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Feature CORE-4717 - Aggregate statistical functions COVAR_SAMP, COVAR_POP and CORR - contributed by Hajime Nakagami.
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@ -291,6 +291,14 @@
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Contributor(s):
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Alex Peshkov <peshkoff at mail.ru>
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* New feature CORE-4717
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Aggregate statistical functions COVAR_SAMP, COVAR_POP and CORR
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See also:
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/doc/sql.extensions/README.statistical_functions.txt
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Contributor(s):
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Hajime Nakagami <nakagami at gmail.com>
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Adriano dos Santos Fernandes <adrianosf at gmail.com>
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* New feature CORE-4714
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Aggregate statistical functions STDDEV_POP, STDDEV_SAMP, VAR_POP and VAR_SAMP
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See also:
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@ -5,22 +5,40 @@ Statistical Functions
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By the SQL specification, some statistical functions are defined.
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Function about variance and standard deviation are bellow.
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VAR_POP: return the population variance.
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VAR_SAMP: return the sample variance.
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STDDEV_SAMP: return the sample standard deviation .
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STDDEV_POP: return the population standard deviation.
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eq. (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / (COUNT(<expr>) - 1)
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VAR_POP(<expr>) is equivalent to (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / COUNT(<expr>).
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VAR_SAMP(<expr>) is equivalent to (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / (COUNT(<expr>) - 1).
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STDDEV_POP(<expr>) is equivalent to SQRT(VAR_POP(<expr>)).
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STDDEV_SAMP(<expr>) is equivalent to SQRT(VAR_SAMP(<expr)).
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VAR_POP: return the population variance.
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eq. (SUM(<expr> ^ 2) - SUM(<expr>) ^ 2 / COUNT(<expr>)) / COUNT(<expr>)
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STDDEV_SAMP: return the sample standard deviation.
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eq. SQRT(VAR_SAMP(<expr))
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STDDEV_POP: return the population standard deviation.
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eq. SQRT(VAR_POP(<expr>))
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COVAR_SAMP: return the sample population.
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eq. (SUM(<expr1> * <expr2>) - SUM(<expr1>) * SUM(<expr2>) / COUNT(*)) / (COUNT(*) - 1)
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COVAR_POP: return the population covariance.
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eq. (SUM(<expr1> * <expr2>) - SUM(<expr1>) * SUM(<expr2>) / COUNT(*)) / COUNT(*)
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CORR: returns the coefficient of correlation.
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eq. COVAR_POP(<expr1>, <expr2>) / (STDDEV_POP(<expr2>) * STDDEV_POP(<expr1>))
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Author:
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Hajime Nakagami <nakagami@gmail.com>
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Syntax:
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<statistical function> ::= <statistical function name>(<expr>)
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<statistical function name> := { VAR_POP | VAR_SAMP | STDDEV_POP | STDDEV_SAMP }
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<single param statistical function> ::= <single param statistical function name>(<expr>)
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<single param statistical function name> := { VAR_POP | VAR_SAMP | STDDEV_POP | STDDEV_SAMP }
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<dual param statistical function> ::= <dual param statistical function name>(<expr1>, <expr2>)
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<dual param statistical function name> := { COVAR_POP | COVAR_SAMP | CORR }
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Note:
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If VAR_SAMP, STDDEV_SAMP, COVAR_SAMP and result count is 0 or 1, return NULL.
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If VAR_POP, STDDEV_POP, COVAR_POP, CORR and result count is 0, return NULL.
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Example:
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SELECT STDDEV_SAMP(salary) FROM employees;
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@ -1313,4 +1313,179 @@ AggNode* StdDevAggNode::dsqlCopy(DsqlCompilerScratch* dsqlScratch) /*const*/
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}
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//--------------------
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static AggNode::Register<CorrAggNode> coVarSampAggInfo("COVAR_SAMP", blr_agg_covar_samp);
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static AggNode::Register<CorrAggNode> coVarPopAggInfo("COVAR_POP", blr_agg_covar_pop);
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static AggNode::Register<CorrAggNode> corrAggInfo("CORR", blr_agg_corr);
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CorrAggNode::CorrAggNode(MemoryPool& pool, CorrType aType, ValueExprNode* aArg, ValueExprNode* aArg2)
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: AggNode(pool,
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(aType == CorrAggNode::TYPE_COVAR_SAMP ? coVarSampAggInfo :
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aType == CorrAggNode::TYPE_COVAR_POP ? coVarPopAggInfo :
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corrAggInfo),
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false, false, aArg),
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type(aType),
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arg2(aArg2),
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impure2Offset(0)
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{
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addChildNode(arg2, arg2);
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}
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void CorrAggNode::aggPostRse(thread_db* tdbb, CompilerScratch* csb)
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{
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AggNode::aggPostRse(tdbb, csb);
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impure2Offset = CMP_impure(csb, sizeof(CorrImpure));
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}
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DmlNode* CorrAggNode::parse(thread_db* tdbb, MemoryPool& pool, CompilerScratch* csb, const UCHAR blrOp)
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{
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CorrType type;
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switch (blrOp)
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{
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case blr_agg_covar_samp:
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type = TYPE_COVAR_SAMP;
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break;
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case blr_agg_covar_pop:
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type = TYPE_COVAR_POP;
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break;
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case blr_agg_corr:
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type = TYPE_CORR;
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break;
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default:
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fb_assert(false);
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}
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ValueExprNode* a1 = PAR_parse_value(tdbb, csb);
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ValueExprNode* a2 = PAR_parse_value(tdbb, csb);
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return FB_NEW(pool) CorrAggNode(pool, type, a1, a2);
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}
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void CorrAggNode::make(DsqlCompilerScratch* dsqlScratch, dsc* desc)
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{
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desc->makeDouble();
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desc->setNullable(true);
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}
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void CorrAggNode::getDesc(thread_db* tdbb, CompilerScratch* csb, dsc* desc)
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{
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desc->makeDouble();
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}
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ValueExprNode* CorrAggNode::copy(thread_db* tdbb, NodeCopier& copier) const
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{
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CorrAggNode* node = FB_NEW(*tdbb->getDefaultPool()) CorrAggNode(*tdbb->getDefaultPool(), type);
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node->nodScale = nodScale;
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node->arg = copier.copy(tdbb, arg);
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node->arg2 = copier.copy(tdbb, arg2);
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return node;
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}
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void CorrAggNode::aggInit(thread_db* tdbb, jrd_req* request) const
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{
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AggNode::aggInit(tdbb, request);
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impure_value_ex* impure = request->getImpure<impure_value_ex>(impureOffset);
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impure->make_double(0);
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CorrImpure* impure2 = request->getImpure<CorrImpure>(impure2Offset);
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impure2->x = impure2->x2 = impure2->y = impure2->y2 = impure2->xy = 0.0;
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}
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bool CorrAggNode::aggPass(thread_db* tdbb, jrd_req* request) const
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{
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dsc* desc = NULL;
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dsc* desc2 = NULL;
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desc = EVL_expr(tdbb, request, arg);
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if (request->req_flags & req_null)
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return false;
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desc2 = EVL_expr(tdbb, request, arg2);
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if (request->req_flags & req_null)
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return false;
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impure_value_ex* impure = request->getImpure<impure_value_ex>(impureOffset);
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++impure->vlux_count;
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const double y = MOV_get_double(desc);
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const double x = MOV_get_double(desc2);
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CorrImpure* impure2 = request->getImpure<CorrImpure>(impure2Offset);
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impure2->x += x;
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impure2->x2 += x * x;
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impure2->y += y;
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impure2->y2 += y * y;
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impure2->xy += x * y;
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return true;
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}
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void CorrAggNode::aggPass(thread_db* /*tdbb*/, jrd_req* /*request*/, dsc* /*desc*/) const
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{
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fb_assert(false);
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}
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dsc* CorrAggNode::aggExecute(thread_db* tdbb, jrd_req* request) const
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{
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impure_value_ex* impure = request->getImpure<impure_value_ex>(impureOffset);
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CorrImpure* impure2 = request->getImpure<CorrImpure>(impure2Offset);
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double d;
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switch (type)
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{
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case TYPE_COVAR_SAMP:
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if (impure->vlux_count < 2)
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return NULL;
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d = (impure2->xy - impure2->y * impure2->x / impure->vlux_count) / (impure->vlux_count - 1);
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break;
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case TYPE_COVAR_POP:
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if (impure->vlux_count == 0)
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return NULL;
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d = (impure2->xy - impure2->y * impure2->x / impure->vlux_count) / impure->vlux_count;
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break;
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case TYPE_CORR:
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{
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// COVAR_POP(Y, X) / (STDDEV_POP(X) * STDDEV_POP(Y))
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if (impure->vlux_count == 0)
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return NULL;
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const double covarPop = (impure2->xy - impure2->y * impure2->x / impure->vlux_count) /
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impure->vlux_count;
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const double varPopX = (impure2->x2 - impure2->x * impure2->x / impure->vlux_count) /
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impure->vlux_count;
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const double varPopY = (impure2->y2 - impure2->y * impure2->y / impure->vlux_count) /
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impure->vlux_count;
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const double divisor = sqrt(varPopX) * sqrt(varPopY);
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if (divisor == 0.0)
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return NULL;
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d = covarPop / divisor;
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break;
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}
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}
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dsc temp;
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temp.makeDouble(&d);
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EVL_make_value(tdbb, &temp, impure);
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return &impure->vlu_desc;
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}
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AggNode* CorrAggNode::dsqlCopy(DsqlCompilerScratch* dsqlScratch) /*const*/
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{
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return FB_NEW(getPool()) CorrAggNode(getPool(), type,
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doDsqlPass(dsqlScratch, arg), doDsqlPass(dsqlScratch, arg2));
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}
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} // namespace Jrd
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@ -192,6 +192,48 @@ private:
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ULONG impure2Offset;
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};
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class CorrAggNode : public AggNode
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{
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public:
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enum CorrType
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{
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TYPE_COVAR_SAMP,
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TYPE_COVAR_POP,
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TYPE_CORR
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};
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struct CorrImpure
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{
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double x, x2, y, y2, xy;
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};
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explicit CorrAggNode(MemoryPool& pool, CorrType aType,
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ValueExprNode* aArg = NULL, ValueExprNode* aArg2 = NULL);
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virtual void aggPostRse(thread_db* tdbb, CompilerScratch* csb);
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static DmlNode* parse(thread_db* tdbb, MemoryPool& pool, CompilerScratch* csb, const UCHAR blrOp);
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virtual void make(DsqlCompilerScratch* dsqlScratch, dsc* desc);
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virtual void getDesc(thread_db* tdbb, CompilerScratch* csb, dsc* desc);
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virtual ValueExprNode* copy(thread_db* tdbb, NodeCopier& copier) const;
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virtual void aggInit(thread_db* tdbb, jrd_req* request) const;
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virtual bool aggPass(thread_db* tdbb, jrd_req* request) const;
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virtual void aggPass(thread_db* tdbb, jrd_req* request, dsc* desc) const;
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virtual dsc* aggExecute(thread_db* tdbb, jrd_req* request) const;
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protected:
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virtual AggNode* dsqlCopy(DsqlCompilerScratch* dsqlScratch) /*const*/;
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public:
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const CorrType type;
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NestConst<ValueExprNode> arg2;
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private:
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ULONG impure2Offset;
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};
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} // namespace
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#endif // DSQL_AGG_NODES_H
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@ -576,6 +576,9 @@ using namespace Firebird;
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%token <metaNamePtr> STDDEV_POP
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%token <metaNamePtr> VAR_SAMP
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%token <metaNamePtr> VAR_POP
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%token <metaNamePtr> COVAR_SAMP
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%token <metaNamePtr> COVAR_POP
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%token <metaNamePtr> CORR
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// precedence declarations for expression evaluation
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@ -3814,6 +3817,9 @@ keyword_or_column
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| START
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| SIMILAR // added in FB 2.5
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| KW_BOOLEAN // added in FB 3.0
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| CORR
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| COVAR_POP
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| COVAR_SAMP
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| DETERMINISTIC
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| KW_FALSE
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| OFFSET
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@ -6805,6 +6811,12 @@ aggregate_function
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{ $$ = newNode<StdDevAggNode>(StdDevAggNode::TYPE_VAR_SAMP, $3); }
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| VAR_POP '(' value ')'
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{ $$ = newNode<StdDevAggNode>(StdDevAggNode::TYPE_VAR_POP, $3); }
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| COVAR_SAMP '(' value ',' value ')'
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{ $$ = newNode<CorrAggNode>(CorrAggNode::TYPE_COVAR_SAMP, $3, $5); }
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| COVAR_POP '(' value ',' value ')'
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{ $$ = newNode<CorrAggNode>(CorrAggNode::TYPE_COVAR_POP, $3, $5); }
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| CORR '(' value ',' value ')'
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{ $$ = newNode<CorrAggNode>(CorrAggNode::TYPE_CORR, $3, $5); }
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;
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%type <aggNode> window_function
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@ -245,5 +245,8 @@ static const struct
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{"agg_stddev_pop", one},
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{"agg_var_samp", one},
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{"agg_var_pop", one},
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{"agg_covar_samp", two},
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{"agg_covar_pop", two},
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{"agg_corr", two},
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{0, 0}
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};
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#define blr_agg_stddev_pop (unsigned char) 212
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#define blr_agg_var_samp (unsigned char) 213
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#define blr_agg_var_pop (unsigned char) 214
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#define blr_agg_covar_samp (unsigned char) 215
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#define blr_agg_covar_pop (unsigned char) 216
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#define blr_agg_corr (unsigned char) 217
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#endif // JRD_BLR_H
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@ -129,10 +129,13 @@ static const TOK tokens[] =
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{CONSTRAINT, "CONSTRAINT", 1, false},
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{CONTAINING, "CONTAINING", 1, false},
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{CONTINUE, "CONTINUE", 2, true},
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{CORR, "CORR", 2, false},
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{COS, "COS", 2, false},
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{COSH, "COSH", 2, false},
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{COT, "COT", 2, false},
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{COUNT, "COUNT", 1, false},
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{COVAR_POP, "COVAR_POP", 2, false},
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{COVAR_SAMP, "COVAR_SAMP", 2, false},
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{CREATE, "CREATE", 1, false},
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{CROSS, "CROSS", 2, false},
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{CSTRING, "CSTRING", 1, false},
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