/*
* Examine parameters and prepare for a sample scan.
*/
static void
system_time_beginsamplescan(SampleScanState *node,
Datum *params,
int nparams,
uint32 seed)
{
SystemTimeSamplerData *sampler = (SystemTimeSamplerData *) node->tsm_state;
double millis = DatumGetFloat8(params[0]);
if (millis < 0 || isnan(millis))
ereport(ERROR,
(errcode(ERRCODE_INVALID_TABLESAMPLE_ARGUMENT),
errmsg("sample collection time must not be negative")));
sampler->seed = seed;
sampler->millis = millis;
sampler->lt = InvalidOffsetNumber;
sampler->doneblocks = 0;
/* start_time, lb will be initialized during first NextSampleBlock call */
/* we intentionally do not change nblocks/firstblock/step here */
}
Datum smithwaterman_op(PG_FUNCTION_ARGS)
{
float8 res;
/*
* store *_is_normalized value temporarily 'cause
* threshold (we're comparing against) is normalized
*/
bool tmp = pgs_sw_is_normalized;
pgs_sw_is_normalized = true;
res = DatumGetFloat8(DirectFunctionCall2(
smithwaterman,
PG_GETARG_DATUM(0),
PG_GETARG_DATUM(1)));
/* we're done; back to the previous value */
pgs_sw_is_normalized = tmp;
PG_RETURN_BOOL(res >= pgs_sw_threshold);
}
static void
fetch_restrict(HeapTuple *tuple, TupleDesc *tupdesc,
restrict_columns_t *restrict_columns, restrict_t *rest)
{
Datum binval;
bool isnull;
int t;
for(t=0; t<MAX_RULE_LENGTH;++t)
rest->via[t] = -1;
binval = SPI_getbinval(*tuple, *tupdesc, restrict_columns->target_id, &isnull);
if (isnull)
elog(ERROR, "target_id contains a null value");
rest->target_id = DatumGetInt32(binval);
binval = SPI_getbinval(*tuple, *tupdesc, restrict_columns->to_cost, &isnull);
if (isnull)
elog(ERROR, "to_cost contains a null value");
rest->to_cost = DatumGetFloat8(binval);
char *str = DatumGetCString(SPI_getvalue(*tuple, *tupdesc, restrict_columns->via_path));
//PGR_DBG("restriction: %f, %i, %s", rest->to_cost, rest->target_id, str);
if (str != NULL) {
char* pch = NULL;
int ci = 0;
pch = (char *)strtok (str," ,");
while (pch != NULL && ci < MAX_RULE_LENGTH)
{
rest->via[ci] = atoi(pch);
//PGR_DBG(" rest->via[%i]=%i", ci, rest->via[ci]);
ci++;
pch = (char *)strtok (NULL, " ,");
}
}
}
static void
fetch_edge_astar(HeapTuple *tuple, TupleDesc *tupdesc,
edge_astar_columns_t *edge_columns,
edge_astar_t *target_edge)
{
Datum binval;
bool isnull;
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->id, &isnull);
if (isnull) elog(ERROR, "id contains a null value");
target_edge->id = DatumGetInt32(binval);
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->source, &isnull);
if (isnull) elog(ERROR, "source contains a null value");
target_edge->source = DatumGetInt32(binval);
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->target, &isnull);
if (isnull) elog(ERROR, "target contains a null value");
target_edge->target = DatumGetInt32(binval);
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->cost, &isnull);
if (isnull) elog(ERROR, "cost contains a null value");
target_edge->cost = DatumGetFloat8(binval);
if (edge_columns->reverse_cost != -1) {
binval = SPI_getbinval(*tuple, *tupdesc,
edge_columns->reverse_cost, &isnull);
if (isnull) elog(ERROR, "reverse_cost contains a null value");
target_edge->reverse_cost = DatumGetFloat8(binval);
}
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->s_x, &isnull);
if (isnull) elog(ERROR, "source x contains a null value");
target_edge->s_x = DatumGetFloat8(binval);
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->s_y, &isnull);
if (isnull) elog(ERROR, "source y contains a null value");
target_edge->s_y = DatumGetFloat8(binval);
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->t_x, &isnull);
if (isnull) elog(ERROR, "target x contains a null value");
target_edge->t_x = DatumGetFloat8(binval);
binval = SPI_getbinval(*tuple, *tupdesc, edge_columns->t_y, &isnull);
if (isnull) elog(ERROR, "target y contains a null value");
target_edge->t_y = DatumGetFloat8(binval);
}
/*
* Binary search on length histogram. Returns greatest index of range length in
* histogram which is less than (less than or equal) the given length value. If
* all lengths in the histogram are greater than (greater than or equal) the
* given length, returns -1.
*/
static int
length_hist_bsearch(Datum *length_hist_values, int length_hist_nvalues,
double value, bool equal)
{
int lower = -1,
upper = length_hist_nvalues - 1,
middle;
while (lower < upper)
{
double middleval;
middle = (lower + upper + 1) / 2;
middleval = DatumGetFloat8(length_hist_values[middle]);
if (middleval < value || (equal && middleval <= value))
lower = middle;
else
upper = middle - 1;
}
return lower;
}
Datum
regress_dist_ptpath(PG_FUNCTION_ARGS)
{
Point *pt = PG_GETARG_POINT_P(0);
PATH *path = PG_GETARG_PATH_P(1);
float8 result = 0.0; /* keep compiler quiet */
float8 tmp;
int i;
LSEG lseg;
switch (path->npts)
{
case 0:
PG_RETURN_NULL();
case 1:
result = point_dt(pt, &path->p[0]);
break;
default:
/*
* the distance from a point to a path is the smallest distance
* from the point to any of its constituent segments.
*/
Assert(path->npts > 1);
for (i = 0; i < path->npts - 1; ++i)
{
regress_lseg_construct(&lseg, &path->p[i], &path->p[i + 1]);
tmp = DatumGetFloat8(DirectFunctionCall2(dist_ps,
PointPGetDatum(pt),
LsegPGetDatum(&lseg)));
if (i == 0 || tmp < result)
result = tmp;
}
break;
}
PG_RETURN_FLOAT8(result);
}
Datum
regress_path_dist(PG_FUNCTION_ARGS)
{
PATH *p1 = PG_GETARG_PATH_P(0);
PATH *p2 = PG_GETARG_PATH_P(1);
bool have_min = false;
float8 min = 0.0; /* initialize to keep compiler quiet */
float8 tmp;
int i,
j;
LSEG seg1,
seg2;
for (i = 0; i < p1->npts - 1; i++)
{
for (j = 0; j < p2->npts - 1; j++)
{
regress_lseg_construct(&seg1, &p1->p[i], &p1->p[i + 1]);
regress_lseg_construct(&seg2, &p2->p[j], &p2->p[j + 1]);
tmp = DatumGetFloat8(DirectFunctionCall2(lseg_distance,
LsegPGetDatum(&seg1),
LsegPGetDatum(&seg2)));
if (!have_min || tmp < min)
{
min = tmp;
have_min = true;
}
}
}
if (!have_min)
PG_RETURN_NULL();
PG_RETURN_FLOAT8(min);
}
Datum
spg_kd_choose(PG_FUNCTION_ARGS)
{
spgChooseIn *in = (spgChooseIn *) PG_GETARG_POINTER(0);
spgChooseOut *out = (spgChooseOut *) PG_GETARG_POINTER(1);
Point *inPoint = DatumGetPointP(in->datum);
double coord;
if (in->allTheSame)
elog(ERROR, "allTheSame should not occur for k-d trees");
Assert(in->hasPrefix);
coord = DatumGetFloat8(in->prefixDatum);
Assert(in->nNodes == 2);
out->resultType = spgMatchNode;
out->result.matchNode.nodeN =
(getSide(coord, in->level % 2, inPoint) > 0) ? 0 : 1;
out->result.matchNode.levelAdd = 1;
out->result.matchNode.restDatum = PointPGetDatum(inPoint);
PG_RETURN_VOID();
}
/*
* Add an attribute to the hash calculation.
* **IMPORTANT: any new hard coded support for a data type in here
* must be added to isGreenplumDbHashable() below!
*
* Note that the caller should provide the base type if the datum is
* of a domain type. It is quite expensive to call get_typtype() and
* getBaseType() here since this function gets called a lot for the
* same set of Datums.
*
* @param hashFn called to update the hash value.
* @param clientData passed to hashFn.
*/
void
hashDatum(Datum datum, Oid type, datumHashFunction hashFn, void *clientData)
{
void *buf = NULL; /* pointer to the data */
size_t len = 0; /* length for the data buffer */
int64 intbuf; /* an 8 byte buffer for all integer sizes */
float4 buf_f4;
float8 buf_f8;
Timestamp tsbuf; /* timestamp data dype is either a double or
* int8 (determined in compile time) */
TimestampTz tstzbuf;
DateADT datebuf;
TimeADT timebuf;
TimeTzADT *timetzptr;
Interval *intervalptr;
AbsoluteTime abstime_buf;
RelativeTime reltime_buf;
TimeInterval tinterval;
AbsoluteTime tinterval_len;
Numeric num;
bool bool_buf;
char char_buf;
Name namebuf;
ArrayType *arrbuf;
inet *inetptr; /* inet/cidr */
unsigned char inet_hkey[sizeof(inet_struct)];
macaddr *macptr; /* MAC address */
VarBit *vbitptr;
int2vector *i2vec_buf;
oidvector *oidvec_buf;
Cash cash_buf;
AclItem *aclitem_ptr;
uint32 aclitem_buf;
/*
* special case buffers
*/
uint32 nanbuf;
uint32 invalidbuf;
void *tofree = NULL;
/*
* Select the hash to be performed according to the field type we are adding to the
* hash.
*/
switch (type)
{
/*
* ======= NUMERIC TYPES ========
*/
case INT2OID: /* -32 thousand to 32 thousand, 2-byte storage */
intbuf = (int64) DatumGetInt16(datum); /* cast to 8 byte before
* hashing */
buf = &intbuf;
len = sizeof(intbuf);
break;
case INT4OID: /* -2 billion to 2 billion integer, 4-byte
* storage */
intbuf = (int64) DatumGetInt32(datum); /* cast to 8 byte before
* hashing */
buf = &intbuf;
len = sizeof(intbuf);
break;
case INT8OID: /* ~18 digit integer, 8-byte storage */
intbuf = DatumGetInt64(datum); /* cast to 8 byte before
* hashing */
buf = &intbuf;
len = sizeof(intbuf);
break;
case FLOAT4OID: /* single-precision floating point number,
* 4-byte storage */
buf_f4 = DatumGetFloat4(datum);
/*
* On IEEE-float machines, minus zero and zero have different bit
* patterns but should compare as equal. We must ensure that they
* have the same hash value, which is most easily done this way:
*/
if (buf_f4 == (float4) 0)
buf_f4 = 0.0;
buf = &buf_f4;
len = sizeof(buf_f4);
break;
case FLOAT8OID: /* double-precision floating point number,
* 8-byte storage */
buf_f8 = DatumGetFloat8(datum);
/*
* On IEEE-float machines, minus zero and zero have different bit
* patterns but should compare as equal. We must ensure that they
* have the same hash value, which is most easily done this way:
*/
if (buf_f8 == (float8) 0)
buf_f8 = 0.0;
buf = &buf_f8;
len = sizeof(buf_f8);
break;
case NUMERICOID:
num = DatumGetNumeric(datum);
if (NUMERIC_IS_NAN(num))
{
nanbuf = NAN_VAL;
buf = &nanbuf;
len = sizeof(nanbuf);
}
else
/* not a nan */
{
buf = num->n_data;
len = (VARSIZE(num) - NUMERIC_HDRSZ);
}
/*
* If we did a pg_detoast_datum, we need to remember to pfree,
* or we will leak memory. Because of the 1-byte varlena header stuff.
*/
if (num != DatumGetPointer(datum))
tofree = num;
break;
/*
* ====== CHARACTER TYPES =======
*/
case CHAROID: /* char(1), single character */
char_buf = DatumGetChar(datum);
buf = &char_buf;
len = 1;
break;
case BPCHAROID: /* char(n), blank-padded string, fixed storage */
case TEXTOID: /* text */
case VARCHAROID: /* varchar */
case BYTEAOID: /* bytea */
{
int tmplen;
varattrib_untoast_ptr_len(datum, (char **) &buf, &tmplen, &tofree);
/* adjust length to not include trailing blanks */
if (type != BYTEAOID && tmplen > 1)
tmplen = ignoreblanks((char *) buf, tmplen);
len = tmplen;
break;
}
case NAMEOID:
namebuf = DatumGetName(datum);
len = NAMEDATALEN;
buf = NameStr(*namebuf);
/* adjust length to not include trailing blanks */
if (len > 1)
len = ignoreblanks((char *) buf, len);
break;
/*
* ====== OBJECT IDENTIFIER TYPES ======
*/
case OIDOID: /* object identifier(oid), maximum 4 billion */
case REGPROCOID: /* function name */
case REGPROCEDUREOID: /* function name with argument types */
case REGOPEROID: /* operator name */
case REGOPERATOROID: /* operator with argument types */
case REGCLASSOID: /* relation name */
case REGTYPEOID: /* data type name */
intbuf = (int64) DatumGetUInt32(datum); /* cast to 8 byte before hashing */
buf = &intbuf;
len = sizeof(intbuf);
break;
case TIDOID: /* tuple id (6 bytes) */
buf = DatumGetPointer(datum);
len = SizeOfIptrData;
break;
/*
* ====== DATE/TIME TYPES ======
*/
case TIMESTAMPOID: /* date and time */
tsbuf = DatumGetTimestamp(datum);
buf = &tsbuf;
len = sizeof(tsbuf);
break;
case TIMESTAMPTZOID: /* date and time with time zone */
tstzbuf = DatumGetTimestampTz(datum);
buf = &tstzbuf;
len = sizeof(tstzbuf);
break;
case DATEOID: /* ANSI SQL date */
datebuf = DatumGetDateADT(datum);
buf = &datebuf;
len = sizeof(datebuf);
break;
case TIMEOID: /* hh:mm:ss, ANSI SQL time */
timebuf = DatumGetTimeADT(datum);
buf = &timebuf;
len = sizeof(timebuf);
break;
case TIMETZOID: /* time with time zone */
/*
* will not compare to TIMEOID on equal values.
* Postgres never attempts to compare the two as well.
*/
timetzptr = DatumGetTimeTzADTP(datum);
buf = (unsigned char *) timetzptr;
/*
* Specify hash length as sizeof(double) + sizeof(int4), not as
* sizeof(TimeTzADT), so that any garbage pad bytes in the structure
* won't be included in the hash!
*/
len = sizeof(timetzptr->time) + sizeof(timetzptr->zone);
break;
case INTERVALOID: /* @ <number> <units>, time interval */
intervalptr = DatumGetIntervalP(datum);
buf = (unsigned char *) intervalptr;
/*
* Specify hash length as sizeof(double) + sizeof(int4), not as
* sizeof(Interval), so that any garbage pad bytes in the structure
* won't be included in the hash!
*/
len = sizeof(intervalptr->time) + sizeof(intervalptr->month);
break;
case ABSTIMEOID:
abstime_buf = DatumGetAbsoluteTime(datum);
if (abstime_buf == INVALID_ABSTIME)
{
/* hash to a constant value */
invalidbuf = INVALID_VAL;
len = sizeof(invalidbuf);
buf = &invalidbuf;
}
else
{
len = sizeof(abstime_buf);
buf = &abstime_buf;
}
break;
case RELTIMEOID:
reltime_buf = DatumGetRelativeTime(datum);
if (reltime_buf == INVALID_RELTIME)
{
/* hash to a constant value */
invalidbuf = INVALID_VAL;
len = sizeof(invalidbuf);
buf = &invalidbuf;
}
else
{
len = sizeof(reltime_buf);
buf = &reltime_buf;
}
break;
case TINTERVALOID:
tinterval = DatumGetTimeInterval(datum);
/*
* check if a valid interval. the '0' status code
* stands for T_INTERVAL_INVAL which is defined in
* nabstime.c. We use the actual value instead
* of defining it again here.
*/
if(tinterval->status == 0 ||
tinterval->data[0] == INVALID_ABSTIME ||
tinterval->data[1] == INVALID_ABSTIME)
{
/* hash to a constant value */
invalidbuf = INVALID_VAL;
len = sizeof(invalidbuf);
buf = &invalidbuf;
}
else
{
/* normalize on length of the time interval */
tinterval_len = tinterval->data[1] - tinterval->data[0];
len = sizeof(tinterval_len);
buf = &tinterval_len;
}
break;
/*
* ======= NETWORK TYPES ========
*/
case INETOID:
case CIDROID:
inetptr = DatumGetInetP(datum);
len = inet_getkey(inetptr, inet_hkey, sizeof(inet_hkey)); /* fill-in inet_key & get len */
buf = inet_hkey;
break;
case MACADDROID:
macptr = DatumGetMacaddrP(datum);
len = sizeof(macaddr);
buf = (unsigned char *) macptr;
break;
/*
* ======== BIT STRINGS ========
*/
case BITOID:
case VARBITOID:
/*
* Note that these are essentially strings.
* we don't need to worry about '10' and '010'
* to compare, b/c they will not, by design.
* (see SQL standard, and varbit.c)
*/
vbitptr = DatumGetVarBitP(datum);
len = VARBITBYTES(vbitptr);
buf = (char *) VARBITS(vbitptr);
break;
/*
* ======= other types =======
*/
case BOOLOID: /* boolean, 'true'/'false' */
bool_buf = DatumGetBool(datum);
buf = &bool_buf;
len = sizeof(bool_buf);
break;
/*
* We prepare the hash key for aclitems just like postgresql does.
* (see code and comment in acl.c: hash_aclitem() ).
*/
case ACLITEMOID:
aclitem_ptr = DatumGetAclItemP(datum);
aclitem_buf = (uint32) (aclitem_ptr->ai_privs + aclitem_ptr->ai_grantee + aclitem_ptr->ai_grantor);
buf = &aclitem_buf;
len = sizeof(aclitem_buf);
break;
/*
* ANYARRAY is a pseudo-type. We use it to include
* any of the array types (OIDs 1007-1033 in pg_type.h).
* caller needs to be sure the type is ANYARRAYOID
* before calling cdbhash on an array (INSERT and COPY do so).
*/
case ANYARRAYOID:
arrbuf = DatumGetArrayTypeP(datum);
len = VARSIZE(arrbuf) - VARHDRSZ;
buf = VARDATA(arrbuf);
break;
case INT2VECTOROID:
i2vec_buf = (int2vector *) DatumGetPointer(datum);
len = i2vec_buf->dim1 * sizeof(int2);
buf = (void *)i2vec_buf->values;
break;
case OIDVECTOROID:
oidvec_buf = (oidvector *) DatumGetPointer(datum);
len = oidvec_buf->dim1 * sizeof(Oid);
buf = oidvec_buf->values;
break;
case CASHOID: /* cash is stored in int32 internally */
cash_buf = (* (Cash *)DatumGetPointer(datum));
len = sizeof(Cash);
buf = &cash_buf;
break;
default:
ereport(ERROR,
(errcode(ERRCODE_CDB_FEATURE_NOT_YET),
errmsg("Type %u is not hashable.", type)));
} /* switch(type) */
/* do the hash using the selected algorithm */
hashFn(clientData, buf, len);
if(tofree)
pfree(tofree);
}
Datum generate_sparse_vector(PG_FUNCTION_ARGS)
{
SvecType *output_sfv;
int16_t typlen;
bool typbyval;
char typalign;
bool *nulls;
if (PG_NARGS() != 3)
elog(ERROR, "Invalid number of arguments.");
ArrayType *term_index = PG_GETARG_ARRAYTYPE_P(0);
ArrayType *term_count = PG_GETARG_ARRAYTYPE_P(1);
int64_t dict_size = PG_GETARG_INT64(2);
/* Check if arrays have null entries */
if (ARR_HASNULL(term_index) || ARR_HASNULL(term_count))
elog(ERROR, "One or both of the argument arrays has one or more null entries.");
if (dict_size <= 0)
elog(ERROR, "Dictionary size cannot be zero or negative.");
/* Check if any of the argument arrays is empty */
if ((ARR_NDIM(term_index) == 0) || (ARR_NDIM(term_count) == 0))
elog(ERROR, "One or more argument arrays is empty.");
int term_index_nelems = ARR_DIMS(term_index)[0];
int term_count_nelems = ARR_DIMS(term_count)[0];
/* If no. of elements in the arrays are not equal, throw an error */
if (term_index_nelems != term_count_nelems)
elog(ERROR, "No. of elements in the argument arrays are not equal.");
Datum *term_index_data;
Datum *term_count_data;
/* Deconstruct the arrays */
get_typlenbyvalalign(INT8OID, &typlen, &typbyval, &typalign);
deconstruct_array(term_index, INT8OID, typlen, typbyval, typalign,
&term_index_data, &nulls, &term_index_nelems);
get_typlenbyvalalign(FLOAT8OID, &typlen, &typbyval, &typalign);
deconstruct_array(term_count, FLOAT8OID, typlen, typbyval, typalign,
&term_count_data, &nulls, &term_count_nelems);
/* Check if term index array has indexes in proper order or not */
for(int i = 0; i < term_index_nelems; i++)
{
if (DatumGetInt64(term_index_data[i]) < 0 ||
DatumGetInt64(term_index_data[i]) >= dict_size)
elog(ERROR, "Term indexes must range from 0 to total number of elements in the dictonary - 1.");
}
float8 *histogram = (float8 *)palloc0(sizeof(float8) * dict_size);
for (int k = 0; k < dict_size; k++)
{
histogram[k] = 0;
}
for (int i = 0; i < term_index_nelems; i++)
{
uint64_t idx = DatumGetInt64(term_index_data[i]);
histogram[idx] += DatumGetFloat8(term_count_data[i]);
}
output_sfv = svec_from_float8arr(histogram, dict_size);
pfree(histogram);
PG_RETURN_POINTER(output_sfv);
}
GISTENTRY *
gbt_num_compress(GISTENTRY *retval, GISTENTRY *entry, const gbtree_ninfo *tinfo)
{
if (entry->leafkey)
{
union
{
int16 i2;
int32 i4;
int64 i8;
float4 f4;
float8 f8;
DateADT dt;
TimeADT tm;
Timestamp ts;
Cash ch;
} v;
GBT_NUMKEY *r = (GBT_NUMKEY *) palloc0(2 * tinfo->size);
void *leaf = NULL;
switch (tinfo->t)
{
case gbt_t_int2:
v.i2 = DatumGetInt16(entry->key);
leaf = &v.i2;
break;
case gbt_t_int4:
v.i4 = DatumGetInt32(entry->key);
leaf = &v.i4;
break;
case gbt_t_int8:
v.i8 = DatumGetInt64(entry->key);
leaf = &v.i8;
break;
case gbt_t_oid:
v.i4 = DatumGetObjectId(entry->key);
leaf = &v.i4;
break;
case gbt_t_float4:
v.f4 = DatumGetFloat4(entry->key);
leaf = &v.f4;
break;
case gbt_t_float8:
v.f8 = DatumGetFloat8(entry->key);
leaf = &v.f8;
break;
case gbt_t_date:
v.dt = DatumGetDateADT(entry->key);
leaf = &v.dt;
break;
case gbt_t_time:
v.tm = DatumGetTimeADT(entry->key);
leaf = &v.tm;
break;
case gbt_t_ts:
v.ts = DatumGetTimestamp(entry->key);
leaf = &v.ts;
break;
case gbt_t_cash:
v.ch = DatumGetCash(entry->key);
leaf = &v.ch;
break;
default:
leaf = DatumGetPointer(entry->key);
}
memcpy((void *) &r[0], leaf, tinfo->size);
memcpy((void *) &r[tinfo->size], leaf, tinfo->size);
retval = palloc(sizeof(GISTENTRY));
gistentryinit(*retval, PointerGetDatum(r), entry->rel, entry->page,
entry->offset, FALSE);
}
else
retval = entry;
return retval;
}
void
ParquetColumnReader_readPATH(
ParquetColumnReader readers[],
Datum *value,
bool *null)
{
PATH *path;
Datum child_values[3] = {0}; /* is_open, points.x, points.y */
bool child_nulls[3] = {0};
int npts, maxnpts;
ParquetColumnReader_readValue(&readers[0], &child_values[0], &child_nulls[0], HAWQ_TYPE_BOOL);
if (child_nulls[0])
{
ParquetColumnReader_readValue(&readers[1], &child_values[1], &child_nulls[1], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[2], &child_values[2], &child_nulls[2], HAWQ_TYPE_FLOAT8);
Insist(child_nulls[1] && child_nulls[2]);
*null = true;
return;
}
npts = 0;
path = readers[0].geoval;
if (path == NULL)
{
maxnpts = 10;
path = (PATH *)palloc0(get_path_size(maxnpts));
}
else
{
maxnpts = path->npts;
}
path->closed = !DatumGetBool(child_values[0]);
while (true)
{
if (npts >= maxnpts)
{
maxnpts *= 2;
path = (PATH *)repalloc(path, get_path_size(maxnpts));
}
ParquetColumnReader_readValue(&readers[1], &child_values[1], &child_nulls[1], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[2], &child_values[2], &child_nulls[2], HAWQ_TYPE_FLOAT8);
path->p[npts].x = DatumGetFloat8(child_values[1]);
path->p[npts].y = DatumGetFloat8(child_values[2]);
npts++;
if (NextRepetitionLevel(&readers[1]) == 0)
break; /* no more points in this path */
}
path = (PATH *)repalloc(path, get_path_size(npts));
SET_VARSIZE(path, get_path_size(npts));
path->npts = npts;
*value = PointerGetDatum(path);
*null = false;
readers[0].geoval = path;
}
Datum
gbt_numeric_penalty(PG_FUNCTION_ARGS)
{
GISTENTRY *o = (GISTENTRY *) PG_GETARG_POINTER(0);
GISTENTRY *n = (GISTENTRY *) PG_GETARG_POINTER(1);
float *result = (float *) PG_GETARG_POINTER(2);
Numeric us,
os,
ds;
GBT_VARKEY *org = (GBT_VARKEY *) DatumGetPointer(o->key);
GBT_VARKEY *newe = (GBT_VARKEY *) DatumGetPointer(n->key);
Datum uni;
GBT_VARKEY_R rk,
ok,
uk;
rk = gbt_var_key_readable(org);
uni = PointerGetDatum(gbt_var_key_copy(&rk, TRUE));
gbt_var_bin_union(&uni, newe, &tinfo);
ok = gbt_var_key_readable(org);
uk = gbt_var_key_readable((GBT_VARKEY *) DatumGetPointer(uni));
us = DatumGetNumeric(DirectFunctionCall2(
numeric_sub,
PointerGetDatum(uk.upper),
PointerGetDatum(uk.lower)
));
os = DatumGetNumeric(DirectFunctionCall2(
numeric_sub,
PointerGetDatum(ok.upper),
PointerGetDatum(ok.lower)
));
ds = DatumGetNumeric(DirectFunctionCall2(
numeric_sub,
NumericGetDatum(us),
NumericGetDatum(os)
));
if (numeric_is_nan(us))
{
if (numeric_is_nan(os))
*result = 0.0;
else
*result = 1.0;
}
else
{
Numeric nul = DatumGetNumeric(DirectFunctionCall1(int4_numeric, Int32GetDatum(0)));
*result = 0.0;
if (DirectFunctionCall2(numeric_gt, NumericGetDatum(ds), NumericGetDatum(nul)))
{
*result += FLT_MIN;
os = DatumGetNumeric(DirectFunctionCall2(
numeric_div,
NumericGetDatum(ds),
NumericGetDatum(us)
));
*result += (float4) DatumGetFloat8(DirectFunctionCall1(numeric_float8_no_overflow, NumericGetDatum(os)));
}
}
if (*result > 0)
*result *= (FLT_MAX / (((GISTENTRY *) PG_GETARG_POINTER(0))->rel->rd_att->natts + 1));
PG_RETURN_POINTER(result);
}
static jvalue _Double_coerceDatum(Type self, Datum arg)
{
jvalue result;
result.l = JNI_newObject(s_Double_class, s_Double_init, DatumGetFloat8(arg));
return result;
}
static jvalue _double_coerceDatum(Type self, Datum arg)
{
jvalue result;
result.d = DatumGetFloat8(arg);
return result;
}
double
getNextValue(ModelInfo *model, int num)
{
return DatumGetFloat8(FunctionCall2(&model->algInfo->algGetNextValue,PointerGetDatum(model->model),Int32GetDatum(num)));
}
static DTYPE *get_pgarray(int *num, ArrayType *input)
{
int ndims, *dims, *lbs;
bool *nulls;
Oid i_eltype;
int16 i_typlen;
bool i_typbyval;
char i_typalign;
Datum *i_data;
int i, n;
DTYPE *data;
/* get input array element type */
i_eltype = ARR_ELEMTYPE(input);
get_typlenbyvalalign(i_eltype, &i_typlen, &i_typbyval, &i_typalign);
/* validate input data type */
switch(i_eltype) {
case INT2OID:
case INT4OID:
case FLOAT4OID:
case FLOAT8OID:
break;
default:
elog(ERROR, "Invalid input data type");
break;
}
/* get various pieces of data from the input array */
ndims = ARR_NDIM(input);
dims = ARR_DIMS(input);
lbs = ARR_LBOUND(input);
if (ndims != 2 || dims[0] != dims[1]) {
elog(ERROR, "Error: matrix[num][num] in its definition.");
}
/* get src data */
deconstruct_array(input, i_eltype, i_typlen, i_typbyval, i_typalign,
&i_data, &nulls, &n);
DBG("get_pgarray: ndims=%d, n=%d", ndims, n);
#ifdef DEBUG
for (i=0; i<ndims; i++) {
DBG(" dims[%d]=%d, lbs[%d]=%d", i, dims[i], i, lbs[i]);
}
#endif
/* construct a C array */
data = (DTYPE *) palloc(n * sizeof(DTYPE));
if (!data) {
elog(ERROR, "Error: Out of memory!");
}
for (i=0; i<n; i++) {
if (nulls[i]) {
data[i] = INFINITY;
}
else {
switch(i_eltype) {
case INT2OID:
data[i] = (DTYPE) DatumGetInt16(i_data[i]);
break;
case INT4OID:
data[i] = (DTYPE) DatumGetInt32(i_data[i]);
break;
case FLOAT4OID:
data[i] = (DTYPE) DatumGetFloat4(i_data[i]);
break;
case FLOAT8OID:
data[i] = (DTYPE) DatumGetFloat8(i_data[i]);
break;
}
/* we assume negative values are INFINTY */
/********************************************************
TODO: based on trying to add an endpt it is likely
that this will not work and you will get and error in
findEulerianPath
**********************************************************/
if (data[i] < 0)
data[i] = INFINITY;
}
DBG(" data[%d]=%.4f", i, data[i]);
}
pfree(nulls);
pfree(i_data);
*num = dims[0];
return data;
}
/*
* Reading quantiles from an input array, based mostly on
* array_to_text_internal (it's a modified copy). This expects
* to receive a single-dimensional float8 array as input, fails
* otherwise.
*/
static double *
array_to_double(FunctionCallInfo fcinfo, ArrayType *v, int * len)
{
double *result;
int nitems,
*dims,
ndims;
Oid element_type;
int typlen;
bool typbyval;
char typalign;
char *p;
int i, idx = 0;
ArrayMetaState *my_extra;
ndims = ARR_NDIM(v);
dims = ARR_DIMS(v);
nitems = ArrayGetNItems(ndims, dims);
/* this is a special-purpose function for single-dimensional arrays */
if (ndims != 1) {
elog(ERROR, "error, array_to_double expects a single-dimensional array"
"(dims = %d)", ndims);
}
/* if there are no elements, set the length to 0 and return NULL */
if (nitems == 0) {
(*len) = 0;
return NULL;
}
element_type = ARR_ELEMTYPE(v);
result = (double*)palloc(nitems * sizeof(double));
/*
* We arrange to look up info about element type, including its output
* conversion proc, only once per series of calls, assuming the element
* type doesn't change underneath us.
*/
my_extra = (ArrayMetaState *) fcinfo->flinfo->fn_extra;
if (my_extra == NULL)
{
fcinfo->flinfo->fn_extra = MemoryContextAlloc(fcinfo->flinfo->fn_mcxt,
sizeof(ArrayMetaState));
my_extra = (ArrayMetaState *) fcinfo->flinfo->fn_extra;
my_extra->element_type = ~element_type;
}
if (my_extra->element_type != element_type)
{
/*
* Get info about element type, including its output conversion proc
*/
get_type_io_data(element_type, IOFunc_output,
&my_extra->typlen, &my_extra->typbyval,
&my_extra->typalign, &my_extra->typdelim,
&my_extra->typioparam, &my_extra->typiofunc);
fmgr_info_cxt(my_extra->typiofunc, &my_extra->proc,
fcinfo->flinfo->fn_mcxt);
my_extra->element_type = element_type;
}
typlen = my_extra->typlen;
typbyval = my_extra->typbyval;
typalign = my_extra->typalign;
p = ARR_DATA_PTR(v);
for (i = 0; i < nitems; i++) {
Datum itemvalue = fetch_att(p, typbyval, typlen);
double val = DatumGetFloat8(itemvalue);
result[idx++] = val;
p = att_addlength_pointer(p, typlen, p);
p = (char *) att_align_nominal(p, typalign);
}
(*len) = idx;
return result;
}
int create_spatial_index(sqlite3 *db,char *dataset_name, char *idx_tbl,char * idx_geom, char *idx_id, char *sql_string, int create)
{
char sql_txt_pg[SQLSTRLEN];
char sql_txt_sqlite[SQLSTRLEN];
int rc;
char *err_msg;
SPIPlanPtr plan;
sqlite3_stmt *prepared_statement;
Portal cur;
char *pg_type;
int val_int, proc,j;
float8 val_float;
int64 val_int64;
bool null_check;
TupleDesc tupdesc;
SPITupleTable *tuptable;
HeapTuple tuple;
int tot_rows = 0;
if(create)
{
snprintf(sql_txt_pg,sizeof(sql_txt_pg), " %s%s%s",
"CREATE VIRTUAL TABLE ",
dataset_name,
"_idx_geom USING rtree(id,minX, maxX,minY, maxY)");
rc = sqlite3_exec(db, sql_txt_pg, NULL, 0, &err_msg);
if (rc != SQLITE_OK ) {
sqlite3_free(err_msg);
sqlite3_close(db);
ereport(ERROR, ( errmsg("Problem creating table: %s", err_msg)));
//fprintf(stderr, "SQL error: %s\n", err_msg);
}
elog(INFO, "create table string: %s", sql_txt_pg);
}
snprintf(sql_txt_pg,sizeof(sql_txt_pg), " %s%s%s%s%s%s%s%s%s",
"with o as (",
sql_string,
"), g as( select ",
idx_id,
" id,",
idx_geom,
" geom from ",
idx_tbl,
") select g.id, st_xmin(g.geom) minx,st_xmax(g.geom) maxx,st_ymin(g.geom) miny,st_ymax(g.geom) maxy from g inner join o on g.id=o.id");
elog(INFO, "select table string: %s", sql_txt_pg);
plan = SPI_prepare(sql_txt_pg,0,NULL);
//ret = SPI_exec(sql_string, 0);
cur = SPI_cursor_open("index_cursor", plan,NULL,NULL,true);
snprintf(sql_txt_sqlite,sizeof(sql_txt_sqlite), " %s%s%s",
"insert into ",
dataset_name,
"_idx_geom (id,minX, maxX,minY, maxY) values(?,?,?,?,?)");
elog(INFO, "insert table string: %s", sql_txt_sqlite);
sqlite3_prepare_v2(db,sql_txt_sqlite,strlen(sql_txt_sqlite), &prepared_statement,NULL);
do
{
sqlite3_exec(db, "BEGIN TRANSACTION", NULL, NULL, &err_msg);
SPI_cursor_fetch(cur, true,100000);
proc = SPI_processed;
tot_rows += proc;
// if (ret > 0 && SPI_tuptable != NULL)
// {
tupdesc = SPI_tuptable->tupdesc;
tuptable = SPI_tuptable;
for (j = 0; j < proc; j++)
{
tuple = tuptable->vals[j];
pg_type = SPI_gettype(tupdesc, 1);
if(strcmp(pg_type, "int2")==0)
{
val_int = (int) DatumGetInt16(SPI_getbinval(tuple,tupdesc,1, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 1);
else
sqlite3_bind_int(prepared_statement, 1,val_int);
}
else if(strcmp(pg_type, "int4")==0)
{
val_int = (int) DatumGetInt32(SPI_getbinval(tuple,tupdesc,1, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 1);
else
sqlite3_bind_int(prepared_statement, 1,val_int);
}
else if(strcmp(pg_type, "int8")==0)
{
val_int64 = (int64) DatumGetInt64(SPI_getbinval(tuple,tupdesc,1, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 1);
else
sqlite3_bind_int64(prepared_statement,1,val_int64);
}
val_float = (float8) DatumGetFloat8(SPI_getbinval(tuple,tupdesc,2, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 2);
else
sqlite3_bind_double(prepared_statement,2,val_float);
val_float = (float8) DatumGetFloat8(SPI_getbinval(tuple,tupdesc,3, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 3);
else
sqlite3_bind_double(prepared_statement,3,val_float);
val_float = (float8) DatumGetFloat8(SPI_getbinval(tuple,tupdesc,4, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 4);
else
sqlite3_bind_double(prepared_statement,4,val_float);
val_float = (float8) DatumGetFloat8(SPI_getbinval(tuple,tupdesc,5, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, 5);
else
sqlite3_bind_double(prepared_statement,5,val_float);
sqlite3_step(prepared_statement);
sqlite3_clear_bindings(prepared_statement);
sqlite3_reset(prepared_statement);
}
sqlite3_exec(db, "END TRANSACTION", NULL, NULL, &err_msg);
elog(INFO, "inserted %d rows in index",tot_rows);
}
while (proc > 0);
return 0;
}
/*
* Get relative position of value in histogram bin in [0,1] range.
*/
static float8
get_position(TypeCacheEntry *typcache, RangeBound *value, RangeBound *hist1,
RangeBound *hist2)
{
bool has_subdiff = OidIsValid(typcache->rng_subdiff_finfo.fn_oid);
float8 position;
if (!hist1->infinite && !hist2->infinite)
{
float8 bin_width;
/*
* Both bounds are finite. Assuming the subtype's comparison function
* works sanely, the value must be finite, too, because it lies
* somewhere between the bounds. If it doesn't, just return something.
*/
if (value->infinite)
return 0.5;
/* Can't interpolate without subdiff function */
if (!has_subdiff)
return 0.5;
/* Calculate relative position using subdiff function. */
bin_width = DatumGetFloat8(FunctionCall2Coll(
&typcache->rng_subdiff_finfo,
typcache->rng_collation,
hist2->val,
hist1->val));
if (bin_width <= 0.0)
return 0.5; /* zero width bin */
position = DatumGetFloat8(FunctionCall2Coll(
&typcache->rng_subdiff_finfo,
typcache->rng_collation,
value->val,
hist1->val))
/ bin_width;
/* Relative position must be in [0,1] range */
position = Max(position, 0.0);
position = Min(position, 1.0);
return position;
}
else if (hist1->infinite && !hist2->infinite)
{
/*
* Lower bin boundary is -infinite, upper is finite. If the value is
* -infinite, return 0.0 to indicate it's equal to the lower bound.
* Otherwise return 1.0 to indicate it's infinitely far from the lower
* bound.
*/
return ((value->infinite && value->lower) ? 0.0 : 1.0);
}
else if (!hist1->infinite && hist2->infinite)
{
/* same as above, but in reverse */
return ((value->infinite && !value->lower) ? 1.0 : 0.0);
}
else
{
/*
* If both bin boundaries are infinite, they should be equal to each
* other, and the value should also be infinite and equal to both
* bounds. (But don't Assert that, to avoid crashing if a user creates
* a datatype with a broken comparison function).
*
* Assume the value to lie in the middle of the infinite bounds.
*/
return 0.5;
}
}
int write2sqlite(char *sqlitedb_name,char *dataset_name, char *sql_string, char *twkb_name,char *id_name,char *idx_geom,char *idx_tbl, char *idx_id, int create)
{
char *err_msg;
int spi_conn;
int proc, rc;
/*Sqlite*/
sqlite3 *db;
TupleDesc tupdesc;
SPITupleTable *tuptable;
HeapTuple tuple;
int i, j;
SPIPlanPtr plan;
char insert_str[SQLSTRLEN];
Portal cur;
void *val_p;
int val_int;
int64 val_int64;
float8 val_float;
bool null_check;
char *pg_type;
int tot_rows = 0;
sqlite3_stmt *prepared_statement;
spi_conn = SPI_connect();
if (spi_conn!=SPI_OK_CONNECT)
ereport(ERROR, ( errmsg("Failed to open SPI Connection")));
/*Open the sqlite db to write to*/
rc = sqlite3_open(sqlitedb_name, &db);
if (rc != SQLITE_OK) {
sqlite3_close(db);
ereport(ERROR, ( errmsg("Cannot open SQLite database")));
}
plan = SPI_prepare(sql_string,0,NULL);
//ret = SPI_exec(sql_string, 0);
cur = SPI_cursor_open("our_cursor", plan,NULL,NULL,true);
elog(INFO, "build sql-strings and create table if : %d",create);
create_sqlite_table(&cur,db, insert_str,dataset_name,twkb_name, id_name,create);
elog(INFO, "back from creating table");
elog(INFO, "inserted sql = %s",insert_str);
//TODO add error handling
sqlite3_prepare_v2(db,insert_str,strlen(insert_str), &prepared_statement,NULL);
do
{
sqlite3_exec(db, "BEGIN TRANSACTION", NULL, NULL, &err_msg);
SPI_cursor_fetch(cur, true,10000);
proc = SPI_processed;
tot_rows += proc;
// if (ret > 0 && SPI_tuptable != NULL)
// {
tupdesc = SPI_tuptable->tupdesc;
tuptable = SPI_tuptable;
for (j = 0; j < proc; j++)
{
tuple = tuptable->vals[j];
for (i = 1; i <= tupdesc->natts; i++)
{
pg_type = SPI_gettype(tupdesc, i);
if(strcmp(pg_type, "bool")==0)
{
val_int = (bool) (DatumGetBool(SPI_getbinval(tuple,tupdesc,i, &null_check)) ? 1:0);
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_int(prepared_statement, i,(int) val_int);
}
if(strcmp(pg_type, "int2")==0)
{
val_int = (int) DatumGetInt16(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_int(prepared_statement, i,val_int);
}
else if(strcmp(pg_type, "int4")==0)
{
val_int = (int) DatumGetInt32(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_int(prepared_statement, i,val_int);
}
else if(strcmp(pg_type, "int8")==0)
{
val_int64 = (int64) DatumGetInt64(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_int64(prepared_statement, i,val_int64);
}
else if(strcmp(pg_type, "float4")==0)
{
val_float = (float8) DatumGetFloat4(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_double(prepared_statement, i,val_float);
}
else if(strcmp(pg_type, "float8")==0)
{
val_float = (float8) DatumGetFloat8(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_double(prepared_statement, i,val_float);
}
else if(strcmp(pg_type, "bytea")==0)
{
val_p = (void*) PG_DETOAST_DATUM(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
if(null_check)
sqlite3_bind_null(prepared_statement, i);
else
sqlite3_bind_blob(prepared_statement, i, (const void*) VARDATA_ANY(val_p), VARSIZE_ANY(val_p)-VARHDRSZ, SQLITE_TRANSIENT);
}
else
{
// val = (void*) PG_DETOAST_DATUM(SPI_getbinval(tuple,tupdesc,i, &null_check));
//TODO add error handling
sqlite3_bind_text(prepared_statement,i,SPI_getvalue(tuple, tupdesc, i),-1,NULL);
}
}
sqlite3_step(prepared_statement);
sqlite3_clear_bindings(prepared_statement);
sqlite3_reset(prepared_statement);
}
sqlite3_exec(db, "END TRANSACTION", NULL, NULL, &err_msg);
elog(INFO, "inserted %d rows in table",tot_rows);
}
while (proc > 0);
if(dataset_name && idx_geom && idx_id)
create_spatial_index(db,dataset_name,idx_tbl, idx_geom, idx_id, sql_string,create);
else
elog(INFO, "Finnishing without spatial index");
SPI_finish();
sqlite3_close(db);
return 0;
}
/**
* Returns a histogram from an array of numbers.
* by Paul A. Jungwirth
*/
Datum
array_to_hist(PG_FUNCTION_ARGS)
{
// Our arguments:
ArrayType *vals;
pgnum bucketsStart;
pgnum bucketsSize;
int32 bucketsCount;
// The array element type:
Oid valsType;
// The array element type widths for our input and output arrays:
int16 valsTypeWidth;
int16 histTypeWidth;
// The array element type "is passed by value" flags (not really used):
bool valsTypeByValue;
bool histTypeByValue;
// The array element type alignment codes (not really used):
char valsTypeAlignmentCode;
char histTypeAlignmentCode;
// The array contents, as PostgreSQL "Datum" objects:
Datum *valsContent;
Datum *histContent;
// List of "is null" flags for the array contents (not used):
bool *valsNullFlags;
// The size of the input array:
int valsLength;
// The output array:
ArrayType* histArray;
pgnum histMax;
pgnum v;
int i;
if (PG_ARGISNULL(0) || PG_ARGISNULL(1) || PG_ARGISNULL(2) || PG_ARGISNULL(3)) {
ereport(ERROR, (errmsg("Null arguments not accepted")));
}
vals = PG_GETARG_ARRAYTYPE_P(0);
if (ARR_NDIM(vals) > 1) {
ereport(ERROR, (errmsg("One-dimesional arrays are required")));
}
if (array_contains_nulls(vals)) {
ereport(ERROR, (errmsg("Array contains null elements")));
}
// Determine the array element types.
valsType = ARR_ELEMTYPE(vals);
if (valsType != INT2OID &&
valsType != INT4OID &&
valsType != INT8OID &&
valsType != FLOAT4OID &&
valsType != FLOAT8OID) {
ereport(ERROR, (errmsg("Histogram subject must be SMALLINT, INTEGER, BIGINT, REAL, or DOUBLE PRECISION values")));
}
valsLength = (ARR_DIMS(vals))[0];
switch (valsType) {
case INT2OID:
bucketsStart.i16 = PG_GETARG_INT16(1);
bucketsSize.i16 = PG_GETARG_INT16(2);
break;
case INT4OID:
bucketsStart.i32 = PG_GETARG_INT32(1);
bucketsSize.i32 = PG_GETARG_INT32(2);
break;
case INT8OID:
bucketsStart.i64 = PG_GETARG_INT64(1);
bucketsSize.i64 = PG_GETARG_INT64(2);
break;
case FLOAT4OID:
bucketsStart.f4 = PG_GETARG_FLOAT4(1);
bucketsSize.f4 = PG_GETARG_FLOAT4(2);
break;
case FLOAT8OID:
bucketsStart.f8 = PG_GETARG_FLOAT8(1);
bucketsSize.f8 = PG_GETARG_FLOAT8(2);
break;
default:
break;
}
bucketsCount = PG_GETARG_INT32(3);
get_typlenbyvalalign(valsType, &valsTypeWidth, &valsTypeByValue, &valsTypeAlignmentCode);
// Extract the array contents (as Datum objects).
deconstruct_array(vals, valsType, valsTypeWidth, valsTypeByValue, valsTypeAlignmentCode,
&valsContent, &valsNullFlags, &valsLength);
// Create a new array of histogram bins (as Datum objects).
// Memory we palloc is freed automatically at the end of the transaction.
histContent = palloc0(sizeof(Datum) * bucketsCount);
// Generate the histogram
switch (valsType) {
case INT2OID:
histMax.i16 = bucketsStart.i16 + (bucketsSize.i16 * bucketsCount);
for (i = 0; i < valsLength; i++) {
v.i16 = DatumGetInt16(valsContent[i]);
if (v.i16 >= bucketsStart.i16 && v.i16 <= histMax.i16) {
int b = (v.i16 - bucketsStart.i16) / bucketsSize.i16;
if (b >= 0 && b < bucketsCount) {
histContent[b] = Int32GetDatum(DatumGetInt32(histContent[b]) + 1);
}
}
}
break;
case INT4OID:
histMax.i32 = bucketsStart.i32 + (bucketsSize.i32 * bucketsCount);
for (i = 0; i < valsLength; i++) {
v.i32 = DatumGetInt32(valsContent[i]);
if (v.i32 >= bucketsStart.i32 && v.i32 <= histMax.i32) {
int b = (v.i32 - bucketsStart.i32) / bucketsSize.i32;
if (b >= 0 && b < bucketsCount) {
histContent[b] = Int32GetDatum(DatumGetInt32(histContent[b]) + 1);
}
}
}
break;
case INT8OID:
histMax.i64 = bucketsStart.i64 + (bucketsSize.i64 * bucketsCount);
for (i = 0; i < valsLength; i++) {
v.i64 = DatumGetInt64(valsContent[i]);
if (v.i64 >= bucketsStart.i64 && v.i64 <= histMax.i64) {
int b = (v.i64 - bucketsStart.i64) / bucketsSize.i64;
if (b >= 0 && b < bucketsCount) {
histContent[b] = Int64GetDatum(DatumGetInt64(histContent[b]) + 1);
}
}
}
break;
case FLOAT4OID:
histMax.f4 = bucketsStart.f4 + (bucketsSize.f4 * bucketsCount);
for (i = 0; i < valsLength; i++) {
v.f4 = DatumGetFloat4(valsContent[i]);
if (v.f4 >= bucketsStart.f4 && v.f4 <= histMax.f4) {
int b = (v.f4 - bucketsStart.f4) / bucketsSize.f4;
if (b >= 0 && b < bucketsCount) {
histContent[b] = Int32GetDatum(DatumGetInt32(histContent[b]) + 1);
}
}
}
break;
case FLOAT8OID:
histMax.f8 = bucketsStart.f8 + (bucketsSize.f8 * bucketsCount);
for (i = 0; i < valsLength; i++) {
v.f8 = DatumGetFloat8(valsContent[i]);
if (v.f8 >= bucketsStart.f8 && v.f8 <= histMax.f8) {
int b = (v.f8 - bucketsStart.f8) / bucketsSize.f8;
if (b >= 0 && b < bucketsCount) {
histContent[b] = Int32GetDatum(DatumGetInt32(histContent[b]) + 1);
}
}
}
break;
default:
break;
}
// Wrap the buckets in a new PostgreSQL array object.
get_typlenbyvalalign(INT4OID, &histTypeWidth, &histTypeByValue, &histTypeAlignmentCode);
histArray = construct_array(histContent, bucketsCount, INT4OID, histTypeWidth, histTypeByValue, histTypeAlignmentCode);
// Return the final PostgreSQL array object.
PG_RETURN_ARRAYTYPE_P(histArray);
}
/*
* gistindex_keytest() -- does this index tuple satisfy the scan key(s)?
*
* The index tuple might represent either a heap tuple or a lower index page,
* depending on whether the containing page is a leaf page or not.
*
* On success return for a heap tuple, *recheck_p is set to indicate whether
* the quals need to be rechecked. We recheck if any of the consistent()
* functions request it. recheck is not interesting when examining a non-leaf
* entry, since we must visit the lower index page if there's any doubt.
* Similarly, *recheck_distances_p is set to indicate whether the distances
* need to be rechecked, and it is also ignored for non-leaf entries.
*
* If we are doing an ordered scan, so->distances[] is filled with distance
* data from the distance() functions before returning success.
*
* We must decompress the key in the IndexTuple before passing it to the
* sk_funcs (which actually are the opclass Consistent or Distance methods).
*
* Note that this function is always invoked in a short-lived memory context,
* so we don't need to worry about cleaning up allocated memory, either here
* or in the implementation of any Consistent or Distance methods.
*/
static bool
gistindex_keytest(IndexScanDesc scan,
IndexTuple tuple,
Page page,
OffsetNumber offset,
bool *recheck_p,
bool *recheck_distances_p)
{
GISTScanOpaque so = (GISTScanOpaque) scan->opaque;
GISTSTATE *giststate = so->giststate;
ScanKey key = scan->keyData;
int keySize = scan->numberOfKeys;
double *distance_p;
Relation r = scan->indexRelation;
*recheck_p = false;
*recheck_distances_p = false;
/*
* If it's a leftover invalid tuple from pre-9.1, treat it as a match with
* minimum possible distances. This means we'll always follow it to the
* referenced page.
*/
if (GistTupleIsInvalid(tuple))
{
int i;
if (GistPageIsLeaf(page)) /* shouldn't happen */
elog(ERROR, "invalid GiST tuple found on leaf page");
for (i = 0; i < scan->numberOfOrderBys; i++)
so->distances[i] = -get_float8_infinity();
return true;
}
/* Check whether it matches according to the Consistent functions */
while (keySize > 0)
{
Datum datum;
bool isNull;
datum = index_getattr(tuple,
key->sk_attno,
giststate->tupdesc,
&isNull);
if (key->sk_flags & SK_ISNULL)
{
/*
* On non-leaf page we can't conclude that child hasn't NULL
* values because of assumption in GiST: union (VAL, NULL) is VAL.
* But if on non-leaf page key IS NULL, then all children are
* NULL.
*/
if (key->sk_flags & SK_SEARCHNULL)
{
if (GistPageIsLeaf(page) && !isNull)
return false;
}
else
{
Assert(key->sk_flags & SK_SEARCHNOTNULL);
if (isNull)
return false;
}
}
else if (isNull)
{
return false;
}
else
{
Datum test;
bool recheck;
GISTENTRY de;
gistdentryinit(giststate, key->sk_attno - 1, &de,
datum, r, page, offset,
false, isNull);
/*
* Call the Consistent function to evaluate the test. The
* arguments are the index datum (as a GISTENTRY*), the comparison
* datum, the comparison operator's strategy number and subtype
* from pg_amop, and the recheck flag.
*
* (Presently there's no need to pass the subtype since it'll
* always be zero, but might as well pass it for possible future
* use.)
*
* We initialize the recheck flag to true (the safest assumption)
* in case the Consistent function forgets to set it.
*/
recheck = true;
test = FunctionCall5Coll(&key->sk_func,
key->sk_collation,
PointerGetDatum(&de),
key->sk_argument,
Int16GetDatum(key->sk_strategy),
ObjectIdGetDatum(key->sk_subtype),
PointerGetDatum(&recheck));
if (!DatumGetBool(test))
return false;
*recheck_p |= recheck;
}
key++;
keySize--;
}
/* OK, it passes --- now let's compute the distances */
key = scan->orderByData;
distance_p = so->distances;
keySize = scan->numberOfOrderBys;
while (keySize > 0)
{
Datum datum;
bool isNull;
datum = index_getattr(tuple,
key->sk_attno,
giststate->tupdesc,
&isNull);
if ((key->sk_flags & SK_ISNULL) || isNull)
{
/* Assume distance computes as null and sorts to the end */
*distance_p = get_float8_infinity();
}
else
{
Datum dist;
bool recheck;
GISTENTRY de;
gistdentryinit(giststate, key->sk_attno - 1, &de,
datum, r, page, offset,
false, isNull);
/*
* Call the Distance function to evaluate the distance. The
* arguments are the index datum (as a GISTENTRY*), the comparison
* datum, the ordering operator's strategy number and subtype from
* pg_amop, and the recheck flag.
*
* (Presently there's no need to pass the subtype since it'll
* always be zero, but might as well pass it for possible future
* use.)
*
* If the function sets the recheck flag, the returned distance is
* a lower bound on the true distance and needs to be rechecked.
* We initialize the flag to 'false'. This flag was added in
* version 9.5; distance functions written before that won't know
* about the flag, but are expected to never be lossy.
*/
recheck = false;
dist = FunctionCall5Coll(&key->sk_func,
key->sk_collation,
PointerGetDatum(&de),
key->sk_argument,
Int16GetDatum(key->sk_strategy),
ObjectIdGetDatum(key->sk_subtype),
PointerGetDatum(&recheck));
*recheck_distances_p |= recheck;
*distance_p = DatumGetFloat8(dist);
}
key++;
distance_p++;
keySize--;
}
return true;
}
/*
* GetFileSegInfo
*
* Get the catalog entry for an appendonly (row-oriented) relation from the
* pg_aoseg_* relation that belongs to the currently used
* AppendOnly table.
*
* If a caller intends to append to this file segment entry they must
* already hold a relation Append-Only segment file (transaction-scope) lock (tag
* LOCKTAG_RELATION_APPENDONLY_SEGMENT_FILE) in order to guarantee
* stability of the pg_aoseg information on this segment file and exclusive right
* to append data to the segment file.
*/
ParquetFileSegInfo *
GetParquetFileSegInfo(Relation parentrel, AppendOnlyEntry *aoEntry,
Snapshot parquetMetaDataSnapshot, int segno) {
Relation pg_parquetseg_rel;
TupleDesc pg_parquetseg_dsc;
HeapTuple tuple;
ScanKeyData key[1];
SysScanDesc parquetscan;
Datum eof, eof_uncompressed, tupcount;
bool isNull;
bool indexOK;
Oid indexid;
ParquetFileSegInfo *fsinfo;
/*
* Check the pg_paqseg relation to be certain the parquet table segment file
* is there.
*/
pg_parquetseg_rel = heap_open(aoEntry->segrelid, AccessShareLock);
pg_parquetseg_dsc = RelationGetDescr(pg_parquetseg_rel);
if (Gp_role == GP_ROLE_EXECUTE) {
indexOK = FALSE;
indexid = InvalidOid;
} else {
indexOK = TRUE;
indexid = aoEntry->segidxid;
}
/*
* Setup a scan key to fetch from the index by segno.
*/
ScanKeyInit(&key[0], (AttrNumber) Anum_pg_parquetseg_segno,
BTEqualStrategyNumber, F_INT4EQ, Int32GetDatum(segno));
parquetscan = systable_beginscan(pg_parquetseg_rel, indexid, indexOK,
SnapshotNow, 1, &key[0]);
tuple = systable_getnext(parquetscan);
if (!HeapTupleIsValid(tuple)) {
/* This segment file does not have an entry. */
systable_endscan(parquetscan);
heap_close(pg_parquetseg_rel, AccessShareLock);
return NULL ;
}
tuple = heap_copytuple(tuple);
systable_endscan(parquetscan);
Assert(HeapTupleIsValid(tuple));
fsinfo = (ParquetFileSegInfo *) palloc0(sizeof(ParquetFileSegInfo));
/* get the eof */
eof = fastgetattr(tuple, Anum_pg_parquetseg_eof, pg_parquetseg_dsc,
&isNull);
if (isNull)
ereport(ERROR,
(errcode(ERRCODE_UNDEFINED_OBJECT), errmsg("got invalid eof value: NULL")));
/* get the tupcount */
tupcount = fastgetattr(tuple, Anum_pg_parquetseg_tupcount,
pg_parquetseg_dsc, &isNull);
if (isNull)
ereport(ERROR,
(errcode(ERRCODE_UNDEFINED_OBJECT), errmsg("got invalid tupcount value: NULL")));
/* get the uncompressed eof */
eof_uncompressed = fastgetattr(tuple, Anum_pg_parquetseg_eofuncompressed,
pg_parquetseg_dsc, &isNull);
/*
* Confusing: This eof_uncompressed variable is never used. It appears we only
* call fastgetattr to get the isNull value. this variable "eof_uncompressed" is
* not at all the same as fsinfo->eof_uncompressed.
*/
if (isNull) {
/*
* NULL is allowed. Tables that were created before the release of the
* eof_uncompressed catalog column will have a NULL instead of a value.
*/
fsinfo->eof_uncompressed = InvalidUncompressedEof;
} else {
fsinfo->eof_uncompressed = (int64) DatumGetFloat8(eof_uncompressed);
}
fsinfo->segno = segno;
fsinfo->eof = (int64) DatumGetFloat8(eof);
fsinfo->tupcount = (int64) DatumGetFloat8(tupcount);
ItemPointerSetInvalid(&fsinfo->sequence_tid);
if (fsinfo->eof < 0)
ereport(ERROR,
(errcode(ERRCODE_GP_INTERNAL_ERROR),
errmsg("invalid eof " INT64_FORMAT " for relation %s",
fsinfo->eof,
RelationGetRelationName(parentrel))));
/* Finish up scan and close appendonly catalog. */
heap_close(pg_parquetseg_rel, AccessShareLock);
return fsinfo;
}
void
ParquetColumnReader_readPOLYGON(
ParquetColumnReader readers[],
Datum *value,
bool *null)
{
POLYGON *polygon;
Datum child_values[6] = {0}; /* boundbox:{x1,y1,x2,y2}, points:{x,y} */
bool child_nulls[6] = {0};
int npts, maxnpts;
/*
* read BOX boundbox
*/
ParquetColumnReader_readValue(&readers[0], &child_values[0], &child_nulls[0], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[1], &child_values[1], &child_nulls[1], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[2], &child_values[2], &child_nulls[2], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[3], &child_values[3], &child_nulls[3], HAWQ_TYPE_FLOAT8);
Insist(child_nulls[0] == child_nulls[1] &&
child_nulls[2] == child_nulls[3] &&
child_nulls[0] == child_nulls[2]);
if (child_nulls[0])
{
ParquetColumnReader_readValue(&readers[4], &child_values[4], &child_nulls[4], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[5], &child_values[5], &child_nulls[5], HAWQ_TYPE_FLOAT8);
Insist(child_nulls[4] && child_nulls[5]);
*null = true;
return;
}
npts = 0;
polygon = readers[0].geoval;
if (polygon == NULL)
{
maxnpts = 10;
polygon = palloc(get_polygon_size(maxnpts));
}
else
{
maxnpts = polygon->npts;
}
polygon->boundbox.high.x = DatumGetFloat8(child_values[0]);
polygon->boundbox.high.y = DatumGetFloat8(child_values[1]);
polygon->boundbox.low.x = DatumGetFloat8(child_values[2]);
polygon->boundbox.low.y = DatumGetFloat8(child_values[3]);
/*
* read repeated points
*/
while (true)
{
if (npts >= maxnpts)
{
maxnpts *= 2;
polygon = repalloc(polygon, get_polygon_size(maxnpts));
}
ParquetColumnReader_readValue(&readers[4], &child_values[4], &child_nulls[4], HAWQ_TYPE_FLOAT8);
ParquetColumnReader_readValue(&readers[5], &child_values[5], &child_nulls[5], HAWQ_TYPE_FLOAT8);
polygon->p[npts].x = DatumGetFloat8(child_values[4]);
polygon->p[npts].y = DatumGetFloat8(child_values[5]);
npts++;
if (NextRepetitionLevel(&readers[4]) == 0)
break; /* no more points in this polygon */
}
polygon = repalloc(polygon, get_polygon_size(npts));
SET_VARSIZE(polygon, get_polygon_size(npts));
polygon->npts = npts;
*value = PointerGetDatum(polygon);
*null = false;
readers[0].geoval = polygon;
}
Datum
spg_kd_inner_consistent(PG_FUNCTION_ARGS)
{
spgInnerConsistentIn *in = (spgInnerConsistentIn *) PG_GETARG_POINTER(0);
spgInnerConsistentOut *out = (spgInnerConsistentOut *) PG_GETARG_POINTER(1);
double coord;
int which;
int i;
Assert(in->hasPrefix);
coord = DatumGetFloat8(in->prefixDatum);
if (in->allTheSame)
elog(ERROR, "allTheSame should not occur for k-d trees");
Assert(in->nNodes == 2);
/* "which" is a bitmask of children that satisfy all constraints */
which = (1 << 1) | (1 << 2);
for (i = 0; i < in->nkeys; i++)
{
Point *query = DatumGetPointP(in->scankeys[i].sk_argument);
BOX *boxQuery;
switch (in->scankeys[i].sk_strategy)
{
case RTLeftStrategyNumber:
if ((in->level % 2) != 0 && FPlt(query->x, coord))
which &= (1 << 1);
break;
case RTRightStrategyNumber:
if ((in->level % 2) != 0 && FPgt(query->x, coord))
which &= (1 << 2);
break;
case RTSameStrategyNumber:
if ((in->level % 2) != 0)
{
if (FPlt(query->x, coord))
which &= (1 << 1);
else if (FPgt(query->x, coord))
which &= (1 << 2);
}
else
{
if (FPlt(query->y, coord))
which &= (1 << 1);
else if (FPgt(query->y, coord))
which &= (1 << 2);
}
break;
case RTBelowStrategyNumber:
if ((in->level % 2) == 0 && FPlt(query->y, coord))
which &= (1 << 1);
break;
case RTAboveStrategyNumber:
if ((in->level % 2) == 0 && FPgt(query->y, coord))
which &= (1 << 2);
break;
case RTContainedByStrategyNumber:
/*
* For this operator, the query is a box not a point. We
* cheat to the extent of assuming that DatumGetPointP won't
* do anything that would be bad for a pointer-to-box.
*/
boxQuery = DatumGetBoxP(in->scankeys[i].sk_argument);
if ((in->level % 2) != 0)
{
if (FPlt(boxQuery->high.x, coord))
which &= (1 << 1);
else if (FPgt(boxQuery->low.x, coord))
which &= (1 << 2);
}
else
{
if (FPlt(boxQuery->high.y, coord))
which &= (1 << 1);
else if (FPgt(boxQuery->low.y, coord))
which &= (1 << 2);
}
break;
default:
elog(ERROR, "unrecognized strategy number: %d",
in->scankeys[i].sk_strategy);
break;
}
if (which == 0)
break; /* no need to consider remaining conditions */
}
/* We must descend into the children identified by which */
out->nodeNumbers = (int *) palloc(sizeof(int) * 2);
out->nNodes = 0;
for (i = 1; i <= 2; i++)
{
if (which & (1 << i))
out->nodeNumbers[out->nNodes++] = i - 1;
}
/* Set up level increments, too */
out->levelAdds = (int *) palloc(sizeof(int) * 2);
out->levelAdds[0] = 1;
out->levelAdds[1] = 1;
PG_RETURN_VOID();
}
/*
* Calculate the average of function P(x), in the interval [length1, length2],
* where P(x) is the fraction of tuples with length < x (or length <= x if
* 'equal' is true).
*/
static double
calc_length_hist_frac(Datum *length_hist_values, int length_hist_nvalues,
double length1, double length2, bool equal)
{
double frac;
double A,
B,
PA,
PB;
double pos;
int i;
double area;
Assert(length2 >= length1);
if (length2 < 0.0)
return 0.0; /* shouldn't happen, but doesn't hurt to check */
/* All lengths in the table are <= infinite. */
if (is_infinite(length2) && equal)
return 1.0;
/*----------
* The average of a function between A and B can be calculated by the
* formula:
*
* B
* 1 /
* ------- | P(x)dx
* B - A /
* A
*
* The geometrical interpretation of the integral is the area under the
* graph of P(x). P(x) is defined by the length histogram. We calculate
* the area in a piecewise fashion, iterating through the length histogram
* bins. Each bin is a trapezoid:
*
* P(x2)
* /|
* / |
* P(x1)/ |
* | |
* | |
* ---+---+--
* x1 x2
*
* where x1 and x2 are the boundaries of the current histogram, and P(x1)
* and P(x1) are the cumulative fraction of tuples at the boundaries.
*
* The area of each trapezoid is 1/2 * (P(x2) + P(x1)) * (x2 - x1)
*
* The first bin contains the lower bound passed by the caller, so we
* use linear interpolation between the previous and next histogram bin
* boundary to calculate P(x1). Likewise for the last bin: we use linear
* interpolation to calculate P(x2). For the bins in between, x1 and x2
* lie on histogram bin boundaries, so P(x1) and P(x2) are simply:
* P(x1) = (bin index) / (number of bins)
* P(x2) = (bin index + 1 / (number of bins)
*/
/* First bin, the one that contains lower bound */
i = length_hist_bsearch(length_hist_values, length_hist_nvalues, length1, equal);
if (i >= length_hist_nvalues - 1)
return 1.0;
if (i < 0)
{
i = 0;
pos = 0.0;
}
else
{
/* interpolate length1's position in the bin */
pos = get_len_position(length1,
DatumGetFloat8(length_hist_values[i]),
DatumGetFloat8(length_hist_values[i + 1]));
}
PB = (((double) i) + pos) / (double) (length_hist_nvalues - 1);
B = length1;
/*
* In the degenerate case that length1 == length2, simply return
* P(length1). This is not merely an optimization: if length1 == length2,
* we'd divide by zero later on.
*/
if (length2 == length1)
return PB;
/*
* Loop through all the bins, until we hit the last bin, the one that
* contains the upper bound. (if lower and upper bounds are in the same
* bin, this falls out immediately)
*/
area = 0.0;
for (; i < length_hist_nvalues - 1; i++)
{
double bin_upper = DatumGetFloat8(length_hist_values[i + 1]);
/* check if we've reached the last bin */
if (!(bin_upper < length2 || (equal && bin_upper <= length2)))
break;
/* the upper bound of previous bin is the lower bound of this bin */
A = B;
PA = PB;
B = bin_upper;
PB = (double) i / (double) (length_hist_nvalues - 1);
/*
* Add the area of this trapezoid to the total. The point of the
* if-check is to avoid NaN, in the corner case that PA == PB == 0,
* and B - A == Inf. The area of a zero-height trapezoid (PA == PB ==
* 0) is zero, regardless of the width (B - A).
*/
if (PA > 0 || PB > 0)
area += 0.5 * (PB + PA) * (B - A);
}
/* Last bin */
A = B;
PA = PB;
B = length2; /* last bin ends at the query upper bound */
if (i >= length_hist_nvalues - 1)
pos = 0.0;
else
{
if (DatumGetFloat8(length_hist_values[i]) == DatumGetFloat8(length_hist_values[i + 1]))
pos = 0.0;
else
pos = get_len_position(length2, DatumGetFloat8(length_hist_values[i]), DatumGetFloat8(length_hist_values[i + 1]));
}
PB = (((double) i) + pos) / (double) (length_hist_nvalues - 1);
if (PA > 0 || PB > 0)
area += 0.5 * (PB + PA) * (B - A);
/*
* Ok, we have calculated the area, ie. the integral. Divide by width to
* get the requested average.
*
* Avoid NaN arising from infinite / infinite. This happens at least if
* length2 is infinite. It's not clear what the correct value would be in
* that case, so 0.5 seems as good as any value.
*/
if (is_infinite(area) && is_infinite(length2))
frac = 0.5;
else
frac = area / (length2 - length1);
return frac;
}
Datum
alpine_miner_nn_ca_o(PG_FUNCTION_ARGS)
{
ArrayType *weight_arg, *columns_arg, *input_range_arg, *input_base_arg,*hidden_node_number_arg, *result;
Datum *weight_data, *columns_data, *input_range_data, *input_base_data, *hidden_node_number_data, *result_data;
bool *weight_nulls, *columns_nulls, *input_range_nulls, *input_base_nulls, *hidden_node_number_nulls,*result_nulls;
int weight_count, columns_count, input_range_count, input_base_count, hidden_node_number_count,result_count ;
Oid result_eltype;
int16 result_typlen;
bool result_typbyval;
char result_typalign;
double output_range_arg,output_base_arg;
int hidden_layer_number_arg, output_node_no_arg;
bool normalize_arg, numerical_label_arg ;
int ndims, *dims, *lbs;
int i;
int j;
int k;
int all_hidden_node_count;
int weight_index;
int hidden_node_number_index = 0;
bool null_data;
double * input;
double * output;
int * hidden_node_number;
double *weight;
double *hidden_node_output;
if (PG_ARGISNULL(0) || PG_ARGISNULL(1) || PG_ARGISNULL(2) || PG_ARGISNULL(3) || PG_ARGISNULL(4) || PG_ARGISNULL(5) || PG_ARGISNULL(6) || PG_ARGISNULL(7) || PG_ARGISNULL(8) || PG_ARGISNULL(9) || PG_ARGISNULL(10))
{
PG_RETURN_NULL();
}
/* get weight_arg args */
weight_arg = PG_GETARG_ARRAYTYPE_P(0);
null_data = alpine_miner_deconstruct_array(weight_arg, &weight_data, &weight_nulls,&weight_count);
if (null_data)
{
PG_RETURN_NULL();
}
columns_arg = PG_GETARG_ARRAYTYPE_P(1);
null_data = alpine_miner_deconstruct_array(columns_arg, &columns_data, &columns_nulls,&columns_count);
if (null_data)
{
PG_RETURN_NULL();
}
/* get input_range_arg args */
input_range_arg = PG_GETARG_ARRAYTYPE_P(2);
null_data = alpine_miner_deconstruct_array(input_range_arg, &input_range_data, &input_range_nulls,&input_range_count);
if (null_data)
{
PG_RETURN_NULL();
}
/* get input_base_arg args */
input_base_arg = PG_GETARG_ARRAYTYPE_P(3);
null_data = alpine_miner_deconstruct_array(input_base_arg, &input_base_data, &input_base_nulls,&input_base_count);
if (null_data)
{
PG_RETURN_NULL();
}
/* get hidden_node_number_arg args */
hidden_node_number_arg = PG_GETARG_ARRAYTYPE_P(4);
null_data = alpine_miner_deconstruct_array(hidden_node_number_arg, &hidden_node_number_data, &hidden_node_number_nulls,&hidden_node_number_count);
if (null_data)
{
PG_RETURN_NULL();
}
hidden_layer_number_arg= PG_GETARG_INT32(5);
output_range_arg = PG_GETARG_FLOAT8(6);
output_base_arg = PG_GETARG_FLOAT8(7);
output_node_no_arg = PG_GETARG_INT32(8);
normalize_arg = PG_GETARG_BOOL(9);
numerical_label_arg = PG_GETARG_BOOL(10);
#ifdef ALPINE_DEBUG
elog(WARNING,"%f",DatumGetFloat8(columns_data[0]));
#endif
input = (double*)palloc(columns_count * sizeof(double));;
output = (double*)palloc(output_node_no_arg * sizeof(double));
hidden_node_number = (int*) palloc(hidden_node_number_count * sizeof(int));
weight = (double*)palloc(weight_count * sizeof(double));
for (i = 0; i < weight_count; i++)
{
weight[i] = DatumGetFloat8(weight_data[i]);
}
all_hidden_node_count = 0;
for (i = 0; i < hidden_layer_number_arg; i++)
{
hidden_node_number[i] = DatumGetInt32(hidden_node_number_data[i]);
all_hidden_node_count += hidden_node_number[i];
}
hidden_node_output = (double*)palloc(all_hidden_node_count * sizeof(double));
/* get output array element type */
result_eltype = FLOAT8OID;
get_typlenbyvalalign(result_eltype, &result_typlen, &result_typbyval, &result_typalign);
/* construct result array */
result_count = output_node_no_arg;
result_data = (Datum *)palloc(result_count * sizeof(Datum));
result_nulls = (bool *)palloc(result_count * sizeof(bool));
for (i = 0; i < result_count; i++)
{
result_nulls[i] = false;
}
//caculate input
if (normalize_arg)
{
i = 0;
while (i < columns_count)
{
if (DatumGetFloat8(input_range_data[i]) != 0)
{
input[i] = ((DatumGetFloat8(columns_data[i])-DatumGetFloat8(input_base_data[i]))/DatumGetFloat8(input_range_data[i]));
}
else
{
input[i] = (DatumGetFloat8(columns_data[i])-DatumGetFloat8(input_base_data[i]));
}
#ifdef ALPINE_DEBUG
elog(WARNING, "input:%f", input[i]);
#endif
i = i + 1;
}
}
else
{
i = 0;
while (i < columns_count)
{
input[i] = DatumGetFloat8(columns_data[i]);
i = i + 1;
}
}
// caculate hidden node output of 1st layer
i = 0;
while (i < hidden_node_number[0])
{
hidden_node_output[i] = weight[0+i*(columns_count + 1)];
j = 0;
while (j < columns_count)
{
hidden_node_output[i] = hidden_node_output[i]+input[j]*weight[1 + j + i *(columns_count + 1)];
#ifdef ALPINE_DEBUG
elog(WARNING,"hiddensum[%d] input[%d] %f weight[%d] %f", i, j,input[j] , 1+j +(i)*(columns_count +1), weight[1+j +i*(columns_count + 1)]);
#endif
j = j + 1;
}
if (hidden_node_output[i] < -45.0)
{
hidden_node_output[i] = 0;
}
else if (hidden_node_output[i] > 45.0)
{
hidden_node_output[i] = 1;
}
else
{
hidden_node_output[i] = (1.0/(1.0+exp( -1.0 * hidden_node_output[i])));
}
#ifdef ALPINE_DEBUG
elog(WARNING,"hidden[%d] %f", i, hidden_node_output[i]);
#endif
i = i + 1;
}
// calculate hidden layer 2~last output
weight_index = hidden_node_number[0] * (columns_count + 1) ;
if (hidden_layer_number_arg > 1)
{
hidden_node_number_index = 0;
i = 1;
while (i < hidden_layer_number_arg )
{
hidden_node_number_index = hidden_node_number_index + hidden_node_number[i - 1];
j = 0;
while (j < hidden_node_number[i])
{
hidden_node_output[hidden_node_number_index + j] = weight[weight_index + (hidden_node_number[i - 1] +1) * j];
k = 0;
while (k < hidden_node_number[i - 1])
{
hidden_node_output[hidden_node_number_index + j] = hidden_node_output[hidden_node_number_index + j]+hidden_node_output[hidden_node_number_index - hidden_node_number[i - 1] + k]*weight[weight_index + (hidden_node_number[i - 1] +1) * j + k + 1];
k = k + 1;
}
if (hidden_node_output[hidden_node_number_index + j] < -45.0)
{
hidden_node_output[hidden_node_number_index + j] = 0;
}
else if (hidden_node_output[hidden_node_number_index + j] > 45.0)
{
hidden_node_output[hidden_node_number_index + j] = 1;
}
else
{
hidden_node_output[hidden_node_number_index + j] = (1.0/(1+exp(-1.0*hidden_node_output[hidden_node_number_index+j])));
}
j = j + 1;
}
weight_index = weight_index + hidden_node_number[i] * (hidden_node_number[i - 1] + 1);
i = i + 1;
}
}
//compute output value of output node;
i = 0;
while (i < output_node_no_arg)
{
output[i] = weight[weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i];
#ifdef ALPINE_DEBUG
elog(WARNING,"weightindex:%d,weight[%d] %f",weight_index, weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i, output[i]);
#endif
j = 0;
while (j < hidden_node_number[hidden_layer_number_arg-1])
{
#ifdef ALPINE_DEBUG
elog(WARNING,"ouput[%d]:%f ,hidden_node_number_index:%d,j:%d, weight[%d]:%f",i,output[i], hidden_node_number_index ,j,1+j + weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i , weight[1 + j + weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i ]);
#endif
output[i] = output[i]+hidden_node_output[hidden_node_number_index + j]
* weight[1 + j + weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i ];
j = j + 1;
}
#ifdef ALPINE_DEBUG
elog(WARNING,"ouputsum[%d] %f", i, output[i]);
#endif
if (numerical_label_arg)
{
output[i] = ((output[i]) * output_range_arg+output_base_arg);
#ifdef ALPINE_DEBUG
elog(WARNING,"output:%f, %f,%f",output[i],output_range_arg,output_base_arg);
#endif
}
else
{
if (output[i] < -45.0)
{
output[i] = 0;
}
else if (output[i] > 45.0)
{
output[i] = 1;
}
else
{
output[i] = (1.0/(1+exp(-1.0*output[i])));
}
}
#ifdef ALPINE_DEBUG
elog(WARNING,"ouputsum2[%d] %f", i, output[i]);
#endif
i = i + 1;
}
ndims = 1;
dims = (int *) palloc(sizeof(int));
dims[0] = result_count;
lbs = (int *) palloc(sizeof(int));
lbs[0] = 1;
for (i = 0; i < output_node_no_arg; i++)
{
result_data[i] = Float8GetDatum(output[i]);
#ifdef ALPINE_DEBUG
elog(WARNING,"output[%d]:%f",i, output[i]);
#endif
}
result = construct_md_array((void *)result_data, result_nulls, ndims, dims,
lbs, result_eltype, result_typlen, result_typbyval, result_typalign);
// pfree(result);
pfree(weight_data);
pfree(columns_data);
pfree(input_range_data);
pfree(input_base_data);
pfree(hidden_node_number_data);
pfree(result_data);
pfree(weight_nulls);
pfree(columns_nulls);
pfree(input_range_nulls);
pfree(input_base_nulls);
pfree(hidden_node_number_nulls);
pfree(result_nulls);
pfree(input);
pfree(output);
pfree(lbs);
pfree(dims);
pfree(hidden_node_output);
pfree(weight);
pfree(hidden_node_number);
PG_RETURN_ARRAYTYPE_P(result);
}
/*
* gistindex_keytest() -- does this index tuple satisfy the scan key(s)?
*
* The index tuple might represent either a heap tuple or a lower index page,
* depending on whether the containing page is a leaf page or not.
*
* On success return for a heap tuple, *recheck_p is set to indicate
* whether recheck is needed. We recheck if any of the consistent() functions
* request it. recheck is not interesting when examining a non-leaf entry,
* since we must visit the lower index page if there's any doubt.
*
* If we are doing an ordered scan, so->distances[] is filled with distance
* data from the distance() functions before returning success.
*
* We must decompress the key in the IndexTuple before passing it to the
* sk_funcs (which actually are the opclass Consistent or Distance methods).
*
* Note that this function is always invoked in a short-lived memory context,
* so we don't need to worry about cleaning up allocated memory, either here
* or in the implementation of any Consistent or Distance methods.
*/
static bool
gistindex_keytest(IndexScanDesc scan,
IndexTuple tuple,
Page page,
OffsetNumber offset,
bool *recheck_p)
{
GISTScanOpaque so = (GISTScanOpaque) scan->opaque;
GISTSTATE *giststate = so->giststate;
ScanKey key = scan->keyData;
int keySize = scan->numberOfKeys;
double *distance_p;
Relation r = scan->indexRelation;
*recheck_p = false;
/*
* If it's a leftover invalid tuple from pre-9.1, treat it as a match with
* minimum possible distances. This means we'll always follow it to the
* referenced page.
*
* GPDB: the virtual TIDs created for AO tables use the full range of
* offset numbers from 0 to 65535. So a tuple on leaf page that looks like
* an invalid tuple, is actually ok.
*/
if (!GistPageIsLeaf(page) && GistTupleIsInvalid(tuple))
{
int i;
for (i = 0; i < scan->numberOfOrderBys; i++)
so->distances[i] = -get_float8_infinity();
return true;
}
/* Check whether it matches according to the Consistent functions */
while (keySize > 0)
{
Datum datum;
bool isNull;
datum = index_getattr(tuple,
key->sk_attno,
giststate->tupdesc,
&isNull);
if (key->sk_flags & SK_ISNULL)
{
/*
* On non-leaf page we can't conclude that child hasn't NULL
* values because of assumption in GiST: union (VAL, NULL) is VAL.
* But if on non-leaf page key IS NULL, then all children are
* NULL.
*/
if (key->sk_flags & SK_SEARCHNULL)
{
if (GistPageIsLeaf(page) && !isNull)
return false;
}
else
{
Assert(key->sk_flags & SK_SEARCHNOTNULL);
if (isNull)
return false;
}
}
else if (isNull)
{
return false;
}
else
{
Datum test;
bool recheck;
GISTENTRY de;
gistdentryinit(giststate, key->sk_attno - 1, &de,
datum, r, page, offset,
FALSE, isNull);
/*
* Call the Consistent function to evaluate the test. The
* arguments are the index datum (as a GISTENTRY*), the comparison
* datum, the comparison operator's strategy number and subtype
* from pg_amop, and the recheck flag.
*
* (Presently there's no need to pass the subtype since it'll
* always be zero, but might as well pass it for possible future
* use.)
*
* We initialize the recheck flag to true (the safest assumption)
* in case the Consistent function forgets to set it.
*/
recheck = true;
test = FunctionCall5Coll(&key->sk_func,
key->sk_collation,
PointerGetDatum(&de),
key->sk_argument,
Int32GetDatum(key->sk_strategy),
ObjectIdGetDatum(key->sk_subtype),
PointerGetDatum(&recheck));
if (!DatumGetBool(test))
return false;
*recheck_p |= recheck;
}
key++;
keySize--;
}
/* OK, it passes --- now let's compute the distances */
key = scan->orderByData;
distance_p = so->distances;
keySize = scan->numberOfOrderBys;
while (keySize > 0)
{
Datum datum;
bool isNull;
datum = index_getattr(tuple,
key->sk_attno,
giststate->tupdesc,
&isNull);
if ((key->sk_flags & SK_ISNULL) || isNull)
{
/* Assume distance computes as null and sorts to the end */
*distance_p = get_float8_infinity();
}
else
{
Datum dist;
GISTENTRY de;
gistdentryinit(giststate, key->sk_attno - 1, &de,
datum, r, page, offset,
FALSE, isNull);
/*
* Call the Distance function to evaluate the distance. The
* arguments are the index datum (as a GISTENTRY*), the comparison
* datum, and the ordering operator's strategy number and subtype
* from pg_amop.
*
* (Presently there's no need to pass the subtype since it'll
* always be zero, but might as well pass it for possible future
* use.)
*
* Note that Distance functions don't get a recheck argument. We
* can't tolerate lossy distance calculations on leaf tuples;
* there is no opportunity to re-sort the tuples afterwards.
*/
dist = FunctionCall4Coll(&key->sk_func,
key->sk_collation,
PointerGetDatum(&de),
key->sk_argument,
Int32GetDatum(key->sk_strategy),
ObjectIdGetDatum(key->sk_subtype));
*distance_p = DatumGetFloat8(dist);
}
key++;
distance_p++;
keySize--;
}
return true;
}
Datum
alpine_miner_nn_ca_change(PG_FUNCTION_ARGS)
{
ArrayType *weight_arg, *columns_arg, *input_range_arg, *input_base_arg,*hidden_node_number_arg, *result;
Datum *weight_data, *columns_data, *input_range_data, *input_base_data, *hidden_node_number_data, *result_data;
bool *weight_nulls, *columns_nulls, *input_range_nulls, *input_base_nulls, *hidden_node_number_nulls,*result_nulls;
int weight_count, columns_count, input_range_count, input_base_count, hidden_node_number_count,result_count ;
Oid result_eltype;
int16 result_typlen;
bool result_typbyval;
char result_typalign;
double output_range_arg,output_base_arg, learning_rate_ar, label_arg;
int hidden_layer_number_arg, output_node_no_arg, set_size_arg;
bool normalize_arg, numerical_label_arg ;
int ndims, *dims, *lbs;
int i;
int j;
int k;
int all_hidden_node_count;
int weight_index;
int hidden_node_number_index = 0;
bool null_data;
double * input;
double * output;
int * hidden_node_number;
double *weight;
double *hidden_node_output;
double delta = 0.0;
double total_error = 0.0;
double * output_error;
double direct_output_error = 0.0;
double * hidden_node_error;
double error_sum = 0.0;
double current_change = 0.0;
double threshold_change = 0.0;
if (PG_ARGISNULL(0) || PG_ARGISNULL(1) || PG_ARGISNULL(2) || PG_ARGISNULL(3) || PG_ARGISNULL(4) || PG_ARGISNULL(5) || PG_ARGISNULL(6) || PG_ARGISNULL(7) || PG_ARGISNULL(8) || PG_ARGISNULL(9) || PG_ARGISNULL(10) || PG_ARGISNULL(11) || PG_ARGISNULL(12)){
PG_RETURN_NULL();
}
/* get weight_arg args */
weight_arg = PG_GETARG_ARRAYTYPE_P(0);
null_data = alpine_miner_deconstruct_array(weight_arg, &weight_data, &weight_nulls,&weight_count);
if (null_data)
{
PG_RETURN_NULL();
}
columns_arg = PG_GETARG_ARRAYTYPE_P(1);
null_data = alpine_miner_deconstruct_array(columns_arg, &columns_data, &columns_nulls,&columns_count);
if (null_data)
{
PG_RETURN_NULL();
}
/* get input_range_arg args */
input_range_arg = PG_GETARG_ARRAYTYPE_P(2);
null_data = alpine_miner_deconstruct_array(input_range_arg, &input_range_data, &input_range_nulls,&input_range_count);
if (null_data)
{
PG_RETURN_NULL();
}
/* get input_base_arg args */
input_base_arg = PG_GETARG_ARRAYTYPE_P(3);
null_data = alpine_miner_deconstruct_array(input_base_arg, &input_base_data, &input_base_nulls,&input_base_count);
if (null_data)
{
PG_RETURN_NULL();
}
/* get hidden_node_number_arg args */
hidden_node_number_arg = PG_GETARG_ARRAYTYPE_P(4);
null_data = alpine_miner_deconstruct_array(hidden_node_number_arg, &hidden_node_number_data, &hidden_node_number_nulls,&hidden_node_number_count);
if (null_data)
{
PG_RETURN_NULL();
}
hidden_layer_number_arg= PG_GETARG_INT32(5);
output_range_arg = PG_GETARG_FLOAT8(6);
output_base_arg = PG_GETARG_FLOAT8(7);
output_node_no_arg = PG_GETARG_INT32(8);
normalize_arg = PG_GETARG_BOOL(9);
numerical_label_arg = PG_GETARG_BOOL(10);
label_arg = PG_GETARG_FLOAT8(11);
set_size_arg = PG_GETARG_INT32(12);
if (set_size_arg <= 0)
{
set_size_arg = 1;
}
#ifdef ALPINE_DEBUG
elog(WARNING,"%f",DatumGetFloat8(columns_data[0]));
#endif
input = (double*)palloc(columns_count * sizeof(double));;
output = (double*)palloc(output_node_no_arg * sizeof(double));
hidden_node_number = (int*) palloc(hidden_node_number_count * sizeof(int));
weight = (double*)palloc(weight_count * sizeof(double));
for (i = 0; i < weight_count; i++)
{
weight[i] = DatumGetFloat8(weight_data[i]);
}
all_hidden_node_count = 0;
for (i = 0; i < hidden_layer_number_arg; i++)
{
hidden_node_number[i] = DatumGetInt32(hidden_node_number_data[i]);
all_hidden_node_count += hidden_node_number[i];
}
hidden_node_output = (double*)palloc(all_hidden_node_count * sizeof(double));
//caculate input
if (normalize_arg)
{
i = 0;
while (i < columns_count)
{
if (DatumGetFloat8(input_range_data[i]) != 0)
{
input[i] = ((DatumGetFloat8(columns_data[i])-DatumGetFloat8(input_base_data[i]))/DatumGetFloat8(input_range_data[i]));
}
else
{
input[i] = (DatumGetFloat8(columns_data[i])-DatumGetFloat8(input_base_data[i]));
}
#ifdef ALPINE_DEBUG
elog(WARNING, "input:%f", input[i]);
#endif
i = i + 1;
}
}
else
{
i = 0;
while (i < columns_count)
{
input[i] = DatumGetFloat8(columns_data[i]);
i = i + 1;
}
}
// caculate hidden node output of 1st layer
i = 0;
while (i < hidden_node_number[0])
{
hidden_node_output[i] = weight[0+i*(columns_count + 1)];
j = 0;
while (j < columns_count)
{
hidden_node_output[i] = hidden_node_output[i]+input[j]*weight[1 + j + i *(columns_count + 1)];
#ifdef ALPINE_DEBUG
elog(WARNING,"hiddensum[%d] input[%d] %f weight[%d] %f", i, j,input[j] , 1+j +(i)*(columns_count +1), weight[1+j +i*(columns_count + 1)]);
#endif
j = j + 1;
}
if (hidden_node_output[i] < -45.0)
{
hidden_node_output[i] = 0;
}
else if (hidden_node_output[i] > 45.0)
{
hidden_node_output[i] = 1;
}
else
{
hidden_node_output[i] = (1.0/(1.0+exp( -1.0 * hidden_node_output[i])));
}
#ifdef ALPINE_DEBUG
elog(WARNING,"hidden[%d] %f", i, hidden_node_output[i]);
#endif
i = i + 1;
}
// calculate hidden layer 2~last output
weight_index = hidden_node_number[0] * (columns_count + 1) ;
if (hidden_layer_number_arg > 1)
{
hidden_node_number_index = 0;
i = 1;
while (i < hidden_layer_number_arg )
{
hidden_node_number_index = hidden_node_number_index + hidden_node_number[i - 1];
j = 0;
while (j < hidden_node_number[i])
{
hidden_node_output[hidden_node_number_index + j] = weight[weight_index + (hidden_node_number[i - 1] +1) * j];
k = 0;
while (k < hidden_node_number[i - 1])
{
hidden_node_output[hidden_node_number_index + j] = hidden_node_output[hidden_node_number_index + j]+hidden_node_output[hidden_node_number_index - hidden_node_number[i - 1] + k]*weight[weight_index + (hidden_node_number[i - 1] +1) * j + k + 1];
k = k + 1;
}
if (hidden_node_output[hidden_node_number_index + j] < -45.0)
{
hidden_node_output[hidden_node_number_index + j] = 0;
}
else if (hidden_node_output[hidden_node_number_index + j] > 45.0)
{
hidden_node_output[hidden_node_number_index + j] = 1;
}
else
{
hidden_node_output[hidden_node_number_index + j] = (1.0/(1+exp(-1.0*hidden_node_output[hidden_node_number_index+j])));
}
j = j + 1;
}
weight_index = weight_index + hidden_node_number[i] * (hidden_node_number[i - 1] + 1);
i = i + 1;
}
}
//compute output value of output node;
i = 0;
while (i < output_node_no_arg)
{
output[i] = weight[weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i];
#ifdef ALPINE_DEBUG
elog(WARNING,"weightindex:%d,weight[%d] %f",weight_index, weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i, output[i]);
#endif
j = 0;
while (j < hidden_node_number[hidden_layer_number_arg-1])
{
#ifdef ALPINE_DEBUG
elog(WARNING,"ouput[%d]:%f ,hidden_node_number_index:%d,j:%d, weight[%d]:%f",i,output[i], hidden_node_number_index ,j,1+j + weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i , weight[1 + j + weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i ]);
#endif
output[i] = output[i]+hidden_node_output[hidden_node_number_index + j]
* weight[1 + j + weight_index + (hidden_node_number[hidden_layer_number_arg-1]+1) * i ];
j = j + 1;
}
#ifdef ALPINE_DEBUG
elog(WARNING,"ouputsum[%d] %f", i, output[i]);
#endif
if (numerical_label_arg)
{
output[i] = ((output[i]) * output_range_arg+output_base_arg);
#ifdef ALPINE_DEBUG
elog(WARNING,"output:%f, %f,%f",output[i],output_range_arg,output_base_arg);
#endif
}
else
{
if (output[i] < -45.0)
{
output[i] = 0;
}
else if (output[i] > 45.0)
{
output[i] = 1;
}
else
{
output[i] = (1.0/(1+exp(-1.0*output[i])));
}
}
#ifdef ALPINE_DEBUG
elog(WARNING,"ouputsum2[%d] %f", i, output[i]);
#endif
i = i + 1;
}
/* get output array element type */
result_eltype = FLOAT8OID;
get_typlenbyvalalign(result_eltype, &result_typlen, &result_typbyval, &result_typalign);
/* construct result array */
result_count = weight_count + 1;
result_data = (Datum *)palloc(result_count * sizeof(Datum));
result_nulls = (bool *)palloc(result_count * sizeof(bool));
for (i = 0; i < result_count; i++)
{
result_nulls[i] = false;
}
//compute error of output node
output_error = (double *)palloc(output_node_no_arg * sizeof(double));
for(i = 0; i < output_node_no_arg; i++)
{
if(numerical_label_arg)
{
if (output_range_arg == 0.0)
{
direct_output_error = 0.0;
}
else
{
direct_output_error = (label_arg - output[i])/output_range_arg;
}
output_error[i] = direct_output_error;
}
else
{
if (((int)label_arg) == i)
{
direct_output_error = 1.0 - output[i];
}
else
{
direct_output_error = 0.0 - output[i];
}
#ifdef ALPINE_DEBUG
elog(WARNING,"label_arg :%f %d %d", label_arg, i, (((int)label_arg) == i));
#endif
output_error[i] = direct_output_error * output[i] * (1- output[i]);
}
total_error += direct_output_error*direct_output_error;
#ifdef ALPINE_DEBUG
elog(WARNING,"output_error[%d] %f totalerror:%f", i, output_error[i], total_error);
#endif
}
//compute hidden_node_error of last layer hidden_node----
hidden_node_error = (double*)palloc(all_hidden_node_count * sizeof(double));
weight_index = weight_count - output_node_no_arg*(hidden_node_number[hidden_layer_number_arg - 1] + 1) ;
hidden_node_number_index = all_hidden_node_count - hidden_node_number[hidden_layer_number_arg - 1];
for(i = 0; i < hidden_node_number[hidden_layer_number_arg - 1]; i++)
{
error_sum = 0.0;
for(k = 0; k < output_node_no_arg; k++)
{
error_sum = error_sum+output_error[k]*weight[weight_index + (hidden_node_number[hidden_layer_number_arg - 1] + 1)*k + i + 1];
#ifdef ALPINE_DEBUG
elog(WARNING,"output_error[%d]:%f,weight[%d]:%f",k,output_error[k],weight_index + (hidden_node_number[hidden_layer_number_arg - 1] + 1)*k + i + 1, weight[weight_index + (hidden_node_number[hidden_layer_number_arg - 1] + 1)*k + i + 1]);
#endif
}
hidden_node_error[hidden_node_number_index + i] = error_sum*hidden_node_output[hidden_node_number_index + i]*(1.0-hidden_node_output[hidden_node_number_index + i]);
#ifdef ALPINE_DEBUG
elog(WARNING,"hidden_node_error[%d] %f ", hidden_node_number_index+i, hidden_node_error[hidden_node_number_index + i]);
#endif
}
//compute hidden_node_error of 1 layer to the one before last layer hidden node
if (hidden_layer_number_arg > 1)
{
weight_index = weight_index - (hidden_node_number[hidden_layer_number_arg - 2] + 1)*hidden_node_number[hidden_layer_number_arg - 1];
hidden_node_number_index = hidden_node_number_index - hidden_node_number[hidden_layer_number_arg - 2];
for(i = hidden_layer_number_arg - 2; i >= 0; i--)
{
for(j = 0; j < hidden_node_number[i]; j++)
{
error_sum = 0.0;
for (k = 0; k < hidden_node_number[i + 1]; k++)
{
error_sum = error_sum+hidden_node_error[hidden_node_number_index + hidden_node_number[i] + k]*weight[weight_index + (hidden_node_number[i]+1)*(k) + j + 1];
#ifdef ALPINE_DEBUG
elog(WARNING,"i:%d j:%d k:%d; hidden_node_error[%d]:%f,weight[%d]:%f",i,j,k,hidden_node_number_index + hidden_node_number[i] + k, hidden_node_error[hidden_node_number_index + hidden_node_number[i] + k], weight_index + (hidden_node_number[i]+1)*(k) + j + 1,weight[weight_index + (hidden_node_number[i]+1)*(k) + j + 1]);
#endif
}
hidden_node_error[hidden_node_number_index + j] = error_sum*hidden_node_output[hidden_node_number_index + j]*(1-hidden_node_output[hidden_node_number_index + j]);
#ifdef ALPINE_DEBUG
elog(WARNING,"hidden_node_error[%d] %f ", hidden_node_number_index+j, hidden_node_error[hidden_node_number_index + j]);
#endif
}
weight_index = weight_index - (hidden_node_number[i - 1]+1) * hidden_node_number[i];
hidden_node_number_index = hidden_node_number_index - hidden_node_number[i - 1];
}
}
//compute weight change of output node
weight_index = weight_count - (hidden_node_number[hidden_layer_number_arg - 1]+ 1)* output_node_no_arg;
hidden_node_number_index = all_hidden_node_count - hidden_node_number[hidden_layer_number_arg - 1];
for(i = 0; i < output_node_no_arg; i++)
{
delta = 1.0/set_size_arg*output_error[i];
threshold_change = delta;
result_data[weight_index +(hidden_node_number[hidden_layer_number_arg - 1]+ 1)*(i)] = Float8GetDatum(threshold_change);
#ifdef ALPINE_DEBUG
elog(WARNING, " result_data [%d] %f ", weight_index +(hidden_node_number[hidden_layer_number_arg - 1]+ 1)*(i), threshold_change);
#endif
for(j = 0; j < hidden_node_number[hidden_layer_number_arg - 1] ; j++)
{
current_change = delta * hidden_node_output[hidden_node_number_index + j];
result_data[weight_index +(hidden_node_number[hidden_layer_number_arg - 1]+ 1)*(i) + 1 +j] = Float8GetDatum(current_change);
#ifdef ALPINE_DEBUG
elog(WARNING, " result_data [%d] %f , i:%d j:%d output_error[%d]:%f, hidden_node_output[%d]:%f", weight_index +(hidden_node_number[hidden_layer_number_arg - 1]+ 1)*(i) + 1+ j, current_change, i,j,i,output_error[i],hidden_node_number_index + j, hidden_node_output[hidden_node_number_index + j]);
#endif
}
}
//compute weight change of hidden node last layer to 2 layer
if (hidden_layer_number_arg > 1)
{
for(i = hidden_layer_number_arg - 1; i >= 1; i--)
{
weight_index = weight_index - (hidden_node_number[i - 1]+1)*hidden_node_number[i];
hidden_node_number_index = hidden_node_number_index - hidden_node_number[i - 1];
delta = 0.0;
for (j = 0; j < hidden_node_number[i]; j++)
{
delta = (1.0/set_size_arg*hidden_node_error[hidden_node_number_index + hidden_node_number[i - 1] + j]);
threshold_change = delta;
result_data[weight_index + (hidden_node_number[i - 1] + 1) * (j)] = Float8GetDatum(threshold_change);
#ifdef ALPINE_DEBUG
elog(WARNING, " result_data [%d] %f ", weight_index + (hidden_node_number[i - 1] + 1) * (j), threshold_change);
#endif
for(k = 0; k < hidden_node_number[i - 1]; k++)
{
current_change = delta * hidden_node_output[hidden_node_number_index + k];
result_data[weight_index + (hidden_node_number[i - 1] + 1) * (j) + 1 + k] = Float8GetDatum(current_change);
#ifdef ALPINE_DEBUG
elog(WARNING, " result_data [%d] %f i:%d, j:%d k:%d hidden_node_error[%d]:%f hidden_node_output[%d]:%f", weight_index + (hidden_node_number[i - 1] + 1) * (j) + 1 + k, current_change,i,j,k,hidden_node_number_index + hidden_node_number[i - 1] + j, hidden_node_error[hidden_node_number_index + hidden_node_number[i - 1] + j], hidden_node_number_index + k,hidden_node_output[hidden_node_number_index + k]);
#endif
}
}
}
}
//compute weight change of first layer hidden node
weight_index = 0;
hidden_node_number_index = 0;
delta = 0.0;
for(j = 0; j < hidden_node_number[0]; j++)
{
delta = 1.0/set_size_arg*hidden_node_error[hidden_node_number_index + j];
threshold_change = delta;
result_data[weight_index + (columns_count+1)*(j)] = Float8GetDatum(threshold_change);
#ifdef ALPINE_DEBUG
elog(WARNING, " result_data [%d] %f ", weight_index + (columns_count+1)*(j), threshold_change);
#endif
for(k = 0; k < columns_count; k++)
{
current_change = delta*input[k];
result_data[weight_index + (columns_count+1)*(j) + k + 1] = Float8GetDatum(current_change);
#ifdef ALPINE_DEBUG
elog(WARNING, " result_data [%d] %f j:%d k:%d hidden_node_error[%d]:%f input[%d]:%f", weight_index + (columns_count+1)*(j) + k + 1, current_change,j,k,hidden_node_number_index + j, hidden_node_error[hidden_node_number_index + j], k, input[k]);
#endif
}
}
result_data[weight_count] = Float8GetDatum(total_error);
ndims = 1;
dims = (int *) palloc(sizeof(int));
dims[0] = result_count;
lbs = (int *) palloc(sizeof(int));
lbs[0] = 1;
result = construct_md_array((void *)result_data, result_nulls, ndims, dims,
lbs, result_eltype, result_typlen, result_typbyval, result_typalign);
// pfree(result);
pfree(weight_data);
pfree(columns_data);
pfree(input_range_data);
pfree(input_base_data);
pfree(hidden_node_number_data);
pfree(result_data);
pfree(weight_nulls);
pfree(columns_nulls);
pfree(input_range_nulls);
pfree(input_base_nulls);
pfree(hidden_node_number_nulls);
pfree(result_nulls);
pfree(input);
pfree(output);
pfree(lbs);
pfree(dims);
pfree(hidden_node_output);
pfree(weight);
pfree(hidden_node_number);
pfree(hidden_node_error);
pfree(output_error);
PG_RETURN_ARRAYTYPE_P(result);
}
