Пример #1
0
def compile_function_matlab(equations,
                            symbols,
                            arg_names,
                            output_names=None,
                            funname='anonymous'):

    from function_compiler_ast import std_date_symbol
    from function_compiler_ast import StandardizeDates

    from collections import OrderedDict
    table = OrderedDict()

    aa = arg_names
    # if output_names is not None:
    # aa = arg_names + [output_names]
    for a in aa:

        symbol_group = a[0]
        date = a[1]
        an = a[2]

        for b in symbols[symbol_group]:
            index = symbols[symbol_group].index(b)

            table[(b, date)] = (an, index)

    table_symbols = {k: (std_date_symbol(*k)) for k in table.keys()}

    code_preamble = ""
    for k, v in table.iteritems():
        std_name = table_symbols[k]
        if v[0] != 'p':
            code_preamble += "{} = {}(:,{});\n".format(std_name, v[0],
                                                       v[1] + 1)
        else:
            code_preamble += "{} = {}({});\n".format(std_name, v[0], v[1] + 1)

    if output_names:
        out_group, out_time, out_s = output_names
    else:
        out_s = 'out'

    code_expr = ""
    for i, eq in enumerate(equations):
        expr = str_to_expr(eq)
        sd = StandardizeDates(symbols, arg_names)
        sexpr = sd.visit(expr)
        eq_string = (print_matlab(sexpr))
        if output_names is None:
            code_expr += "out(:,{}) = {} ;\n".format(i + 1, eq_string)
        else:
            out_symbol = symbols[out_group][i]
            out_name = std_date_symbol(out_symbol, out_time)
            code_expr += "{} = {} ;\n".format(out_name, eq_string)
            code_expr += "{}(:,{}) = {} ;\n".format(out_s, i + 1, out_name)

    code = """\
function [{out_s}] = {funname}({args_list})

{preamble}

N = size({first_arg},1);
out = zeros(N,{n_out});
{equations}
end
""".format(out_s=out_s,
           preamble=code_preamble,
           funname=funname,
           args_list=str.join(', ', [e[2] for e in arg_names]),
           n_out=len(equations),
           first_arg=arg_names[0][2],
           equations=code_expr)

    return code
Пример #2
0
def compile_function_matlab(equations, symbols, arg_names, output_names=None, funname='anonymous'):

    from function_compiler_ast import std_date_symbol
    from function_compiler_ast import StandardizeDates

    from collections import OrderedDict
    table = OrderedDict()

    aa = arg_names
    # if output_names is not None:
        # aa = arg_names + [output_names]
    for a in aa:

        symbol_group = a[0]
        date = a[1]
        an = a[2]

        for b in symbols[symbol_group]:
            index = symbols[symbol_group].index(b)

            table[(b,date)] = (an, index)

    table_symbols = { k: (std_date_symbol(*k)) for k in table.keys() }

    code_preamble = ""
    for k,v in table.iteritems():
        std_name = table_symbols[k]
        if v[0] != 'p':
            code_preamble += "{} = {}(:,{});\n".format(std_name, v[0], v[1]+1)
        else:
            code_preamble += "{} = {}({});\n".format(std_name, v[0], v[1]+1)

    if output_names:
        out_group, out_time, out_s = output_names
    else:
        out_s = 'out'

    expressions = []

    code_expr = ""
    import sympy
    for i,eq in enumerate(equations):
        expr = str_to_expr(eq)
        sd = StandardizeDates(symbols, arg_names)
        sexpr = sd.visit(expr)
        expressions.append(sexpr)
        eq_string = (print_matlab(sexpr))
        if output_names is None:
            code_expr += "out(:,{}) = {} ;\n".format(i+1, eq_string)
        else:
            out_symbol = symbols[out_group][i]
            out_name = std_date_symbol(out_symbol, out_time)
            code_expr += "{} = {} ;\n".format(out_name, eq_string)
            code_expr += "{}(:,{}) = {} ;\n".format(out_s,i+1, out_name)


    ## temporary code to differentiate equations using sympy
    if output_names:
        # solve triangular system
        sympy_names = [sympy.Symbol(e) for e in symbols[out_group]]
        eq_dict = OrderedDict()
        for i,name in enumerate(sympy_names):
            eq = sympy.sympify(codegen.to_source(expressions[i]))
            eq_dict[name] = eq.subs(eq_dict)
        sympy_equations = eq_dict.values()
    else:
        sympy_equations = [sympy.sympify(codegen.to_source(expr)) for expr in expressions]


    all_derivatives = OrderedDict()
    for agn in arg_names:
        sym_group = agn[0]
        date = agn[1]
        short_sym_group =  agn[2]
        sym_names = [std_date_symbol(s, date) for s in symbols[sym_group]]
        dvals = []
        for eq in sympy_equations:
            deq = []
            for s in sym_names:
                sym = sympy.Symbol(s)
                ddif = (eq.diff(sym))
                deq.append(ast.parse(str(ddif)).body[0])
            dvals.append(deq)
        all_derivatives[short_sym_group] = dvals
    ## end of temporary code

    code_dexpr = ""
    for k,derivs in all_derivatives.iteritems():
        code_dexpr += '\n%derivatives w.r.t {}\n'.format(k)
        assign_name = "d_{}".format(k)
        code_dexpr += '{} = zeros(N,{},{});\n'.format(assign_name, len(derivs), len(derivs[0]))
        for i in range(len(derivs)):
            for j in range(len(derivs[0])):
                eq = derivs[i][j]
                ss = print_matlab(eq)
                if ss != '0':
                    code_dexpr += "{}(:,{},{}) = {};\n".format(assign_name, i+1, j+1, ss)

        code_dexpr += '\n'

    code = """\
function [{out_s}, {dout_s}] = {funname}({args_list})

%% preamble
{preamble}

N = size({first_arg},1);
out = zeros(N,{n_out});

%% equations

{equations}

%% derivatives

if nargout > 1
{dequations}
end

end
""".format(
    out_s = out_s,
    dout_s = str.join(', ', ["d_{}".format(e[2]) for e in arg_names]),
    preamble = code_preamble,
    funname = funname,
    args_list = str.join(', ', [e[2] for e in arg_names]),
    n_out = len(equations),
    first_arg = arg_names[0][2],
    equations = code_expr,
    dequations = code_dexpr
)

    return code
Пример #3
0
def compile_function_matlab(equations, symbols, arg_names, output_names=None, funname='anonymous'):

    from function_compiler_ast import std_date_symbol
    from function_compiler_ast import StandardizeDates

    from collections import OrderedDict
    table = OrderedDict()

    aa = arg_names
    # if output_names is not None:
        # aa = arg_names + [output_names]
    for a in aa:

        symbol_group = a[0]
        date = a[1]
        an = a[2]

        for b in symbols[symbol_group]:
            index = symbols[symbol_group].index(b)

            table[(b,date)] = (an, index)

    table_symbols = { k: (std_date_symbol(*k)) for k in table.keys() }

    code_preamble = ""
    for k,v in table.iteritems():
        std_name = table_symbols[k]
        if v[0] != 'p':
            code_preamble += "{} = {}(:,{});\n".format(std_name, v[0], v[1]+1)
        else:
            code_preamble += "{} = {}({});\n".format(std_name, v[0], v[1]+1)

    if output_names:
        out_group, out_time, out_s = output_names
    else:
        out_s = 'out'

    code_expr = ""
    for i,eq in enumerate(equations):
        expr = str_to_expr(eq)
        sd = StandardizeDates(symbols, arg_names)
        sexpr = sd.visit(expr)
        eq_string = (print_matlab(sexpr))
        if output_names is None:
            code_expr += "out(:,{}) = {} ;\n".format(i+1, eq_string)
        else:
            out_symbol = symbols[out_group][i]
            out_name = std_date_symbol(out_symbol, out_time)
            code_expr += "{} = {} ;\n".format(out_name, eq_string)
            code_expr += "{}(:,{}) = {} ;\n".format(out_s,i+1, out_name)

    code = """\
function [{out_s}] = {funname}({args_list})

{preamble}

N = size({first_arg},1);
out = zeros(N,{n_out});
{equations}
end
""".format(
    out_s = out_s,
    preamble = code_preamble,
    funname = funname,
    args_list = str.join(', ', [e[2] for e in arg_names]),
    n_out = len(equations),
    first_arg = arg_names[0][2],
    equations = code_expr
)

    return code