: ILLEGALSAMPLESIZE illegal format or range History: 6/6/89, DSJ, Created. ******************************************************************************/ uinT16 ReadSampleSize(FILE *File) { int SampleSize; if ((fscanf (File, "%d", &SampleSize) != 1) || (SampleSize < 0) || (SampleSize > MAXSAMPLESIZE)) DoError (ILLEGALSAMPLESIZE, "Illegal sample size"); return (SampleSize); } // ReadSampleSize /** ReadParamDesc ************************************************************* Parameters: File open text file to read N parameter descriptions from N number of parameter descriptions to read Globals: None Operation: This routine reads textual descriptions of sets of parameters which describe the characteristics of feature dimensions. Return: Pointer to an array of parameter descriptors. Exceptions: ILLEGALCIRCULARSPEC ILLEGALESSENTIALSPEC ILLEGALMINMAXSPEC History: 6/6/89, DSJ, Created. ******************************************************************************/ PARAM_DESC *ReadParamDesc(FILE *File, uinT16 N) { int i; PARAM_DESC *ParamDesc; char Token[TOKENSIZE]; ParamDesc = (PARAM_DESC *) Emalloc (N * sizeof (PARAM_DESC)); for (i = 0; i < N; i++) { if (fscanf (File, "%s", Token) != 1) DoError (ILLEGALCIRCULARSPEC, "Illegal circular/linear specification"); if (Token[0] == 'c') ParamDesc[i].Circular = TRUE; else ParamDesc[i].Circular = FALSE; if (fscanf (File, "%s", Token) != 1) DoError (ILLEGALESSENTIALSPEC, "Illegal essential/non-essential spec"); if (Token[0] == 'e') ParamDesc[i].NonEssential = FALSE; else ParamDesc[i].NonEssential = TRUE; if (fscanf (File, "%f%f", &(ParamDesc[i].Min), &(ParamDesc[i].Max)) != 2) DoError (ILLEGALMINMAXSPEC, "Illegal min or max specification"); ParamDesc[i].Range = ParamDesc[i].Max - ParamDesc[i].Min; ParamDesc[i].HalfRange = ParamDesc[i].Range / 2; ParamDesc[i].MidRange = (ParamDesc[i].Max + ParamDesc[i].Min) / 2; } return (ParamDesc); } // ReadParamDesc /** ReadPrototype ************************************************************* Parameters: File open text file to read prototype from N number of dimensions used in prototype Globals: None Operation: This routine reads a textual description of a prototype from the specified file. Return: List of prototypes Exceptions: ILLEGALSIGNIFICANCESPEC ILLEGALSAMPLECOUNT ILLEGALMEANSPEC ILLEGALVARIANCESPEC ILLEGALDISTRIBUTION History: 6/6/89, DSJ, Created. ******************************************************************************/ PROTOTYPE *ReadPrototype(FILE *File, uinT16 N) { char Token[TOKENSIZE]; int Status; PROTOTYPE *Proto; int SampleCount; int i; if ((Status = fscanf (File, "%s", Token)) == 1) { Proto = (PROTOTYPE *) Emalloc (sizeof (PROTOTYPE)); Proto->Cluster = NULL; if (Token[0] == 's') Proto->Significant = TRUE; else Proto->Significant = FALSE; Proto->Style = ReadProtoStyle (File); if ((fscanf (File, "%d", &SampleCount) != 1) || (SampleCount < 0)) DoError (ILLEGALSAMPLECOUNT, "Illegal sample count"); Proto->NumSamples = SampleCount; Proto->Mean = ReadNFloats (File, N, NULL); if (Proto->Mean == NULL) DoError (ILLEGALMEANSPEC, "Illegal prototype mean"); switch (Proto->Style) { case spherical: if (ReadNFloats (File, 1, &(Proto->Variance.Spherical)) == NULL) DoError (ILLEGALVARIANCESPEC, "Illegal prototype variance"); Proto->Magnitude.Spherical = 1.0 / sqrt ((double) (2.0 * PI * Proto->Variance.Spherical)); Proto->TotalMagnitude = pow (Proto->Magnitude.Spherical, (float) N); Proto->LogMagnitude = log ((double) Proto->TotalMagnitude); Proto->Weight.Spherical = 1.0 / Proto->Variance.Spherical; Proto->Distrib = NULL; break; case elliptical: Proto->Variance.Elliptical = ReadNFloats (File, N, NULL); if (Proto->Variance.Elliptical == NULL) DoError (ILLEGALVARIANCESPEC, "Illegal prototype variance"); Proto->Magnitude.Elliptical = (FLOAT32 *) Emalloc (N * sizeof (FLOAT32)); Proto->Weight.Elliptical = (FLOAT32 *) Emalloc (N * sizeof (FLOAT32)); Proto->TotalMagnitude = 1.0; for (i = 0; i < N; i++) { Proto->Magnitude.Elliptical[i] = 1.0 / sqrt ((double) (2.0 * PI * Proto->Variance.Elliptical[i])); Proto->Weight.Elliptical[i] = 1.0 / Proto->Variance.Elliptical[i]; Proto->TotalMagnitude *= Proto->Magnitude.Elliptical[i]; } Proto->LogMagnitude = log ((double) Proto->TotalMagnitude); Proto->Distrib = NULL; break; case mixed: Proto->Distrib = (DISTRIBUTION *) Emalloc (N * sizeof (DISTRIBUTION)); for (i = 0; i < N; i++) { if (fscanf (File, "%s", Token) != 1) DoError (ILLEGALDISTRIBUTION, "Illegal prototype distribution"); switch (Token[0]) { case 'n': Proto->Distrib[i] = normal; break; case 'u': Proto->Distrib[i] = uniform; break; case 'r': Proto->Distrib[i] = D_random; break; default: DoError (ILLEGALDISTRIBUTION, "Illegal prototype distribution"); } } Proto->Variance.Elliptical = ReadNFloats (File, N, NULL); if (Proto->Variance.Elliptical == NULL) DoError (ILLEGALVARIANCESPEC, "Illegal prototype variance"); Proto->Magnitude.Elliptical = (FLOAT32 *) Emalloc (N * sizeof (FLOAT32)); Proto->Weight.Elliptical = (FLOAT32 *) Emalloc (N * sizeof (FLOAT32)); Proto->TotalMagnitude = 1.0; for (i = 0; i < N; i++) { switch (Proto->Distrib[i]) { case normal: Proto->Magnitude.Elliptical[i] = 1.0 / sqrt ((double) (2.0 * PI * Proto->Variance.Elliptical[i])); Proto->Weight.Elliptical[i] = 1.0 / Proto->Variance.Elliptical[i]; break; case uniform: case D_random: Proto->Magnitude.Elliptical[i] = 1.0 / (2.0 * Proto->Variance.Elliptical[i]); break; } Proto->TotalMagnitude *= Proto->Magnitude.Elliptical[i]; } Proto->LogMagnitude = log ((double) Proto->TotalMagnitude); break; } return (Proto); } else if (Status == EOF) return (NULL); else { DoError (ILLEGALSIGNIFICANCESPEC, "Illegal significance specification"); return (NULL); } } // ReadPrototype /* ReadProtoStyle ************************************************************* Parameters: File open text file to read prototype style from Globals: None Operation: This routine reads an single token from the specified text file and interprets it as a prototype specification. Return: Prototype style read from text file Exceptions: ILLEGALSTYLESPEC illegal prototype style specification History: 6/8/89, DSJ, Created. *******************************************************************************/ PROTOSTYLE ReadProtoStyle(FILE *File) { char Token[TOKENSIZE]; PROTOSTYLE Style; if (fscanf (File, "%s", Token) != 1) DoError (ILLEGALSTYLESPEC, "Illegal prototype style specification"); switch (Token[0]) { case 's': Style = spherical; break; case 'e': Style = elliptical; break; case 'm': Style = mixed; break; case 'a': Style = automatic; break; default: Style = elliptical; DoError (ILLEGALSTYLESPEC, "Illegal prototype style specification"); } return (Style); } // ReadProtoStyle /** ReadNFloats ************************************************************* Parameters: File open text file to read floats from N number of floats to read Buffer pointer to buffer to place floats into Globals: None Operation: This routine reads N floats from the specified text file and places them into Buffer. If Buffer is NULL, a buffer is created and passed back to the caller. If EOF is encountered before any floats can be read, NULL is returned. Return: Pointer to buffer holding floats or NULL if EOF Exceptions: ILLEGALFLOAT History: 6/6/89, DSJ, Created. ******************************************************************************/ FLOAT32 * ReadNFloats (FILE * File, uinT16 N, FLOAT32 Buffer[]) { int i; int NumFloatsRead; if (Buffer == NULL) Buffer = (FLOAT32 *) Emalloc (N * sizeof (FLOAT32)); for (i = 0; i < N; i++) { NumFloatsRead = fscanf (File, "%f", &(Buffer[i])); if (NumFloatsRead != 1) { if ((NumFloatsRead == EOF) && (i == 0)) return (NULL); else DoError (ILLEGALFLOAT, "Illegal float specification"); } } return (Buffer); } // ReadNFloats /** WriteParamDesc ************************************************************ Parameters: File open text file to write param descriptors to N number of param descriptors to write ParamDesc array of param descriptors to write Globals: None Operation: This routine writes an array of dimension descriptors to the specified text file. Return: None Exceptions: None History: 6/6/89, DSJ, Created. ******************************************************************************/ void WriteParamDesc (FILE * File, uinT16 N, PARAM_DESC ParamDesc[]) { int i; for (i = 0; i < N; i++) { if (ParamDesc[i].Circular) fprintf (File, "circular "); else fprintf (File, "linear "); if (ParamDesc[i].NonEssential) fprintf (File, "non-essential "); else fprintf (File, "essential "); fprintf (File, "%10.6f %10.6f\n", ParamDesc[i].Min, ParamDesc[i].Max); } } // WriteParamDesc /** WritePrototype ************************************************************ Parameters: File open text file to write prototype to N number of dimensions in feature space Proto prototype to write out Globals: None Operation: This routine writes a textual description of a prototype to the specified text file. Return: None Exceptions: None History: 6/12/89, DSJ, Created. *******************************************************************************/ void WritePrototype(FILE *File, uinT16 N, PROTOTYPE *Proto) { int i; if (Proto->Significant) fprintf (File, "significant "); else fprintf (File, "insignificant "); WriteProtoStyle (File, (PROTOSTYLE) Proto->Style); fprintf (File, "%6d\n\t", Proto->NumSamples); WriteNFloats (File, N, Proto->Mean); fprintf (File, "\t"); switch (Proto->Style) { case spherical: WriteNFloats (File, 1, &(Proto->Variance.Spherical)); break; case elliptical: WriteNFloats (File, N, Proto->Variance.Elliptical); break; case mixed: for (i = 0; i < N; i++) switch (Proto->Distrib[i]) { case normal: fprintf (File, " %9s", "normal"); break; case uniform: fprintf (File, " %9s", "uniform"); break; case D_random: fprintf (File, " %9s", "random"); break; } fprintf (File, "\n\t"); WriteNFloats (File, N, Proto->Variance.Elliptical); } } // WritePrototype /** WriteNFloats *********************************************************** Parameters: File open text file to write N floats to N number of floats to write Array array of floats to write Globals: None Operation: This routine writes a text representation of N floats from an array to a file. All of the floats are placed on one line. Return: None Exceptions: None History: 6/6/89, DSJ, Created. ****************************************************************************/ void WriteNFloats (FILE * File, uinT16 N, FLOAT32 Array[]) { int i; for (i = 0; i < N; i++) fprintf (File, " %9.6f", Array[i]); fprintf (File, "\n"); } // WriteNFloats /** WriteProtoSyle ********************************************************** Parameters: File open text file to write prototype style to ProtoStyle prototype style to write Globals: None Operation: This routine writes to the specified text file a word which represents the ProtoStyle. It does not append a carriage return to the end. Return: None Exceptions: None History: 6/8/89, DSJ, Created. ****************************************************************************/ void WriteProtoStyle(FILE *File, PROTOSTYLE ProtoStyle) { switch (ProtoStyle) { case spherical: fprintf (File, "spherical"); break; case elliptical: fprintf (File, "elliptical"); break; case mixed: fprintf (File, "mixed"); break; case automatic: fprintf (File, "automatic"); break; } } // WriteProtoStyle /*---------------------------------------------------------------------------*/ void WriteProtoList( FILE *File, uinT16 N, PARAM_DESC ParamDesc[], LIST ProtoList, BOOL8 WriteSigProtos, BOOL8 WriteInsigProtos) /* ** Parameters: ** File open text file to write prototypes to ** N number of dimensions in feature space ** ParamDesc descriptions for each dimension ** ProtoList list of prototypes to be written ** WriteSigProtos TRUE to write out significant prototypes ** WriteInsigProtos TRUE to write out insignificants ** Globals: ** None ** Operation: ** This routine writes a textual description of each prototype ** in the prototype list to the specified file. It also ** writes a file header which includes the number of dimensions ** in feature space and the descriptions for each dimension. ** Return: ** None ** Exceptions: ** None ** History: ** 6/12/89, DSJ, Created. */ { PROTOTYPE *Proto; /* write file header */ fprintf(File,"%0d\n",N); WriteParamDesc(File,N,ParamDesc); /* write prototypes */ iterate(ProtoList) { Proto = (PROTOTYPE *) first_node ( ProtoList ); if (( Proto->Significant && WriteSigProtos ) || ( ! Proto->Significant && WriteInsigProtos ) ) WritePrototype( File, N, Proto ); } } /* WriteProtoList */ /** UniformRandomNumber ******************************************************** Parameters: MMin lower range of uniform distribution MMax upper range of uniform distribution Globals: None Operation: This routine computes a random number which comes from a uniform distribution over the range from MMin to MMax. Return: Uniform random number Exceptions: None History: 6/6/89, DSJ, Created. *******************************************************************************/ FLOAT32 UniformRandomNumber(FLOAT32 MMin, FLOAT32 MMax) { double fake_drand48(); FLOAT32 RandomNumber; RandomNumber = fake_drand48 (); return (MMin + (RandomNumber * (MMax - MMin))); } // UniformRandomNumber /** drand48 ************************************************************* Cheap replacement for drand48 which is not available on the PC. **********************************************************************/ double fake_drand48() { return rand () / (RAND_MAX + 1.0); }