def linear_reaction_coefficients(model, reactions=None):
    """Coefficient for the reactions in a linear objective.

    Parameters
    ----------
    model : cobra model
        the model object that defined the objective
    reactions : list
        an optional list for the reactions to get the coefficients for. All
        reactions if left missing.

    Returns
    -------
    dict
        A dictionary where the key is the reaction object and the value is
        the corresponding coefficient. Empty dictionary if there are no
        linear terms in the objective.
    """
    linear_coefficients = {}
    reactions = model.reactions if not reactions else reactions
    try:
        objective_expression = model.solver.objective.expression
        coefficients = objective_expression.as_coefficients_dict()
    except AttributeError:
        return linear_coefficients
    for rxn in reactions:
        forward_coefficient = coefficients.get(rxn.forward_variable, 0)
        reverse_coefficient = coefficients.get(rxn.reverse_variable, 0)
        if forward_coefficient != 0:
            if forward_coefficient == -reverse_coefficient:
                linear_coefficients[rxn] = float(forward_coefficient)
    return linear_coefficients
def linear_reaction_coefficients(model, reactions=None):
    """Coefficient for the reactions in a linear objective.

    Parameters
    ----------
    model : cobra model
        the model object that defined the objective
    reactions : list
        an optional list for the reactions to get the coefficients for. All
        reactions if left missing.

    Returns
    -------
    dict
        A dictionary where the key is the reaction object and the value is
        the corresponding coefficient. Empty dictionary if there are no
        linear terms in the objective.
    """
    linear_coefficients = {}
    reactions = model.reactions if not reactions else reactions
    try:
        objective_expression = model.solver.objective.expression
        coefficients = objective_expression.as_coefficients_dict()
    except AttributeError:
        return linear_coefficients
    for rxn in reactions:
        forward_coefficient = coefficients.get(rxn.forward_variable, 0)
        reverse_coefficient = coefficients.get(rxn.reverse_variable, 0)
        if forward_coefficient != 0:
            if forward_coefficient == -reverse_coefficient:
                linear_coefficients[rxn] = float(forward_coefficient)
    return linear_coefficients
def linear_reaction_coefficients ( model , reactions = None ) : linear_coefficients = { } reactions = model . reactions if not reactions else reactions try : objective_expression = model . solver . objective . expression coefficients = objective_expression . as_coefficients_dict ( ) except AttributeError : return linear_coefficients for rxn in reactions : forward_coefficient = coefficients . get ( rxn . forward_variable , 0 ) reverse_coefficient = coefficients . get ( rxn . reverse_variable , 0 ) if forward_coefficient != 0 : if forward_coefficient == - reverse_coefficient : linear_coefficients [ rxn ] = float ( forward_coefficient ) return linear_coefficients
Coefficient for the reactions in a linear objective.

    Parameters
    ----------
    model : cobra model
        the model object that defined the objective
    reactions : list
        an optional list for the reactions to get the coefficients for. All
        reactions if left missing.

    Returns
    -------
    dict
        A dictionary where the key is the reaction object and the value is
        the corresponding coefficient. Empty dictionary if there are no
        linear terms in the objective.
Coefficient for the reactions in a linear objective .