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authorDaniel Baumann <daniel.baumann@progress-linux.org>2024-05-05 17:28:19 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2024-05-05 17:28:19 +0000
commit18657a960e125336f704ea058e25c27bd3900dcb (patch)
tree17b438b680ed45a996d7b59951e6aa34023783f2 /ext/fts5/fts5_aux.c
parentInitial commit. (diff)
downloadsqlite3-upstream.tar.xz
sqlite3-upstream.zip
Adding upstream version 3.40.1.upstream/3.40.1upstream
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to '')
-rw-r--r--ext/fts5/fts5_aux.c714
1 files changed, 714 insertions, 0 deletions
diff --git a/ext/fts5/fts5_aux.c b/ext/fts5/fts5_aux.c
new file mode 100644
index 0000000..77f6d5b
--- /dev/null
+++ b/ext/fts5/fts5_aux.c
@@ -0,0 +1,714 @@
+/*
+** 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 {
+ CInstIter iter; /* Coalesced Instance Iterator */
+ int iPos; /* Current token offset in zIn[] */
+ 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 */
+ int iOff; /* Current offset within zIn[] */
+ 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 offset of token */
+ int iEndOff /* End 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( iPos==p->iter.iStart ){
+ fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iStartOff - p->iOff);
+ fts5HighlightAppend(&rc, p, p->zOpen, -1);
+ p->iOff = iStartOff;
+ }
+
+ if( iPos==p->iter.iEnd ){
+ if( p->iRangeEnd && p->iter.iStart<p->iRangeStart ){
+ fts5HighlightAppend(&rc, p, p->zOpen, -1);
+ }
+ fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iEndOff - p->iOff);
+ fts5HighlightAppend(&rc, p, p->zClose, -1);
+ p->iOff = iEndOff;
+ if( rc==SQLITE_OK ){
+ rc = fts5CInstIterNext(&p->iter);
+ }
+ }
+
+ if( p->iRangeEnd>0 && iPos==p->iRangeEnd ){
+ fts5HighlightAppend(&rc, p, &p->zIn[p->iOff], iEndOff - p->iOff);
+ p->iOff = iEndOff;
+ if( iPos>=p->iter.iStart && iPos<p->iter.iEnd ){
+ fts5HighlightAppend(&rc, p, p->zClose, -1);
+ }
+ }
+
+ 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]);
+ 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);
+ }
+ 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]);
+ 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.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;
+}