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Feature CORE-4717 - Aggregate statistical functions COVAR_SAMP, COVAR_POP and CORR - contributed by Hajime Nakagami.

This commit is contained in:
asfernandes 2015-03-23 02:55:42 +00:00
parent 8d1cbc7e32
commit 64d146a06f
8 changed files with 273 additions and 9 deletions

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@ -291,6 +291,14 @@
Contributor(s):
Alex Peshkov <peshkoff at mail.ru>
* New feature CORE-4717
Aggregate statistical functions COVAR_SAMP, COVAR_POP and CORR
See also:
/doc/sql.extensions/README.statistical_functions.txt
Contributor(s):
Hajime Nakagami <nakagami at gmail.com>
Adriano dos Santos Fernandes <adrianosf at gmail.com>
* New feature CORE-4714
Aggregate statistical functions STDDEV_POP, STDDEV_SAMP, VAR_POP and VAR_SAMP
See also:

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@ -5,22 +5,40 @@ Statistical Functions
By the SQL specification, some statistical functions are defined.
Function about variance and standard deviation are bellow.
VAR_POP: return the population variance.
VAR_SAMP: return the sample variance.
STDDEV_SAMP: return the sample standard deviation .
STDDEV_POP: return the population standard deviation.
eq. (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / (COUNT(<expr>) - 1)
VAR_POP(<expr>) is equivalent to (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / COUNT(<expr>).
VAR_SAMP(<expr>) is equivalent to (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / (COUNT(<expr>) - 1).
STDDEV_POP(<expr>) is equivalent to SQRT(VAR_POP(<expr>)).
STDDEV_SAMP(<expr>) is equivalent to SQRT(VAR_SAMP(<expr)).
VAR_POP: return the population variance.
eq. (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / COUNT(<expr>)
STDDEV_SAMP: return the sample standard deviation.
eq. SQRT(VAR_SAMP(<expr))
STDDEV_POP: return the population standard deviation.
eq. SQRT(VAR_POP(<expr>))
COVAR_SAMP: return the sample population.
eq. (SUM(<expr1> * <expr2>) - SUM(<expr1>) * SUM(<expr2>) / COUNT(*)) / (COUNT(*) - 1)
COVAR_POP: return the population covariance.
eq. (SUM(<expr1> * <expr2>) - SUM(<expr1>) * SUM(<expr2>) / COUNT(*)) / COUNT(*)
CORR: returns the coefficient of correlation.
eq. COVAR_POP(<expr1>, <expr2>) / (STDDEV_POP(<expr2>) * STDDEV_POP(<expr1>))
Author:
Hajime Nakagami <nakagami@gmail.com>
Syntax:
<statistical function> ::= <statistical function name>(<expr>)
<statistical function name> := { VAR_POP | VAR_SAMP | STDDEV_POP | STDDEV_SAMP }
<single param statistical function> ::= <single param statistical function name>(<expr>)
<single param statistical function name> := { VAR_POP | VAR_SAMP | STDDEV_POP | STDDEV_SAMP }
<dual param statistical function> ::= <dual param statistical function name>(<expr1>, <expr2>)
<dual param statistical function name> := { COVAR_POP | COVAR_SAMP | CORR }
Note:
If VAR_SAMP, STDDEV_SAMP, COVAR_SAMP and result count is 0 or 1, return NULL.
If VAR_POP, STDDEV_POP, COVAR_POP, CORR and result count is 0, return NULL.
Example:
SELECT STDDEV_SAMP(salary) FROM employees;

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@ -1313,4 +1313,179 @@ AggNode* StdDevAggNode::dsqlCopy(DsqlCompilerScratch* dsqlScratch) /*const*/
}
//--------------------
static AggNode::Register<CorrAggNode> coVarSampAggInfo("COVAR_SAMP", blr_agg_covar_samp);
static AggNode::Register<CorrAggNode> coVarPopAggInfo("COVAR_POP", blr_agg_covar_pop);
static AggNode::Register<CorrAggNode> corrAggInfo("CORR", blr_agg_corr);
CorrAggNode::CorrAggNode(MemoryPool& pool, CorrType aType, ValueExprNode* aArg, ValueExprNode* aArg2)
: AggNode(pool,
(aType == CorrAggNode::TYPE_COVAR_SAMP ? coVarSampAggInfo :
aType == CorrAggNode::TYPE_COVAR_POP ? coVarPopAggInfo :
corrAggInfo),
false, false, aArg),
type(aType),
arg2(aArg2),
impure2Offset(0)
{
addChildNode(arg2, arg2);
}
void CorrAggNode::aggPostRse(thread_db* tdbb, CompilerScratch* csb)
{
AggNode::aggPostRse(tdbb, csb);
impure2Offset = CMP_impure(csb, sizeof(CorrImpure));
}
DmlNode* CorrAggNode::parse(thread_db* tdbb, MemoryPool& pool, CompilerScratch* csb, const UCHAR blrOp)
{
CorrType type;
switch (blrOp)
{
case blr_agg_covar_samp:
type = TYPE_COVAR_SAMP;
break;
case blr_agg_covar_pop:
type = TYPE_COVAR_POP;
break;
case blr_agg_corr:
type = TYPE_CORR;
break;
default:
fb_assert(false);
}
ValueExprNode* a1 = PAR_parse_value(tdbb, csb);
ValueExprNode* a2 = PAR_parse_value(tdbb, csb);
return FB_NEW(pool) CorrAggNode(pool, type, a1, a2);
}
void CorrAggNode::make(DsqlCompilerScratch* dsqlScratch, dsc* desc)
{
desc->makeDouble();
desc->setNullable(true);
}
void CorrAggNode::getDesc(thread_db* tdbb, CompilerScratch* csb, dsc* desc)
{
desc->makeDouble();
}
ValueExprNode* CorrAggNode::copy(thread_db* tdbb, NodeCopier& copier) const
{
CorrAggNode* node = FB_NEW(*tdbb->getDefaultPool()) CorrAggNode(*tdbb->getDefaultPool(), type);
node->nodScale = nodScale;
node->arg = copier.copy(tdbb, arg);
node->arg2 = copier.copy(tdbb, arg2);
return node;
}
void CorrAggNode::aggInit(thread_db* tdbb, jrd_req* request) const
{
AggNode::aggInit(tdbb, request);
impure_value_ex* impure = request->getImpure<impure_value_ex>(impureOffset);
impure->make_double(0);
CorrImpure* impure2 = request->getImpure<CorrImpure>(impure2Offset);
impure2->x = impure2->x2 = impure2->y = impure2->y2 = impure2->xy = 0.0;
}
bool CorrAggNode::aggPass(thread_db* tdbb, jrd_req* request) const
{
dsc* desc = NULL;
dsc* desc2 = NULL;
desc = EVL_expr(tdbb, request, arg);
if (request->req_flags & req_null)
return false;
desc2 = EVL_expr(tdbb, request, arg2);
if (request->req_flags & req_null)
return false;
impure_value_ex* impure = request->getImpure<impure_value_ex>(impureOffset);
++impure->vlux_count;
const double y = MOV_get_double(desc);
const double x = MOV_get_double(desc2);
CorrImpure* impure2 = request->getImpure<CorrImpure>(impure2Offset);
impure2->x += x;
impure2->x2 += x * x;
impure2->y += y;
impure2->y2 += y * y;
impure2->xy += x * y;
return true;
}
void CorrAggNode::aggPass(thread_db* /*tdbb*/, jrd_req* /*request*/, dsc* /*desc*/) const
{
fb_assert(false);
}
dsc* CorrAggNode::aggExecute(thread_db* tdbb, jrd_req* request) const
{
impure_value_ex* impure = request->getImpure<impure_value_ex>(impureOffset);
CorrImpure* impure2 = request->getImpure<CorrImpure>(impure2Offset);
double d;
switch (type)
{
case TYPE_COVAR_SAMP:
if (impure->vlux_count < 2)
return NULL;
d = (impure2->xy - impure2->y * impure2->x / impure->vlux_count) / (impure->vlux_count - 1);
break;
case TYPE_COVAR_POP:
if (impure->vlux_count == 0)
return NULL;
d = (impure2->xy - impure2->y * impure2->x / impure->vlux_count) / impure->vlux_count;
break;
case TYPE_CORR:
{
// COVAR_POP(Y, X) / (STDDEV_POP(X) * STDDEV_POP(Y))
if (impure->vlux_count == 0)
return NULL;
const double covarPop = (impure2->xy - impure2->y * impure2->x / impure->vlux_count) /
impure->vlux_count;
const double varPopX = (impure2->x2 - impure2->x * impure2->x / impure->vlux_count) /
impure->vlux_count;
const double varPopY = (impure2->y2 - impure2->y * impure2->y / impure->vlux_count) /
impure->vlux_count;
const double divisor = sqrt(varPopX) * sqrt(varPopY);
if (divisor == 0.0)
return NULL;
d = covarPop / divisor;
break;
}
}
dsc temp;
temp.makeDouble(&d);
EVL_make_value(tdbb, &temp, impure);
return &impure->vlu_desc;
}
AggNode* CorrAggNode::dsqlCopy(DsqlCompilerScratch* dsqlScratch) /*const*/
{
return FB_NEW(getPool()) CorrAggNode(getPool(), type,
doDsqlPass(dsqlScratch, arg), doDsqlPass(dsqlScratch, arg2));
}
} // namespace Jrd

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@ -192,6 +192,48 @@ private:
ULONG impure2Offset;
};
class CorrAggNode : public AggNode
{
public:
enum CorrType
{
TYPE_COVAR_SAMP,
TYPE_COVAR_POP,
TYPE_CORR
};
struct CorrImpure
{
double x, x2, y, y2, xy;
};
explicit CorrAggNode(MemoryPool& pool, CorrType aType,
ValueExprNode* aArg = NULL, ValueExprNode* aArg2 = NULL);
virtual void aggPostRse(thread_db* tdbb, CompilerScratch* csb);
static DmlNode* parse(thread_db* tdbb, MemoryPool& pool, CompilerScratch* csb, const UCHAR blrOp);
virtual void make(DsqlCompilerScratch* dsqlScratch, dsc* desc);
virtual void getDesc(thread_db* tdbb, CompilerScratch* csb, dsc* desc);
virtual ValueExprNode* copy(thread_db* tdbb, NodeCopier& copier) const;
virtual void aggInit(thread_db* tdbb, jrd_req* request) const;
virtual bool aggPass(thread_db* tdbb, jrd_req* request) const;
virtual void aggPass(thread_db* tdbb, jrd_req* request, dsc* desc) const;
virtual dsc* aggExecute(thread_db* tdbb, jrd_req* request) const;
protected:
virtual AggNode* dsqlCopy(DsqlCompilerScratch* dsqlScratch) /*const*/;
public:
const CorrType type;
NestConst<ValueExprNode> arg2;
private:
ULONG impure2Offset;
};
} // namespace
#endif // DSQL_AGG_NODES_H

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@ -576,6 +576,9 @@ using namespace Firebird;
%token <metaNamePtr> STDDEV_POP
%token <metaNamePtr> VAR_SAMP
%token <metaNamePtr> VAR_POP
%token <metaNamePtr> COVAR_SAMP
%token <metaNamePtr> COVAR_POP
%token <metaNamePtr> CORR
// precedence declarations for expression evaluation
@ -3814,6 +3817,9 @@ keyword_or_column
| START
| SIMILAR // added in FB 2.5
| KW_BOOLEAN // added in FB 3.0
| CORR
| COVAR_POP
| COVAR_SAMP
| DETERMINISTIC
| KW_FALSE
| OFFSET
@ -6805,6 +6811,12 @@ aggregate_function
{ $$ = newNode<StdDevAggNode>(StdDevAggNode::TYPE_VAR_SAMP, $3); }
| VAR_POP '(' value ')'
{ $$ = newNode<StdDevAggNode>(StdDevAggNode::TYPE_VAR_POP, $3); }
| COVAR_SAMP '(' value ',' value ')'
{ $$ = newNode<CorrAggNode>(CorrAggNode::TYPE_COVAR_SAMP, $3, $5); }
| COVAR_POP '(' value ',' value ')'
{ $$ = newNode<CorrAggNode>(CorrAggNode::TYPE_COVAR_POP, $3, $5); }
| CORR '(' value ',' value ')'
{ $$ = newNode<CorrAggNode>(CorrAggNode::TYPE_CORR, $3, $5); }
;
%type <aggNode> window_function

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@ -245,5 +245,8 @@ static const struct
{"agg_stddev_pop", one},
{"agg_var_samp", one},
{"agg_var_pop", one},
{"agg_covar_samp", two},
{"agg_covar_pop", two},
{"agg_corr", two},
{0, 0}
};

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@ -411,5 +411,8 @@
#define blr_agg_stddev_pop (unsigned char) 212
#define blr_agg_var_samp (unsigned char) 213
#define blr_agg_var_pop (unsigned char) 214
#define blr_agg_covar_samp (unsigned char) 215
#define blr_agg_covar_pop (unsigned char) 216
#define blr_agg_corr (unsigned char) 217
#endif // JRD_BLR_H

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@ -129,10 +129,13 @@ static const TOK tokens[] =
{CONSTRAINT, "CONSTRAINT", 1, false},
{CONTAINING, "CONTAINING", 1, false},
{CONTINUE, "CONTINUE", 2, true},
{CORR, "CORR", 2, false},
{COS, "COS", 2, false},
{COSH, "COSH", 2, false},
{COT, "COT", 2, false},
{COUNT, "COUNT", 1, false},
{COVAR_POP, "COVAR_POP", 2, false},
{COVAR_SAMP, "COVAR_SAMP", 2, false},
{CREATE, "CREATE", 1, false},
{CROSS, "CROSS", 2, false},
{CSTRING, "CSTRING", 1, false},