dict/permute.cpp

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/*----------------------------------------------------------------------
            I n c l u d e s
---------------------------------------------------------------------*/
#include "permute.h"
#include "globals.h"
#include "permdawg.h"
#include "debug.h"
#include "tordvars.h"
#include "hyphen.h"
#include "stopper.h"
#include "trie.h"
#include "context.h"
#include "permnum.h"
#include "freelist.h"
#include "callcpp.h"

#include <math.h>

int permutation_count;
/*----------------------------------------------------------------------
              V a r i a b l e s
----------------------------------------------------------------------*/
#define MAX_NUM_EDGES          60000

#define MAX_DOC_EDGES          250000

#define RESERVED_DOC_EDGES     10000

#define MAX_USER_EDGES         80000

#define USER_RESERVED_EDGES    2000

#define NON_WERD               1.25

#define GARBAGE_STRING         1.5

#define MAX_PERM_LENGTH         128

static EDGE_ARRAY pending_words;
static EDGE_ARRAY document_words;
static EDGE_ARRAY user_words;
static EDGE_ARRAY word_dawg;

make_toggle_var (adjust_debug, 0, make_adjust_debug,
8, 13, set_adjust_debug, "Adjustment Debug");
make_toggle_var (compound_debug, 0, make_compound_debug,
8, 14, set_compound_debug, "Compound Debug");
make_float_var (non_word, NON_WERD, make_non_word,
8, 20, set_non_word, "Non-word adjustment");
make_float_var (garbage, GARBAGE_STRING, make_garbage,
8, 21, set_garbage, "Garbage adjustment");
make_toggle_var (save_doc_words, 0, make_doc_words,
8, 22, set_doc_words, "Save Document Words ");
make_toggle_var (doc_dict_enable, 1, make_doc_dict,
8, 25, set_doc_dict, "Enable Document Dictionary ");
/* PREV DEFAULT 0 */
int permute_only_top = 0;

static INT32 bigram_counts[256][3] = {
  {                              //0x0=.
    0, 0, 0
  },
  {                              //0x1=.
    0, 0, 0
  },
  {                              //0x2=.
    0, 0, 0
  },
  {                              //0x3=.
    0, 0, 0
  },
  {                              //0x4=.
    0, 0, 0
  },
  {                              //0x5=.
    0, 0, 0
  },
  {                              //0x6=.
    0, 0, 0
  },
  {                              //0x7=.
    0, 0, 0
  },
  {                              //0x8=.
    0, 0, 0
  },
  {                              //0x9=.
    0, 0, 0
  },
  {                              //0xa=.
    93, 28, 0
  },
  {                              //0xb=.
    0, 0, 0
  },
  {                              //0xc=.
    0, 0, 0
  },
  {                              //0xd=.
    0, 0, 0
  },
  {                              //0xe=.
    0, 0, 0
  },
  {                              //0xf=.
    0, 0, 0
  },
  {                              //0x10=.
    0, 0, 0
  },
  {                              //0x11=.
    0, 0, 0
  },
  {                              //0x12=.
    0, 0, 0
  },
  {                              //0x13=.
    0, 0, 0
  },
  {                              //0x14=.
    0, 0, 0
  },
  {                              //0x15=.
    0, 0, 0
  },
  {                              //0x16=.
    0, 0, 0
  },
  {                              //0x17=.
    0, 0, 0
  },
  {                              //0x18=.
    0, 0, 0
  },
  {                              //0x19=.
    0, 0, 0
  },
  {                              //0x1a=.
    0, 0, 0
  },
  {                              //0x1b=.
    0, 0, 0
  },
  {                              //0x1c=.
    0, 0, 0
  },
  {                              //0x1d=.
    0, 0, 0
  },
  {                              //0x1e=.
    0, 0, 0
  },
  {                              //0x1f=.
    0, 0, 0
  },
  {                              //0x20=
    324, 377, 2
  },
  {                              //0x21=!
    2, 1, 0
  },
  {                              //0x22="
    2, 1, 0
  },
  {                              //0x23=#
    1, 0, 1
  },
  {                              //0x24=$
    2, 1, 0
  },
  {                              //0x25=%
    2, 0, 0
  },
  {                              //0x26=&
    2, 1, 0
  },
  {                              //0x27='
    1, 21, 8
  },
  {                              //0x28=(
    2, 1, 0
  },
  {                              //0x29=)
    19, 0, 0
  },
  {                              //0x2a=*
    2, 1, 0
  },
  {                              //0x2b=+
    1, 0, 0
  },
  {                              //0x2c=,
    75, 4, 0
  },
  {                              //0x2d=-
    52, 7, 0
  },
  {                              //0x2e=.
    190, 16, 3
  },
  {                              //0x2f=/
    53, 2, 0
  },
  {                              //0x30=0
    399, 0, 0
  },
  {                              //0x31=1
    220, 0, 0
  },
  {                              //0x32=2
    226, 0, 0
  },
  {                              //0x33=3
    128, 0, 0
  },
  {                              //0x34=4
    147, 0, 0
  },
  {                              //0x35=5
    179, 0, 1
  },
  {                              //0x36=6
    173, 0, 0
  },
  {                              //0x37=7
    115, 0, 0
  },
  {                              //0x38=8
    107, 0, 0
  },
  {                              //0x39=9
    934, 0, 1
  },
  {                              //0x3a=:
    27, 0, 1
  },
  {                              //0x3b=;
    2, 1, 0
  },
  {                              //0x3c=<
    2, 1, 0
  },
  {                              //0x3d==
    2, 1, 0
  },
  {                              //0x3e=>
    2, 1, 0
  },
  {                              //0x3f=?
    2, 1, 0
  },
  {                              //0x40=@
    2, 1, 0
  },
  {                              //0x41=A
    3, 1, 0
  },
  {                              //0x42=B
    1, 73, 0
  },
  {                              //0x43=C
    1, 6, 0
  },
  {                              //0x44=D
    1, 24, 0
  },
  {                              //0x45=E
    1, 2, 0
  },
  {                              //0x46=F
    1, 19, 0
  },
  {                              //0x47=G
    1, 2, 0
  },
  {                              //0x48=H
    3, 2, 1
  },
  {                              //0x49=I
    0, 68, 0
  },
  {                              //0x4a=J
    1, 2, 0
  },
  {                              //0x4b=K
    1, 2, 0
  },
  {                              //0x4c=L
    1, 82, 0
  },
  {                              //0x4d=M
    10, 10, 0
  },
  {                              //0x4e=N
    3, 239, 0
  },
  {                              //0x4f=O
    1, 10, 0
  },
  {                              //0x50=P
    0, 1, 3
  },
  {                              //0x51=Q
    2, 3, 0
  },
  {                              //0x52=R
    1, 43, 0
  },
  {                              //0x53=S
    1, 53, 0
  },
  {                              //0x54=T
    2, 18, 0
  },
  {                              //0x55=U
    1, 2, 0
  },
  {                              //0x56=V
    1, 17, 0
  },
  {                              //0x57=W
    1, 5, 0
  },
  {                              //0x58=X
    1, 6, 0
  },
  {                              //0x59=Y
    1, 2, 0
  },
  {                              //0x5a=Z
    1, 2, 0
  },
  {                              //0x5b=[
    2, 1, 0
  },
  {                              //0x5c=backslash
    2, 1, 0
  },
  {                              //0x5d=]
    2, 1, 0
  },
  {                              //0x5e=^
    2, 1, 0
  },
  {                              //0x5f=_
    2, 1, 0
  },
  {                              //0x60=`
    1, 0, 2
  },
  {                              //0x61=a
    0, 0, 671
  },
  {                              //0x62=b
    0, 1, 16
  },
  {                              //0x63=c
    0, 2, 1
  },
  {                              //0x64=d
    0, 14, 0
  },
  {                              //0x65=e
    0, 0, 763
  },
  {                              //0x66=f
    0, 186, 0
  },
  {                              //0x67=g
    0, 2, 1
  },
  {                              //0x68=h
    0, 2, 1
  },
  {                              //0x69=i
    0, 0, 818
  },
  {                              //0x6a=j
    0, 2, 1
  },
  {                              //0x6b=k
    0, 4, 1
  },
  {                              //0x6c=l
    0, 26, 3
  },
  {                              //0x6d=m
    0, 69, 0
  },
  {                              //0x6e=n
    0, 885, 0
  },
  {                              //0x6f=o
    0, 17, 722
  },
  {                              //0x70=p
    0, 1, 5
  },
  {                              //0x71=q
    2, 1, 0
  },
  {                              //0x72=r
    0, 21, 0
  },
  {                              //0x73=s
    3, 49, 0
  },
  {                              //0x74=t
    0, 219, 5
  },
  {                              //0x75=u
    0, 0, 56
  },
  {                              //0x76=v
    0, 4, 0
  },
  {                              //0x77=w
    0, 2, 1
  },
  {                              //0x78=x
    0, 2, 1
  },
  {                              //0x79=y
    0, 1, 23
  },
  {                              //0x7a=z
    0, 2, 1
  },
  {                              //0x7b={
    2, 1, 0
  },
  {                              //0x7c=|
    59, 0, 3
  },
  {                              //0x7d=}
    2, 1, 0
  },
  {                              //0x7e=~
    2, 1, 0
  },
  {                              //0x7f=.
    0, 0, 0
  },
  {                              //0x80=.
    0, 0, 0
  },
  {                              //0x81=.
    0, 0, 0
  },
  {                              //0x82=.
    0, 0, 0
  },
  {                              //0x83=.
    0, 0, 0
  },
  {                              //0x84=.
    0, 0, 0
  },
  {                              //0x85=.
    0, 0, 0
  },
  {                              //0x86=.
    0, 0, 0
  },
  {                              //0x87=.
    0, 0, 0
  },
  {                              //0x88=.
    0, 0, 0
  },
  {                              //0x89=.
    0, 0, 0
  },
  {                              //0x8a=.
    0, 0, 0
  },
  {                              //0x8b=.
    0, 0, 0
  },
  {                              //0x8c=.
    0, 0, 0
  },
  {                              //0x8d=.
    0, 0, 0
  },
  {                              //0x8e=.
    0, 0, 0
  },
  {                              //0x8f=.
    0, 0, 0
  },
  {                              //0x90=.
    0, 0, 0
  },
  {                              //0x91=.
    0, 0, 0
  },
  {                              //0x92=.
    0, 0, 0
  },
  {                              //0x93=.
    0, 0, 0
  },
  {                              //0x94=.
    0, 0, 0
  },
  {                              //0x95=.
    0, 0, 0
  },
  {                              //0x96=.
    0, 0, 0
  },
  {                              //0x97=.
    0, 0, 0
  },
  {                              //0x98=.
    0, 0, 0
  },
  {                              //0x99=.
    0, 0, 0
  },
  {                              //0x9a=.
    0, 0, 0
  },
  {                              //0x9b=.
    0, 0, 0
  },
  {                              //0x9c=.
    0, 0, 0
  },
  {                              //0x9d=.
    0, 0, 0
  },
  {                              //0x9e=.
    0, 0, 0
  },
  {                              //0x9f=.
    0, 0, 0
  },
  {                              //0xa0=.
    0, 0, 0
  },
  {                              //0xa1=.
    0, 0, 0
  },
  {                              //0xa2=.
    0, 0, 0
  },
  {                              //0xa3=.
    0, 0, 0
  },
  {                              //0xa4=.
    0, 0, 0
  },
  {                              //0xa5=.
    0, 0, 0
  },
  {                              //0xa6=.
    0, 0, 0
  },
  {                              //0xa7=.
    0, 0, 0
  },
  {                              //0xa8=.
    0, 0, 0
  },
  {                              //0xa9=.
    0, 0, 0
  },
  {                              //0xaa=.
    0, 0, 0
  },
  {                              //0xab=.
    0, 0, 0
  },
  {                              //0xac=.
    0, 0, 0
  },
  {                              //0xad=.
    0, 0, 0
  },
  {                              //0xae=.
    0, 0, 0
  },
  {                              //0xaf=.
    0, 0, 0
  },
  {                              //0xb0=.
    0, 0, 0
  },
  {                              //0xb1=.
    0, 0, 0
  },
  {                              //0xb2=.
    0, 0, 0
  },
  {                              //0xb3=.
    0, 0, 0
  },
  {                              //0xb4=.
    0, 0, 0
  },
  {                              //0xb5=.
    0, 0, 0
  },
  {                              //0xb6=.
    0, 0, 0
  },
  {                              //0xb7=.
    0, 0, 0
  },
  {                              //0xb8=.
    0, 0, 0
  },
  {                              //0xb9=.
    0, 0, 0
  },
  {                              //0xba=.
    0, 0, 0
  },
  {                              //0xbb=.
    0, 0, 0
  },
  {                              //0xbc=.
    0, 0, 0
  },
  {                              //0xbd=.
    0, 0, 0
  },
  {                              //0xbe=.
    0, 0, 0
  },
  {                              //0xbf=.
    0, 0, 0
  },
  {                              //0xc0=.
    0, 0, 0
  },
  {                              //0xc1=.
    0, 0, 0
  },
  {                              //0xc2=.
    0, 0, 0
  },
  {                              //0xc3=.
    0, 0, 0
  },
  {                              //0xc4=.
    0, 0, 0
  },
  {                              //0xc5=.
    0, 0, 0
  },
  {                              //0xc6=.
    0, 0, 0
  },
  {                              //0xc7=.
    0, 0, 0
  },
  {                              //0xc8=.
    0, 0, 0
  },
  {                              //0xc9=.
    0, 0, 0
  },
  {                              //0xca=.
    0, 0, 0
  },
  {                              //0xcb=.
    0, 0, 0
  },
  {                              //0xcc=.
    0, 0, 0
  },
  {                              //0xcd=.
    0, 0, 0
  },
  {                              //0xce=.
    0, 0, 0
  },
  {                              //0xcf=.
    0, 0, 0
  },
  {                              //0xd0=.
    0, 0, 0
  },
  {                              //0xd1=.
    0, 0, 0
  },
  {                              //0xd2=.
    0, 0, 0
  },
  {                              //0xd3=.
    0, 0, 0
  },
  {                              //0xd4=.
    0, 0, 0
  },
  {                              //0xd5=.
    0, 0, 0
  },
  {                              //0xd6=.
    0, 0, 0
  },
  {                              //0xd7=.
    0, 0, 0
  },
  {                              //0xd8=.
    0, 0, 0
  },
  {                              //0xd9=.
    0, 0, 0
  },
  {                              //0xda=.
    0, 0, 0
  },
  {                              //0xdb=.
    0, 0, 0
  },
  {                              //0xdc=.
    0, 0, 0
  },
  {                              //0xdd=.
    0, 0, 0
  },
  {                              //0xde=.
    0, 0, 0
  },
  {                              //0xdf=.
    0, 0, 0
  },
  {                              //0xe0=.
    0, 0, 0
  },
  {                              //0xe1=.
    0, 0, 0
  },
  {                              //0xe2=.
    0, 0, 0
  },
  {                              //0xe3=.
    0, 0, 0
  },
  {                              //0xe4=.
    0, 0, 0
  },
  {                              //0xe5=.
    0, 0, 0
  },
  {                              //0xe6=.
    0, 0, 0
  },
  {                              //0xe7=.
    0, 0, 0
  },
  {                              //0xe8=.
    0, 0, 0
  },
  {                              //0xe9=.
    0, 0, 0
  },
  {                              //0xea=.
    0, 0, 0
  },
  {                              //0xeb=.
    0, 0, 0
  },
  {                              //0xec=.
    0, 0, 0
  },
  {                              //0xed=.
    0, 0, 0
  },
  {                              //0xee=.
    0, 0, 0
  },
  {                              //0xef=.
    0, 0, 0
  },
  {                              //0xf0=.
    0, 0, 0
  },
  {                              //0xf1=.
    0, 0, 0
  },
  {                              //0xf2=.
    0, 0, 0
  },
  {                              //0xf3=.
    0, 0, 0
  },
  {                              //0xf4=.
    0, 0, 0
  },
  {                              //0xf5=.
    0, 0, 0
  },
  {                              //0xf6=.
    0, 0, 0
  },
  {                              //0xf7=.
    0, 0, 0
  },
  {                              //0xf8=.
    0, 0, 0
  },
  {                              //0xf9=.
    0, 0, 0
  },
  {                              //0xfa=.
    0, 0, 0
  },
  {                              //0xfb=.
    0, 0, 0
  },
  {                              //0xfc=.
    0, 0, 0
  },
  {                              //0xfd=.
    0, 0, 0
  },
  {                              //0xfe=.
    0, 0, 0
  },
  {                              //0xff=.
    0, 0, 0
  },
};

//extern "C" double permuter_pending_threshold;

#define SIM_CERTAINTY_SCALE  -10.0

#define SIM_CERTAINTY_OFFSET -10.0

#define SIMILARITY_FLOOR     100.0
/*----------------------------------------------------------------------
              F u n c t i o n s
----------------------------------------------------------------------*/

int good_choice(A_CHOICE *choice) { 
  register float certainty;
  if (choice == NULL)
    return (FALSE);
  if (similarity_enable) {
    if ((class_probability (choice) + 1) * class_certainty (choice) >
      SIMILARITY_FLOOR)
      return (FALSE);
    certainty =
      SIM_CERTAINTY_OFFSET +
      class_probability (choice) * SIM_CERTAINTY_SCALE;
  }

  else {
    certainty = class_certainty (choice);
  }
  if (certainty > certainty_threshold) {
    return (TRUE);
  }

  else {
    return (FALSE);
  }
}


void add_document_word(A_CHOICE *best_choice) { 
  char filename[CHARS_PER_LINE];
  FILE *doc_word_file;
  char *string;
  int stringlen;                 //length of word

  string = class_string (best_choice);
  stringlen = strlen (string);

  if (!doc_dict_enable
    || valid_word (string) || CurrentWordAmbig () || stringlen < 2)
    return;

  if (!good_choice (best_choice) || stringlen == 2) {
    if (class_certainty (best_choice) < permuter_pending_threshold)
      return;
    if (!word_in_dawg (pending_words, string)) {
      if (stringlen > 2 || isupper (string[0]) && isupper (string[1]))
        add_word_to_dawg(pending_words,
                         string,
                         MAX_DOC_EDGES,
                         RESERVED_DOC_EDGES);
      return;
    }
  }

  if (save_doc_words) {
    strcpy(filename, imagefile);
    strcat (filename, ".doc");
    doc_word_file = open_file (filename, "a");
    fprintf (doc_word_file, "%s\n", string);
    fclose(doc_word_file);
  }
  add_word_to_dawg(document_words, string, MAX_DOC_EDGES, RESERVED_DOC_EDGES);
  case_sensative = FALSE;
}


void
adjust_non_word (A_CHOICE * best_choice, float certainties[]) {
  char *this_word;
  float adjust_factor;

  if (adjust_debug)
    cprintf ("%s %4.2f ",
      class_string (best_choice), class_probability (best_choice));

  this_word = class_string (best_choice);

  class_probability (best_choice) += RATING_PAD;
  if (case_ok (this_word) && punctuation_ok (this_word) != -1) {
    class_probability (best_choice) *= non_word;
    adjust_factor = non_word;
    if (adjust_debug)
      cprintf (", %4.2f ", non_word);
  }
  else {
    class_probability (best_choice) *= garbage;
    adjust_factor = garbage;
    if (adjust_debug) {
      if (!case_ok (this_word))
        cprintf (", C");
      if (punctuation_ok (this_word) == -1)
        cprintf (", P");
      cprintf (", %4.2f ", garbage);
    }
  }

  class_probability (best_choice) -= RATING_PAD;

  LogNewWordChoice(best_choice, adjust_factor, certainties);

  if (adjust_debug)
    cprintf (" --> %4.2f\n", class_probability (best_choice));
}


void init_permute() {
  char name[1024];
  make_adjust_debug();
  make_compound_debug();
  make_non_word();
  make_garbage();
  make_doc_words();
  make_doc_dict();

  init_permdawg();
  init_permnum();

#ifdef TEXT_VERBOSE
  // gets a 'g', see ccmain/tesseractmain.dox
  cprintf("g");
#endif

  word_dawg = (EDGE_ARRAY) memalloc (sizeof (EDGE_RECORD) * MAX_NUM_EDGES);
  strcpy(name, demodir);
  strcat (name, "tessdata/word-dawg");
  read_squished_dawg(name, word_dawg, MAX_NUM_EDGES);

  document_words =
    (EDGE_ARRAY) memalloc (sizeof (EDGE_RECORD) * MAX_DOC_EDGES);
  initialize_dawg(document_words, MAX_DOC_EDGES);

  pending_words =
    (EDGE_ARRAY) memalloc (sizeof (EDGE_RECORD) * MAX_DOC_EDGES);
  initialize_dawg(pending_words, MAX_DOC_EDGES);

  user_words = (EDGE_ARRAY) memalloc (sizeof (EDGE_RECORD) * MAX_USER_EDGES);
  strcpy(name, demodir);
  strcat (name, "tessdata/user-words");
  read_word_list(name, user_words, MAX_USER_EDGES, USER_RESERVED_EDGES);
  case_sensative = FALSE;
}

void end_permute() {
  memfree(word_dawg);
  word_dawg = NULL;
  memfree(document_words);
  document_words =  NULL;
  memfree(pending_words);
  pending_words = NULL;
  memfree(user_words);
  user_words = NULL;
}

A_CHOICE *permute_all(CHOICES_LIST char_choices,
                      float rating_limit,
                      A_CHOICE *raw_choice) {
  A_CHOICE *result_1;
  A_CHOICE *result_2 = NULL;
  BOOL8 any_alpha;

  result_1 = permute_top_choice (char_choices, rating_limit, raw_choice,
    &any_alpha);
  if (result_1 == NULL)
    return (NULL);
  if (permute_only_top)
    return result_1;
  if (any_alpha && array_count (char_choices) <= 20) {
    result_2 = permute_words (char_choices, rating_limit);

    if (class_probability (result_1) < class_probability (result_2)
    || class_string (result_2) == NULL) {
      free_choice(result_2);
    }
    else {
      free_choice(result_1);
      result_1 = result_2;
    }
  }

  result_2 = number_permute_and_select (char_choices, rating_limit);

  if (class_probability (result_1) < class_probability (result_2)
  || class_string (result_2) == NULL) {
    free_choice(result_2);
  }
  else {
    free_choice(result_1);
    result_1 = result_2;
  }

  result_2 = permute_compound_words (char_choices, rating_limit);

  if (!result_2 ||
    class_probability (result_1) < class_probability (result_2)
  || class_string (result_2) == NULL) {
    free_choice(result_2);
  }
  else {
    free_choice(result_1);
    result_1 = result_2;
  }

  return (result_1);
}


void permute_characters(CHOICES_LIST char_choices,
                        float limit,
                        A_CHOICE *best_choice,
                        A_CHOICE *raw_choice) {
  A_CHOICE *this_choice;

  permutation_count++;           /* Global counter */

  this_choice = permute_all (char_choices, limit, raw_choice);

  if (this_choice &&
  class_probability (this_choice) < class_probability (best_choice)) {
    clone_choice(best_choice, this_choice);
  }
  free_choice(this_choice);

  if (display_ratings)
    cprintf ("permute_characters:   %-15s %4.2f %4.2f\n",
      class_string (best_choice),
      class_probability (best_choice), class_certainty (best_choice));
}


A_CHOICE *permute_compound_words(CHOICES_LIST character_choices,
                                 float rating_limit) {
  A_CHOICE *first_choice;
  A_CHOICE *best_choice = NULL;
  char word[MAX_WERD_LENGTH + 1];
  float rating = 0;
  float certainty = 10000;
  char char_choice;
  int x;
  int first_index = 0;
  char *ptr;

  word[0] = '\0';

  if (array_count (character_choices) > MAX_WERD_LENGTH) {
    return (new_choice (NULL, MAX_FLOAT32, -MAX_FLOAT32, -1, NO_PERM));
  }

  array_loop(character_choices, x) {

    first_choice =
      (A_CHOICE *) first ((CHOICES) array_value (character_choices, x));

    ptr = class_string (first_choice);
    char_choice = ptr != NULL ? *ptr : '\0';
    if (x > first_index && (char_choice == '-' || char_choice == '/')) {
      if (compound_debug)
        cprintf ("Hyphenated word found\n");

      permute_subword (character_choices, rating_limit,
        first_index, x - 1, word, &rating, &certainty);

      if (rating > rating_limit)
        break;
      first_index = x + 1;
      strcat (word, class_string (first_choice));
      rating += class_probability (first_choice);
      certainty = min (class_certainty (first_choice), certainty);
    }
  }

  if (first_index > 0 && first_index < x && rating <= rating_limit) {
    permute_subword (character_choices, rating_limit,
      first_index, x - 1, word, &rating, &certainty);

    best_choice = new_choice (word, rating, certainty, -1, COMPOUND_PERM);
  }
  return (best_choice);
}


void permute_subword(CHOICES_LIST character_choices,
                     float rating_limit,
                     int start,
                     int end,
                     char *word,
                     float *rating,
                     float *certainty) {
  int x;
  A_CHOICE *best_choice = NULL;
  A_CHOICE raw_choice;
  CHOICES_LIST subchoices;
  CHOICES choices;
  char this_char;
  char *ptr;

  DisableChoiceAccum();
  raw_choice.string = NULL;
  raw_choice.rating = MAX_INT16;
  raw_choice.certainty = -MAX_INT16;

  subchoices = new_choice_list ();
  for (x = start; x <= end; x++) {
    choices = (CHOICES) array_value (character_choices, x);
    ptr = best_string (choices);
    this_char = ptr != NULL ? *ptr : '\0';
    if (this_char != '-' && this_char != '/') {
      subchoices = array_push (subchoices, choices);
    } else {
      const char* str = best_string(choices);
      strcat (word, str);
    }
  }

  if (array_count (subchoices)) {
    if (compound_debug)
      dawg_debug = TRUE;
    best_choice = permute_all (subchoices, rating_limit, &raw_choice);
    if (compound_debug)
      dawg_debug = FALSE;

    if (best_choice && class_string (best_choice)) {
      strcat (word, class_string (best_choice));
      *rating += class_probability (best_choice);
      *certainty = min (class_certainty (best_choice), *certainty);
    }
    else {
      *rating = MAX_FLOAT32;
    }
  }
  else {
    *rating = MAX_FLOAT32;
  }

  free_choice_list(subchoices);
  if (best_choice)
    free_choice(best_choice);

  if (compound_debug && *rating < MAX_FLOAT32) {
    cprintf ("Subword permuted = %s, %5.2f, %5.2f\n\n",
      word, *rating, *certainty);
  }
  if (raw_choice.string)
    strfree(raw_choice.string);

  /* Sets flag used to disable accumulation of word choices during
  compound word permutation. LogNewRawChoice */
  EnableChoiceAccum();
}


A_CHOICE *permute_top_choice(CHOICES_LIST character_choices,
                             float rating_limit,
                             A_CHOICE *raw_choice,
                             BOOL8 *any_alpha) {
  CHOICES char_list;
  A_CHOICE *first_choice;
  A_CHOICE *best_choice;
  A_CHOICE *other_choice;
  char *ptr;
  char first_char;               //first choice
  char second_char;              //second choice
  char third_char;               //third choice
  char prev_char = '\0';         //prev in word
  char next_char = '\0';         //next in word
  char next_next_char = '\0';    //after next next in word

  char word[MAX_PERM_LENGTH + 1];
  char capital_word[MAX_PERM_LENGTH + 1];
  char lower_word[MAX_PERM_LENGTH + 1];
  int x;
  BOOL8 char_alpha;

  float rating = 0;
  float upper_rating = 0;
  float lower_rating = 0;
  float first_rating = 0;

  float certainty = 10000;
  float upper_certainty = 10000;
  float lower_certainty = 10000;

  float certainties[MAX_PERM_LENGTH + 1];
  float lower_certainties[MAX_PERM_LENGTH + 1];
  float upper_certainties[MAX_PERM_LENGTH + 1];

  register CHOICES this_char;
  register char ch;
  register INT8 lower_done;
  register INT8 upper_done;

  if (any_alpha != NULL)
    *any_alpha = FALSE;

  if (array_count (character_choices) > MAX_PERM_LENGTH) {
    return (NULL);
  }

  array_loop(character_choices, x) {
    if (x + 1 < array_count (character_choices)) {
      char_list = (CHOICES) array_value (character_choices, x + 1);
      first_choice = (A_CHOICE *) first (char_list);

      ptr = class_string (first_choice);
      next_char = (ptr != NULL && *ptr != '\0') ? *ptr : ' ';
    }
    else
      next_char = '\0';
    if (x + 2 < array_count (character_choices)) {
      char_list = (CHOICES) array_value (character_choices, x + 2);
      first_choice = (A_CHOICE *) first (char_list);

      ptr = class_string (first_choice);
      next_next_char = (ptr != NULL && *ptr != '\0') ? *ptr : ' ';
    }
    else
      next_next_char = '\0';

    char_list = (CHOICES) array_value (character_choices, x);
    first_choice = (A_CHOICE *) first (char_list);

    ptr = class_string (first_choice);
    word[x] = (ptr != NULL && *ptr != '\0') ? *ptr : ' ';

    lower_word[x] = word[x];
    capital_word[x] = word[x];
    first_char = word[x];
    first_rating = class_probability (first_choice);
    upper_rating += class_probability (first_choice);
    lower_rating += class_probability (first_choice);
    lower_certainty = min (class_certainty (first_choice), lower_certainty);
    upper_certainty = min (class_certainty (first_choice), upper_certainty);

    certainties[x] = class_certainty (first_choice);
    lower_certainties[x] = class_certainty (first_choice);
    upper_certainties[x] = class_certainty (first_choice);

    lower_done = FALSE;
    upper_done = FALSE;
    char_alpha = FALSE;
    second_char = '\0';
    third_char = '\0';
    iterate_list(this_char, char_list) {
      ptr = best_string (this_char);
      ch = ptr != NULL ? *ptr : '\0';
      if (ch == 'l' && rest (this_char) != NULL
      && best_probability (rest (this_char)) == first_rating) {
        ptr = best_string (rest (this_char));
        if (ptr != NULL && (*ptr == '1' || *ptr == 'I')) {
          second_char = *ptr;
          this_char = rest (this_char);
          if (rest (this_char) != NULL
          && best_probability (rest (this_char)) == first_rating) {
            ptr = best_string (rest (this_char));
            if (ptr != NULL && (*ptr == '1' || *ptr == 'I')) {
              third_char = *ptr;
              this_char = rest (this_char);
            }
          }
          ch = choose_il1 (first_char, second_char, third_char,
            prev_char, next_char, next_next_char);
          if (ch != 'l' && word[x] == 'l') {
            word[x] = ch;
            lower_word[x] = ch;
            capital_word[x] = ch;
          }
        }
      }
      /* Find lower case */
      if (!lower_done && (islower (ch) || (isupper (ch) && x == 0))) {
        lower_word[x] = ch;
        lower_rating += best_probability (this_char);
        lower_rating -= class_probability (first_choice);
        lower_certainty = min (best_certainty (this_char), lower_certainty);
        lower_certainties[x] = best_certainty (this_char);
        lower_done = TRUE;
      }
      /* Find upper case */
      if (!upper_done && isupper (ch)) {
        capital_word[x] = ch;
        upper_rating += best_probability (this_char);
        upper_rating -= class_probability (first_choice);
        upper_certainty = min (best_certainty (this_char), upper_certainty);
        upper_certainties[x] = best_certainty (this_char);
        upper_done = TRUE;
      }
      if (!char_alpha && isalpha (ch))
        char_alpha = TRUE;
      if (lower_done && upper_done)
        break;
    }
    if (char_alpha && any_alpha != NULL)
      *any_alpha = TRUE;

    if (first_choice == NULL) {
      cprintf ("Permuter giving up due to null choices list");
      word[x + 1] = '$';
      word[x + 2] = '\0';
      cprintf (" word=%s\n", word);
      return (NULL);
    }

    rating += class_probability (first_choice);
    if (rating > rating_limit)
      return (NULL);

    certainty = min (class_certainty (first_choice), certainty);
    prev_char = word[x];
  }

  lower_word[x] = '\0';
  capital_word[x] = '\0';
  word[x] = '\0';

  if (rating < class_probability (raw_choice)) {
    if (class_string (raw_choice))
      strfree (class_string (raw_choice));

    class_probability (raw_choice) = rating;
    class_certainty (raw_choice) = certainty;
    class_string (raw_choice) = strsave (word);
    class_permuter (raw_choice) = TOP_CHOICE_PERM;

    LogNewRawChoice (raw_choice, 1.0, certainties);
  }

  best_choice = new_choice (word, rating, certainty, -1, TOP_CHOICE_PERM);
  adjust_non_word(best_choice, certainties);

  other_choice = new_choice (lower_word, lower_rating, lower_certainty,
    -1, LOWER_CASE_PERM);
  adjust_non_word(other_choice, lower_certainties);
  if (class_probability (best_choice) > class_probability (other_choice)) {
    clone_choice(best_choice, other_choice);
  }
  free_choice(other_choice);

  other_choice = new_choice (capital_word, upper_rating, upper_certainty,
    -1, UPPER_CASE_PERM);
  adjust_non_word(other_choice, upper_certainties);
  if (class_probability (best_choice) > class_probability (other_choice)) {
    clone_choice(best_choice, other_choice);
  }
  free_choice(other_choice);

  return (best_choice);
}


char choose_il1(char first_char,
                char second_char,
                char third_char,
                char prev_char,
                char next_char,
                char next_next_char) {
  INT32 type1;                   //1/I/l type of first choice
  INT32 type2;                   //1/I/l type of second choice
  INT32 type3;                   //1/I/l type of third choice

  if (first_char == 'l' && second_char != '\0') {
    if (second_char == 'I'
      && (isupper (prev_char) && !islower (next_char)
      && !isdigit (next_char) || isupper (next_char)
      && !islower (prev_char) && !isdigit (prev_char)))
      first_char = second_char;  //override
    else if (second_char == '1' || third_char == '1') {
      if (isdigit (next_char) || isdigit (prev_char)
      || next_char == 'l' && isdigit (next_next_char)) {
        first_char = '1';
      }
      else if (!islower (prev_char)
        && (!islower (next_char) || next_char == 's'
      && next_next_char == 't')) {
        if ((prev_char != '\'' && prev_char != '`' || next_char != '\0')
          && (next_char != '\'' && next_char != '`'
        || prev_char != '\0')) {
          first_char = '1';
        }
      }
    }
    if (first_char == 'l' && next_char != '\0' && !isalpha (prev_char)) {
      type1 = 2;

      if (second_char == '1')
        type2 = 0;
      else if (second_char == 'I')
        type2 = 1;
      else if (second_char == 'l')
        type2 = 2;
      else
        type2 = type1;

      if (third_char == '1')
        type3 = 0;
      else if (third_char == 'I')
        type3 = 1;
      else if (third_char == 'l')
        type3 = 2;
      else
        type3 = type1;

      if (bigram_counts[next_char][type2] >
      bigram_counts[next_char][type1]) {
        first_char = second_char;
        type1 = type2;
      }
      if (bigram_counts[next_char][type3] >
      bigram_counts[next_char][type1]) {
        first_char = third_char;
      }
    }
  }
  return first_char;
}


A_CHOICE *permute_words(CHOICES_LIST char_choices, float rating_limit) { 
  A_CHOICE *best_choice;
  int hyphen_len;

  best_choice = new_choice (NULL, rating_limit, -MAX_FLOAT32, -1, NO_PERM);

  hyphen_len = hyphen_string != NULL ? strlen (hyphen_string) : 0;
  if (hyphen_len + array_count (char_choices) > MAX_WERD_LENGTH) {
    class_probability (best_choice) = MAX_FLOAT32;
  }
  else {

    dawg_permute_and_select ("system words:", word_dawg, SYSTEM_DAWG_PERM,
      char_choices, best_choice, TRUE);

    dawg_permute_and_select ("document_words", document_words,
      DOC_DAWG_PERM, char_choices, best_choice,
      FALSE);

    dawg_permute_and_select ("user words", user_words, USER_DAWG_PERM,
      char_choices, best_choice, FALSE);
    case_sensative = FALSE;
  }

  return (best_choice);
}


int valid_word(const char *string) { 
  int result = NO_PERM;

  if (word_in_dawg (word_dawg, string))
    result = SYSTEM_DAWG_PERM;
  else {
    if (word_in_dawg (document_words, string))
      result = DOC_DAWG_PERM;
    else if (word_in_dawg (user_words, string))
      result = USER_DAWG_PERM;
    case_sensative = FALSE;
  }
  return (result);
}

---