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function [Y, lhssub, X, residual, fp, lp] = parse_ols_style_equation(ds, ast)
%function [Y, lhssub, X, residual, fp, lp] = parse_ols_style_equation(ds, ast)
% Run OLS on chosen model equations; unlike olseqs, allow for time t
% endogenous variables on LHS
%
% INPUTS
% ds [dseries] data
% ast [struct] AST representing the equation to be parsed
%
% OUTPUTS
% Y [dseries] LHS of the equation (with lhssub subtracted)
% lhssub [dseries] RHS subtracted from LHS
% X [dseries] RHS of the equation
% residual [string] name of residual in equation
% fp [date] first common observed period between Y, lhssub, and X
% lp [date] last common observed period between Y, lhssub, and X
%
% SPECIAL REQUIREMENTS
% none
% Copyright © 2019 Dynare Team
%
% This file is part of Dynare.
%
% Dynare is free software: you can redistribute it and/or modify
% it under the terms of the GNU General Public License as published by
% the Free Software Foundation, either version 3 of the License, or
% (at your option) any later version.
%
% Dynare is distributed in the hope that it will be useful,
% but WITHOUT ANY WARRANTY; without even the implied warranty of
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
% GNU General Public License for more details.
%
% You should have received a copy of the GNU General Public License
% along with Dynare. If not, see <https://www.gnu.org/licenses/>.
%% Check inputs
if nargin ~= 2
error('parse_ols_style_equation takes 2 arguments')
end
if isempty(ds) || ~isdseries(ds)
error('parse_ols_style_equation: arg 1 must be a dseries');
end
if isempty(ast) || ~isstruct(ast)
error('parse_ols_style_equation: arg 2 must be a struct');
end
line = ast.line;
if ~strcmp(ast.AST.node_type, 'BinaryOpNode') ...
|| ~strcmp(ast.AST.op, '=')
parsing_error('expecting equation with equal sign', line);
end
% Check LHS
if ~strcmp(ast.AST.arg1.node_type, 'VariableNode') ...
&& ~strcmp(ast.AST.arg1.node_type, 'UnaryOpNode')
parsing_error('expecting Variable or UnaryOp on LHS', line);
else
if ~isOlsVar(ds, ast.AST.arg1) || ~isBaseVarLagEqualToZero(ast.AST.arg1)
parsing_error('the LHS of the equation must be an Variable or UnaryOp with lag == 0 that exists in the dataset', line);
end
end
%% Set LHS (Y)
lhssub = dseries();
Y = evalNode(ds, ast.AST.arg1, line, dseries());
%% Set RHS (X)
residual = '';
X = dseries();
terms = decomposeAdditiveTerms([], ast.AST.arg2, 1);
for i = 1:length(terms)
Xtmp = dseries();
node_sign = terms{i}{2};
node_to_parse = terms{i}{1};
if strcmp(node_to_parse.node_type, 'VariableNode')
if strcmp(node_to_parse.type, 'parameter')
% Intercept
Xtmp = dseries(1, ds.dates, node_to_parse.name)*node_sign;
elseif strcmp(node_to_parse.type, 'exogenous') && ~any(strcmp(ds.name, node_to_parse.name))
% Residual if not contained in ds
if isempty(residual)
residual = node_to_parse.name;
else
parsing_error(['only one residual allowed per equation; encountered ' residual ' & ' node_to_parse.name], line);
end
elseif strcmp(node_to_parse.type, 'endogenous') ...
|| (strcmp(node_to_parse.type, 'exogenous') && any(strcmp(ds.name, node_to_parse.name)))
% Subtract VariableNode from LHS
% NB: treat exogenous that exist in ds as endogenous
lhssub = lhssub + evalNode(ds, node_to_parse, line, dseries())*node_sign;
else
parsing_error('unexpected variable type found', line, node_to_parse);
end
elseif strcmp(node_to_parse.node_type, 'UnaryOpNode')
% Subtract UnaryOpNode from LHS
% NB: treat exogenous that exist in ds as endogenous
lhssub = lhssub + evalNode(ds, node_to_parse, line, dseries());
elseif strcmp(node_to_parse.node_type, 'BinaryOpNode') && strcmp(node_to_parse.op, '/')
% Subtract Node from LHS
% if either arg contains a parameter, it's a parsing error.
if containsParameter(node_to_parse, line)
parsing_error('unexpected node found', line, node_to_parse)
end
lhssub = lhssub + evalNode(ds, node_to_parse, line, dseries());
elseif strcmp(node_to_parse.node_type, 'BinaryOpNode') && strcmp(node_to_parse.op, '*')
% Parse param_expr * endog_expr
[Xtmp, names] = parseTimesNode(ds, node_to_parse, line);
Xtmp = Xtmp*node_sign;
if Xtmp.vobs > 1 || ...
(Xtmp.vobs == 1 && ~isnan(str2double(Xtmp.name)))
% Handle constraits
% Look through Xtmp names for constant
% if found, subtract from LHS
for j = 1:length(names)
if strcmp(names{j}{1}.node_type, 'NumConstNode')
pname = num2str(names{j}{1}.value);
elseif strcmp(names{j}{1}.node_type, 'VariableNode')
pname = names{j}{1}.name;
else
parsing_error('unexpected node type', node_to_parse, line);
end
psign = names{j}{2};
if ~isnan(str2double(pname))
lhssub = lhssub + psign * str2double(pname) * Xtmp.(pname);
Xtmp = Xtmp.remove(pname);
else
% Multiply by psign now so that it can be added together below
% Otherwise, it would matter which was encountered first,
% a parameter on its own or a linear constraint
Xtmp.(pname) = psign * Xtmp.(pname);
end
end
end
else
parsing_error('didn''t expect to arrive here', line, node_to_parse);
end
names = Xtmp.name;
for j = length(names):-1:1
% Handle constraits
if any(strcmp(X.name, names{j}))
X.(names{j}) = X.(names{j}) + Xtmp.(names{j});
Xtmp = Xtmp.remove(names{j});
end
end
X = [X Xtmp];
end
Y = Y - lhssub;
%% Set start and end dates
fp = Y.firstobservedperiod;
lp = Y.lastobservedperiod;
if ~isempty(X)
% X is empty when AR(1) without parameter is encountered
fp = max(fp, X.firstobservedperiod);
lp = min(lp, X.lastobservedperiod);
end
if ~isempty(lhssub)
fp = max(fp, lhssub.firstobservedperiod);
lp = min(lp, lhssub.lastobservedperiod);
end
% If it exists, account for tag set in mod file
if isfield(ast, 'tags') ...
&& isfield(ast.tags, 'sample') ...
&& ~isempty(ast.tags.sample)
colon_idx = strfind(ast.tags.sample, ':');
fsd = dates(ast.tags.sample(1:colon_idx-1));
lsd = dates(ast.tags.sample(colon_idx+1:end));
if fp > fsd
warning(['The sample over which you want to estimate contains NaNs. '...
'Adjusting estimation range to begin on: ' fp.char])
else
fp = fsd;
end
if lp < lsd
warning(['The sample over which you want to estimate contains NaNs. '...
'Adjusting estimation range to end on: ' lp.char])
else
lp = lsd;
end
end
Y = Y(fp:lp);
if ~isempty(X)
X = X(fp:lp);
names = X.name;
for i = 1:length(names)
if all(X.(names{i}).data == 0)
X = X.remove(names{i});
end
end
end
if ~isempty(lhssub)
lhssub = lhssub(fp:lp);
end
end
%% Helper Functions
function parsing_error(msg, line, node)
if nargin == 3 && ~isempty(node)
error('\nERROR encountered parsing `%s` in equation on line %d: %s\n', printNode(node), line, msg);
else
error('\nERROR encountered parsing of equation on line %d: %s\n', line, msg)
end
end
function str = printNode(node)
if strcmp(node.node_type, 'NumConstNode')
str = num2str(node.value);
elseif strcmp(node.node_type, 'VariableNode')
if strcmp(node.type, 'endogenous') || strcmp(node.type, 'exogenous')
str = node.name;
if node.lag ~= 0
str = [str '(' num2str(node.lag) ')'];
end
elseif strcmp(node.type, 'parameter')
str = node.name;
end
elseif strcmp(node.node_type, 'UnaryOpNode')
str = printNode(node.arg);
str = [node.op '(' str ')'];
elseif strcmp(node.node_type, 'BinaryOpNode')
str = ['(' printNode(node.arg1) node.op printNode(node.arg2) ')'];
end
end
function terms = decomposeAdditiveTerms(terms, node, node_sign)
if strcmp(node.node_type, 'NumConstNode') || strcmp(node.node_type, 'VariableNode')
terms = [terms {{node node_sign}}];
elseif strcmp(node.node_type, 'UnaryOpNode')
if strcmp(node.op, 'uminus')
terms = decomposeAdditiveTerms(terms, node.arg, -node_sign);
else
terms = [terms {{node node_sign}}];
end
elseif strcmp(node.node_type, 'BinaryOpNode')
if strcmp(node.op, '+') || strcmp(node.op, '-')
terms = decomposeAdditiveTerms(terms, node.arg1, node_sign);
if strcmp(node.op, '+')
terms = decomposeAdditiveTerms(terms, node.arg2, node_sign);
else
terms = decomposeAdditiveTerms(terms, node.arg2, -node_sign);
end
else
terms = [terms {{node node_sign}}];
end
else
terms = [terms {{node node_sign}}];
end
end
function [X, pterms] = parseTimesNode(ds, node, line)
% Separate the parameter expression from the endogenous expression
assert(strcmp(node.node_type, 'BinaryOpNode') && strcmp(node.op, '*'))
if isOlsParamExpr(node.arg1, line)
pterms = decomposeAdditiveTerms([], node.arg1, 1);
X = evalNode(ds, node.arg2, line, dseries());
elseif isOlsParamExpr(node.arg2, line)
pterms = decomposeAdditiveTerms([], node.arg2, 1);
X = evalNode(ds, node.arg1, line, dseries());
else
parsing_error('expecting (param expr)*(var expr)', line, node);
end
if strcmp(pterms{1}{1}.node_type, 'NumConstNode')
X = X.rename(num2str(pterms{1}{1}.value));
elseif strcmp(pterms{1}{1}.node_type, 'VariableNode')
X = X.rename(pterms{1}{1}.name);
else
parsing_error('unexpected type', line, node)
end
for ii = 2:length(pterms)
if strcmp(pterms{ii}{1}.node_type, 'NumConstNode')
X = [X dseries(X{1}.data, X{1}.firstdate, num2str(pterms{ii}{1}.value))];
elseif strcmp(pterms{ii}{1}.node_type, 'VariableNode')
X = [X dseries(X{1}.data, X{1}.firstdate, pterms{ii}{1}.name)];
else
parsing_error('unexpected type', line, node)
end
end
end
function tf = isBaseVarLagEqualToZero(node)
if strcmp(node.node_type, 'VariableNode')
tf = node.lag == 0;
elseif strcmp(node.node_type, 'UnaryOpNode')
tf = isBaseVarLagEqualToZero(node.arg);
else
tf = false;
end
end
function tf = isOlsVar(ds, node)
if strcmp(node.node_type, 'VariableNode') ...
&& (strcmp(node.type, 'endogenous') ...
|| (strcmp(node.type, 'exogenous') && any(strcmp(ds.name, node.name))))
tf = true;
elseif strcmp(node.node_type, 'UnaryOpNode')
tf = isOlsVar(ds, node.arg);
else
tf = false;
end
end
function X = evalNode(ds, node, line, X)
global M_
if strcmp(node.node_type, 'NumConstNode')
X = dseries(node.value, ds.dates, 'const');
elseif strcmp(node.node_type, 'VariableNode')
if strcmp(node.type, 'endogenous') ...
|| (strcmp(node.type, 'exogenous') && any(strcmp(ds.name, node.name)))
if ds.exist(node.name)
X = ds.(node.name)(node.lag);
else
error('Variable %s is not available in the database.', node.name)
end
elseif strcmp(node.type, 'parameter')
X = M_.params(not(cellfun('isempty', strfind(M_.param_names, node.name))));
if isnan(X) || isinf(X) || ~isreal(X)
parsing_error(['Value incorrectly set for parameter: ' node.name], line);
end
end
elseif strcmp(node.node_type, 'UnaryOpNode')
Xtmp = evalNode(ds, node.arg, line, X);
% Only works if dseries supports . notation for unary op (true for log/diff)
% Otherwise, use: X = eval([node.op '(Xtmp)']);
try
if strcmp(node.op, 'uminus')
X = -Xtmp;
else
X = Xtmp.(node.op);
end
if any(isinf(X)) || ~isreal(X)
parsing_error(['Error applying ' node.op], line, node);
end
catch
parsing_error(['Error applying ' node.op], line, node);
end
elseif strcmp(node.node_type, 'BinaryOpNode')
Xtmp1 = evalNode(ds, node.arg1, line, X);
Xtmp2 = evalNode(ds, node.arg2, line, X);
switch node.op
case '*'
Xtmp = Xtmp1 * Xtmp2;
case '/'
Xtmp = Xtmp1 / Xtmp2;
case '+'
Xtmp = Xtmp1 + Xtmp2;
case '-'
Xtmp = Xtmp1 - Xtmp2;
otherwise
parsing_error(['got unexpected binary op ' node.op], line, node);
end
if any(isinf(Xtmp)) || ~isreal(Xtmp)
parsing_error(['Error applying ' node.op], line, node);
end
X = X + Xtmp;
else
parsing_error(['got unexpected node type ' node.node_type], line, node);
end
end
function tf = isOlsParamExpr(node, line)
if strcmp(node.node_type, 'NumConstNode')
tf = true;
elseif strcmp(node.node_type, 'VariableNode')
if strcmp(node.type, 'parameter')
tf = true;
else
tf = false;
end
elseif strcmp(node.node_type, 'UnaryOpNode')
tf = false;
elseif strcmp(node.node_type, 'BinaryOpNode')
tf = isOlsParamExpr(node.arg1, line) && isOlsParamExpr(node.arg2, line);
if tf && ~strcmp(node.op, '-')
parsing_error(['got unexpected op ' node.op], line, node);
end
else
parsing_error(['got unexpected type ' node.node_type], line, node);
end
end
function tf = containsParameter(node, line)
if strcmp(node.node_type, 'NumConstNode')
tf = false;
elseif strcmp(node.node_type, 'VariableNode')
if strcmp(node.type, 'parameter')
tf = true;
else
tf = false;
end
elseif strcmp(node.node_type, 'UnaryOpNode')
tf = containsParameter(node.arg, line);
elseif strcmp(node.node_type, 'BinaryOpNode')
tf = containsParameter(node.arg1, line) || containsParameter(node.arg2, line);
else
parsing_error(['got unexpected type ' node.node_type], line, node);
end
end
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