sqlite/ext/fts5/fts5_aux.c
dan ab8a4b2bb0 Fix a case where adjacent tokens are handled incorrectly by the fts5 snippet() function.
FossilOrigin-Name: 8f5e9c192ff2820d8cfb076ab28f30697d10c22710583d6c7fd7019c4a0ea795
2023-11-03 17:20:20 +00:00

752 lines
24 KiB
C

/*
** 2014 May 31
**
** The author disclaims copyright to this source code. In place of
** a legal notice, here is a blessing:
**
** May you do good and not evil.
** May you find forgiveness for yourself and forgive others.
** May you share freely, never taking more than you give.
**
******************************************************************************
*/
#include "fts5Int.h"
#include <math.h> /* amalgamator: keep */
/*
** Object used to iterate through all "coalesced phrase instances" in
** a single column of the current row. If the phrase instances in the
** column being considered do not overlap, this object simply iterates
** through them. Or, if they do overlap (share one or more tokens in
** common), each set of overlapping instances is treated as a single
** match. See documentation for the highlight() auxiliary function for
** details.
**
** Usage is:
**
** for(rc = fts5CInstIterNext(pApi, pFts, iCol, &iter);
** (rc==SQLITE_OK && 0==fts5CInstIterEof(&iter);
** rc = fts5CInstIterNext(&iter)
** ){
** printf("instance starts at %d, ends at %d\n", iter.iStart, iter.iEnd);
** }
**
*/
typedef struct CInstIter CInstIter;
struct CInstIter {
const Fts5ExtensionApi *pApi; /* API offered by current FTS version */
Fts5Context *pFts; /* First arg to pass to pApi functions */
int iCol; /* Column to search */
int iInst; /* Next phrase instance index */
int nInst; /* Total number of phrase instances */
/* Output variables */
int iStart; /* First token in coalesced phrase instance */
int iEnd; /* Last token in coalesced phrase instance */
};
/*
** Advance the iterator to the next coalesced phrase instance. Return
** an SQLite error code if an error occurs, or SQLITE_OK otherwise.
*/
static int fts5CInstIterNext(CInstIter *pIter){
int rc = SQLITE_OK;
pIter->iStart = -1;
pIter->iEnd = -1;
while( rc==SQLITE_OK && pIter->iInst<pIter->nInst ){
int ip; int ic; int io;
rc = pIter->pApi->xInst(pIter->pFts, pIter->iInst, &ip, &ic, &io);
if( rc==SQLITE_OK ){
if( ic==pIter->iCol ){
int iEnd = io - 1 + pIter->pApi->xPhraseSize(pIter->pFts, ip);
if( pIter->iStart<0 ){
pIter->iStart = io;
pIter->iEnd = iEnd;
}else if( io<=pIter->iEnd ){
if( iEnd>pIter->iEnd ) pIter->iEnd = iEnd;
}else{
break;
}
}
pIter->iInst++;
}
}
return rc;
}
/*
** Initialize the iterator object indicated by the final parameter to
** iterate through coalesced phrase instances in column iCol.
*/
static int fts5CInstIterInit(
const Fts5ExtensionApi *pApi,
Fts5Context *pFts,
int iCol,
CInstIter *pIter
){
int rc;
memset(pIter, 0, sizeof(CInstIter));
pIter->pApi = pApi;
pIter->pFts = pFts;
pIter->iCol = iCol;
rc = pApi->xInstCount(pFts, &pIter->nInst);
if( rc==SQLITE_OK ){
rc = fts5CInstIterNext(pIter);
}
return rc;
}
/*************************************************************************
** Start of highlight() implementation.
*/
typedef struct HighlightContext HighlightContext;
struct HighlightContext {
/* Constant parameters to fts5HighlightCb() */
int iRangeStart; /* First token to include */
int iRangeEnd; /* If non-zero, last token to include */
const char *zOpen; /* Opening highlight */
const char *zClose; /* Closing highlight */
const char *zIn; /* Input text */
int nIn; /* Size of input text in bytes */
/* Variables modified by fts5HighlightCb() */
CInstIter iter; /* Coalesced Instance Iterator */
int iPos; /* Current token offset in zIn[] */
int iOff; /* Have copied up to this offset in zIn[] */
int bOpen; /* True if highlight is open */
char *zOut; /* Output value */
};
/*
** Append text to the HighlightContext output string - p->zOut. Argument
** z points to a buffer containing n bytes of text to append. If n is
** negative, everything up until the first '\0' is appended to the output.
**
** If *pRc is set to any value other than SQLITE_OK when this function is
** called, it is a no-op. If an error (i.e. an OOM condition) is encountered,
** *pRc is set to an error code before returning.
*/
static void fts5HighlightAppend(
int *pRc,
HighlightContext *p,
const char *z, int n
){
if( *pRc==SQLITE_OK && z ){
if( n<0 ) n = (int)strlen(z);
p->zOut = sqlite3_mprintf("%z%.*s", p->zOut, n, z);
if( p->zOut==0 ) *pRc = SQLITE_NOMEM;
}
}
/*
** Tokenizer callback used by implementation of highlight() function.
*/
static int fts5HighlightCb(
void *pContext, /* Pointer to HighlightContext object */
int tflags, /* Mask of FTS5_TOKEN_* flags */
const char *pToken, /* Buffer containing token */
int nToken, /* Size of token in bytes */
int iStartOff, /* Start byte offset of token */
int iEndOff /* End byte offset of token */
){
HighlightContext *p = (HighlightContext*)pContext;
int rc = SQLITE_OK;
int iPos;
UNUSED_PARAM2(pToken, nToken);
if( tflags & FTS5_TOKEN_COLOCATED ) return SQLITE_OK;
iPos = p->iPos++;
if( p->iRangeEnd>=0 ){
if( iPos<p->iRangeStart || iPos>p->iRangeEnd ) return SQLITE_OK;
if( p->iRangeStart && iPos==p->iRangeStart ) p->iOff = iStartOff;
}
/* If the parenthesis is open, and this token is not part of the current
** phrase, and the starting byte offset of this token is past the point
** that has currently been copied into the output buffer, close the
** parenthesis. */
if( p->bOpen
&& (iPos<=p->iter.iStart || p->iter.iStart<0)
&& iStartOff>p->iOff
){
fts5HighlightAppend(&rc, p, p->zClose, -1);
p->bOpen = 0;
}
/* If this is the start of a new phrase, and the highlight is not open:
**
** * copy text from the input up to the start of the phrase, and
** * open the highlight.
*/
if( iPos==p->iter.iStart && p->bOpen==0 ){
fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iStartOff - p->iOff);
fts5HighlightAppend(&rc, p, p->zOpen, -1);
p->iOff = iStartOff;
p->bOpen = 1;
}
if( iPos==p->iter.iEnd ){
if( p->bOpen==0 ){
assert( p->iRangeEnd>=0 );
fts5HighlightAppend(&rc, p, p->zOpen, -1);
p->bOpen = 1;
}
fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iEndOff - p->iOff);
p->iOff = iEndOff;
if( rc==SQLITE_OK ){
rc = fts5CInstIterNext(&p->iter);
}
}
if( iPos==p->iRangeEnd ){
if( p->bOpen ){
if( p->iter.iStart>=0 && iPos>=p->iter.iStart ){
fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iEndOff - p->iOff);
p->iOff = iEndOff;
}
fts5HighlightAppend(&rc, p, p->zClose, -1);
p->bOpen = 0;
}
fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iEndOff - p->iOff);
p->iOff = iEndOff;
}
return rc;
}
/*
** Implementation of highlight() function.
*/
static void fts5HighlightFunction(
const Fts5ExtensionApi *pApi, /* API offered by current FTS version */
Fts5Context *pFts, /* First arg to pass to pApi functions */
sqlite3_context *pCtx, /* Context for returning result/error */
int nVal, /* Number of values in apVal[] array */
sqlite3_value **apVal /* Array of trailing arguments */
){
HighlightContext ctx;
int rc;
int iCol;
if( nVal!=3 ){
const char *zErr = "wrong number of arguments to function highlight()";
sqlite3_result_error(pCtx, zErr, -1);
return;
}
iCol = sqlite3_value_int(apVal[0]);
memset(&ctx, 0, sizeof(HighlightContext));
ctx.zOpen = (const char*)sqlite3_value_text(apVal[1]);
ctx.zClose = (const char*)sqlite3_value_text(apVal[2]);
ctx.iRangeEnd = -1;
rc = pApi->xColumnText(pFts, iCol, &ctx.zIn, &ctx.nIn);
if( ctx.zIn ){
if( rc==SQLITE_OK ){
rc = fts5CInstIterInit(pApi, pFts, iCol, &ctx.iter);
}
if( rc==SQLITE_OK ){
rc = pApi->xTokenize(pFts, ctx.zIn, ctx.nIn, (void*)&ctx,fts5HighlightCb);
}
if( ctx.bOpen ){
fts5HighlightAppend(&rc, &ctx, ctx.zClose, -1);
}
fts5HighlightAppend(&rc, &ctx, &ctx.zIn[ctx.iOff], ctx.nIn - ctx.iOff);
if( rc==SQLITE_OK ){
sqlite3_result_text(pCtx, (const char*)ctx.zOut, -1, SQLITE_TRANSIENT);
}
sqlite3_free(ctx.zOut);
}
if( rc!=SQLITE_OK ){
sqlite3_result_error_code(pCtx, rc);
}
}
/*
** End of highlight() implementation.
**************************************************************************/
/*
** Context object passed to the fts5SentenceFinderCb() function.
*/
typedef struct Fts5SFinder Fts5SFinder;
struct Fts5SFinder {
int iPos; /* Current token position */
int nFirstAlloc; /* Allocated size of aFirst[] */
int nFirst; /* Number of entries in aFirst[] */
int *aFirst; /* Array of first token in each sentence */
const char *zDoc; /* Document being tokenized */
};
/*
** Add an entry to the Fts5SFinder.aFirst[] array. Grow the array if
** necessary. Return SQLITE_OK if successful, or SQLITE_NOMEM if an
** error occurs.
*/
static int fts5SentenceFinderAdd(Fts5SFinder *p, int iAdd){
if( p->nFirstAlloc==p->nFirst ){
int nNew = p->nFirstAlloc ? p->nFirstAlloc*2 : 64;
int *aNew;
aNew = (int*)sqlite3_realloc64(p->aFirst, nNew*sizeof(int));
if( aNew==0 ) return SQLITE_NOMEM;
p->aFirst = aNew;
p->nFirstAlloc = nNew;
}
p->aFirst[p->nFirst++] = iAdd;
return SQLITE_OK;
}
/*
** This function is an xTokenize() callback used by the auxiliary snippet()
** function. Its job is to identify tokens that are the first in a sentence.
** For each such token, an entry is added to the SFinder.aFirst[] array.
*/
static int fts5SentenceFinderCb(
void *pContext, /* Pointer to HighlightContext object */
int tflags, /* Mask of FTS5_TOKEN_* flags */
const char *pToken, /* Buffer containing token */
int nToken, /* Size of token in bytes */
int iStartOff, /* Start offset of token */
int iEndOff /* End offset of token */
){
int rc = SQLITE_OK;
UNUSED_PARAM2(pToken, nToken);
UNUSED_PARAM(iEndOff);
if( (tflags & FTS5_TOKEN_COLOCATED)==0 ){
Fts5SFinder *p = (Fts5SFinder*)pContext;
if( p->iPos>0 ){
int i;
char c = 0;
for(i=iStartOff-1; i>=0; i--){
c = p->zDoc[i];
if( c!=' ' && c!='\t' && c!='\n' && c!='\r' ) break;
}
if( i!=iStartOff-1 && (c=='.' || c==':') ){
rc = fts5SentenceFinderAdd(p, p->iPos);
}
}else{
rc = fts5SentenceFinderAdd(p, 0);
}
p->iPos++;
}
return rc;
}
static int fts5SnippetScore(
const Fts5ExtensionApi *pApi, /* API offered by current FTS version */
Fts5Context *pFts, /* First arg to pass to pApi functions */
int nDocsize, /* Size of column in tokens */
unsigned char *aSeen, /* Array with one element per query phrase */
int iCol, /* Column to score */
int iPos, /* Starting offset to score */
int nToken, /* Max tokens per snippet */
int *pnScore, /* OUT: Score */
int *piPos /* OUT: Adjusted offset */
){
int rc;
int i;
int ip = 0;
int ic = 0;
int iOff = 0;
int iFirst = -1;
int nInst;
int nScore = 0;
int iLast = 0;
sqlite3_int64 iEnd = (sqlite3_int64)iPos + nToken;
rc = pApi->xInstCount(pFts, &nInst);
for(i=0; i<nInst && rc==SQLITE_OK; i++){
rc = pApi->xInst(pFts, i, &ip, &ic, &iOff);
if( rc==SQLITE_OK && ic==iCol && iOff>=iPos && iOff<iEnd ){
nScore += (aSeen[ip] ? 1 : 1000);
aSeen[ip] = 1;
if( iFirst<0 ) iFirst = iOff;
iLast = iOff + pApi->xPhraseSize(pFts, ip);
}
}
*pnScore = nScore;
if( piPos ){
sqlite3_int64 iAdj = iFirst - (nToken - (iLast-iFirst)) / 2;
if( (iAdj+nToken)>nDocsize ) iAdj = nDocsize - nToken;
if( iAdj<0 ) iAdj = 0;
*piPos = (int)iAdj;
}
return rc;
}
/*
** Return the value in pVal interpreted as utf-8 text. Except, if pVal
** contains a NULL value, return a pointer to a static string zero
** bytes in length instead of a NULL pointer.
*/
static const char *fts5ValueToText(sqlite3_value *pVal){
const char *zRet = (const char*)sqlite3_value_text(pVal);
return zRet ? zRet : "";
}
/*
** Implementation of snippet() function.
*/
static void fts5SnippetFunction(
const Fts5ExtensionApi *pApi, /* API offered by current FTS version */
Fts5Context *pFts, /* First arg to pass to pApi functions */
sqlite3_context *pCtx, /* Context for returning result/error */
int nVal, /* Number of values in apVal[] array */
sqlite3_value **apVal /* Array of trailing arguments */
){
HighlightContext ctx;
int rc = SQLITE_OK; /* Return code */
int iCol; /* 1st argument to snippet() */
const char *zEllips; /* 4th argument to snippet() */
int nToken; /* 5th argument to snippet() */
int nInst = 0; /* Number of instance matches this row */
int i; /* Used to iterate through instances */
int nPhrase; /* Number of phrases in query */
unsigned char *aSeen; /* Array of "seen instance" flags */
int iBestCol; /* Column containing best snippet */
int iBestStart = 0; /* First token of best snippet */
int nBestScore = 0; /* Score of best snippet */
int nColSize = 0; /* Total size of iBestCol in tokens */
Fts5SFinder sFinder; /* Used to find the beginnings of sentences */
int nCol;
if( nVal!=5 ){
const char *zErr = "wrong number of arguments to function snippet()";
sqlite3_result_error(pCtx, zErr, -1);
return;
}
nCol = pApi->xColumnCount(pFts);
memset(&ctx, 0, sizeof(HighlightContext));
iCol = sqlite3_value_int(apVal[0]);
ctx.zOpen = fts5ValueToText(apVal[1]);
ctx.zClose = fts5ValueToText(apVal[2]);
ctx.iRangeEnd = -1;
zEllips = fts5ValueToText(apVal[3]);
nToken = sqlite3_value_int(apVal[4]);
iBestCol = (iCol>=0 ? iCol : 0);
nPhrase = pApi->xPhraseCount(pFts);
aSeen = sqlite3_malloc(nPhrase);
if( aSeen==0 ){
rc = SQLITE_NOMEM;
}
if( rc==SQLITE_OK ){
rc = pApi->xInstCount(pFts, &nInst);
}
memset(&sFinder, 0, sizeof(Fts5SFinder));
for(i=0; i<nCol; i++){
if( iCol<0 || iCol==i ){
int nDoc;
int nDocsize;
int ii;
sFinder.iPos = 0;
sFinder.nFirst = 0;
rc = pApi->xColumnText(pFts, i, &sFinder.zDoc, &nDoc);
if( rc!=SQLITE_OK ) break;
rc = pApi->xTokenize(pFts,
sFinder.zDoc, nDoc, (void*)&sFinder,fts5SentenceFinderCb
);
if( rc!=SQLITE_OK ) break;
rc = pApi->xColumnSize(pFts, i, &nDocsize);
if( rc!=SQLITE_OK ) break;
for(ii=0; rc==SQLITE_OK && ii<nInst; ii++){
int ip, ic, io;
int iAdj;
int nScore;
int jj;
rc = pApi->xInst(pFts, ii, &ip, &ic, &io);
if( ic!=i ) continue;
if( io>nDocsize ) rc = FTS5_CORRUPT;
if( rc!=SQLITE_OK ) continue;
memset(aSeen, 0, nPhrase);
rc = fts5SnippetScore(pApi, pFts, nDocsize, aSeen, i,
io, nToken, &nScore, &iAdj
);
if( rc==SQLITE_OK && nScore>nBestScore ){
nBestScore = nScore;
iBestCol = i;
iBestStart = iAdj;
nColSize = nDocsize;
}
if( rc==SQLITE_OK && sFinder.nFirst && nDocsize>nToken ){
for(jj=0; jj<(sFinder.nFirst-1); jj++){
if( sFinder.aFirst[jj+1]>io ) break;
}
if( sFinder.aFirst[jj]<io ){
memset(aSeen, 0, nPhrase);
rc = fts5SnippetScore(pApi, pFts, nDocsize, aSeen, i,
sFinder.aFirst[jj], nToken, &nScore, 0
);
nScore += (sFinder.aFirst[jj]==0 ? 120 : 100);
if( rc==SQLITE_OK && nScore>nBestScore ){
nBestScore = nScore;
iBestCol = i;
iBestStart = sFinder.aFirst[jj];
nColSize = nDocsize;
}
}
}
}
}
}
if( rc==SQLITE_OK ){
rc = pApi->xColumnText(pFts, iBestCol, &ctx.zIn, &ctx.nIn);
}
if( rc==SQLITE_OK && nColSize==0 ){
rc = pApi->xColumnSize(pFts, iBestCol, &nColSize);
}
if( ctx.zIn ){
if( rc==SQLITE_OK ){
rc = fts5CInstIterInit(pApi, pFts, iBestCol, &ctx.iter);
}
ctx.iRangeStart = iBestStart;
ctx.iRangeEnd = iBestStart + nToken - 1;
if( iBestStart>0 ){
fts5HighlightAppend(&rc, &ctx, zEllips, -1);
}
/* Advance iterator ctx.iter so that it points to the first coalesced
** phrase instance at or following position iBestStart. */
while( ctx.iter.iStart>=0 && ctx.iter.iStart<iBestStart && rc==SQLITE_OK ){
rc = fts5CInstIterNext(&ctx.iter);
}
if( rc==SQLITE_OK ){
rc = pApi->xTokenize(pFts, ctx.zIn, ctx.nIn, (void*)&ctx,fts5HighlightCb);
}
if( ctx.bOpen ){
fts5HighlightAppend(&rc, &ctx, ctx.zClose, -1);
}
if( ctx.iRangeEnd>=(nColSize-1) ){
fts5HighlightAppend(&rc, &ctx, &ctx.zIn[ctx.iOff], ctx.nIn - ctx.iOff);
}else{
fts5HighlightAppend(&rc, &ctx, zEllips, -1);
}
}
if( rc==SQLITE_OK ){
sqlite3_result_text(pCtx, (const char*)ctx.zOut, -1, SQLITE_TRANSIENT);
}else{
sqlite3_result_error_code(pCtx, rc);
}
sqlite3_free(ctx.zOut);
sqlite3_free(aSeen);
sqlite3_free(sFinder.aFirst);
}
/************************************************************************/
/*
** The first time the bm25() function is called for a query, an instance
** of the following structure is allocated and populated.
*/
typedef struct Fts5Bm25Data Fts5Bm25Data;
struct Fts5Bm25Data {
int nPhrase; /* Number of phrases in query */
double avgdl; /* Average number of tokens in each row */
double *aIDF; /* IDF for each phrase */
double *aFreq; /* Array used to calculate phrase freq. */
};
/*
** Callback used by fts5Bm25GetData() to count the number of rows in the
** table matched by each individual phrase within the query.
*/
static int fts5CountCb(
const Fts5ExtensionApi *pApi,
Fts5Context *pFts,
void *pUserData /* Pointer to sqlite3_int64 variable */
){
sqlite3_int64 *pn = (sqlite3_int64*)pUserData;
UNUSED_PARAM2(pApi, pFts);
(*pn)++;
return SQLITE_OK;
}
/*
** Set *ppData to point to the Fts5Bm25Data object for the current query.
** If the object has not already been allocated, allocate and populate it
** now.
*/
static int fts5Bm25GetData(
const Fts5ExtensionApi *pApi,
Fts5Context *pFts,
Fts5Bm25Data **ppData /* OUT: bm25-data object for this query */
){
int rc = SQLITE_OK; /* Return code */
Fts5Bm25Data *p; /* Object to return */
p = (Fts5Bm25Data*)pApi->xGetAuxdata(pFts, 0);
if( p==0 ){
int nPhrase; /* Number of phrases in query */
sqlite3_int64 nRow = 0; /* Number of rows in table */
sqlite3_int64 nToken = 0; /* Number of tokens in table */
sqlite3_int64 nByte; /* Bytes of space to allocate */
int i;
/* Allocate the Fts5Bm25Data object */
nPhrase = pApi->xPhraseCount(pFts);
nByte = sizeof(Fts5Bm25Data) + nPhrase*2*sizeof(double);
p = (Fts5Bm25Data*)sqlite3_malloc64(nByte);
if( p==0 ){
rc = SQLITE_NOMEM;
}else{
memset(p, 0, (size_t)nByte);
p->nPhrase = nPhrase;
p->aIDF = (double*)&p[1];
p->aFreq = &p->aIDF[nPhrase];
}
/* Calculate the average document length for this FTS5 table */
if( rc==SQLITE_OK ) rc = pApi->xRowCount(pFts, &nRow);
assert( rc!=SQLITE_OK || nRow>0 );
if( rc==SQLITE_OK ) rc = pApi->xColumnTotalSize(pFts, -1, &nToken);
if( rc==SQLITE_OK ) p->avgdl = (double)nToken / (double)nRow;
/* Calculate an IDF for each phrase in the query */
for(i=0; rc==SQLITE_OK && i<nPhrase; i++){
sqlite3_int64 nHit = 0;
rc = pApi->xQueryPhrase(pFts, i, (void*)&nHit, fts5CountCb);
if( rc==SQLITE_OK ){
/* Calculate the IDF (Inverse Document Frequency) for phrase i.
** This is done using the standard BM25 formula as found on wikipedia:
**
** IDF = log( (N - nHit + 0.5) / (nHit + 0.5) )
**
** where "N" is the total number of documents in the set and nHit
** is the number that contain at least one instance of the phrase
** under consideration.
**
** The problem with this is that if (N < 2*nHit), the IDF is
** negative. Which is undesirable. So the mimimum allowable IDF is
** (1e-6) - roughly the same as a term that appears in just over
** half of set of 5,000,000 documents. */
double idf = log( (nRow - nHit + 0.5) / (nHit + 0.5) );
if( idf<=0.0 ) idf = 1e-6;
p->aIDF[i] = idf;
}
}
if( rc!=SQLITE_OK ){
sqlite3_free(p);
}else{
rc = pApi->xSetAuxdata(pFts, p, sqlite3_free);
}
if( rc!=SQLITE_OK ) p = 0;
}
*ppData = p;
return rc;
}
/*
** Implementation of bm25() function.
*/
static void fts5Bm25Function(
const Fts5ExtensionApi *pApi, /* API offered by current FTS version */
Fts5Context *pFts, /* First arg to pass to pApi functions */
sqlite3_context *pCtx, /* Context for returning result/error */
int nVal, /* Number of values in apVal[] array */
sqlite3_value **apVal /* Array of trailing arguments */
){
const double k1 = 1.2; /* Constant "k1" from BM25 formula */
const double b = 0.75; /* Constant "b" from BM25 formula */
int rc; /* Error code */
double score = 0.0; /* SQL function return value */
Fts5Bm25Data *pData; /* Values allocated/calculated once only */
int i; /* Iterator variable */
int nInst = 0; /* Value returned by xInstCount() */
double D = 0.0; /* Total number of tokens in row */
double *aFreq = 0; /* Array of phrase freq. for current row */
/* Calculate the phrase frequency (symbol "f(qi,D)" in the documentation)
** for each phrase in the query for the current row. */
rc = fts5Bm25GetData(pApi, pFts, &pData);
if( rc==SQLITE_OK ){
aFreq = pData->aFreq;
memset(aFreq, 0, sizeof(double) * pData->nPhrase);
rc = pApi->xInstCount(pFts, &nInst);
}
for(i=0; rc==SQLITE_OK && i<nInst; i++){
int ip; int ic; int io;
rc = pApi->xInst(pFts, i, &ip, &ic, &io);
if( rc==SQLITE_OK ){
double w = (nVal > ic) ? sqlite3_value_double(apVal[ic]) : 1.0;
aFreq[ip] += w;
}
}
/* Figure out the total size of the current row in tokens. */
if( rc==SQLITE_OK ){
int nTok;
rc = pApi->xColumnSize(pFts, -1, &nTok);
D = (double)nTok;
}
/* Determine and return the BM25 score for the current row. Or, if an
** error has occurred, throw an exception. */
if( rc==SQLITE_OK ){
for(i=0; i<pData->nPhrase; i++){
score += pData->aIDF[i] * (
( aFreq[i] * (k1 + 1.0) ) /
( aFreq[i] + k1 * (1 - b + b * D / pData->avgdl) )
);
}
sqlite3_result_double(pCtx, -1.0 * score);
}else{
sqlite3_result_error_code(pCtx, rc);
}
}
int sqlite3Fts5AuxInit(fts5_api *pApi){
struct Builtin {
const char *zFunc; /* Function name (nul-terminated) */
void *pUserData; /* User-data pointer */
fts5_extension_function xFunc;/* Callback function */
void (*xDestroy)(void*); /* Destructor function */
} aBuiltin [] = {
{ "snippet", 0, fts5SnippetFunction, 0 },
{ "highlight", 0, fts5HighlightFunction, 0 },
{ "bm25", 0, fts5Bm25Function, 0 },
};
int rc = SQLITE_OK; /* Return code */
int i; /* To iterate through builtin functions */
for(i=0; rc==SQLITE_OK && i<ArraySize(aBuiltin); i++){
rc = pApi->xCreateFunction(pApi,
aBuiltin[i].zFunc,
aBuiltin[i].pUserData,
aBuiltin[i].xFunc,
aBuiltin[i].xDestroy
);
}
return rc;
}