def test_afterSubMult(self):
'Tests after SubToMult pre-processing'
tests = [("1 + 2 - 3",
ast.BoolOp(ast.Add(), [
ast.Num(1),
ast.Num(2),
ast.BinOp(ast.Num(-1), ast.Mult(), ast.Num(3))
])),
("1 + 2 - 3 + 4",
ast.BoolOp(ast.Add(), [
ast.Num(1),
ast.Num(2),
ast.BinOp(ast.Num(-1), ast.Mult(), ast.Num(3)),
ast.Num(4)
])),
("(1 + 2) - (3 + 4)",
ast.BoolOp(ast.Add(), [
ast.Num(1),
ast.Num(2),
ast.BinOp(ast.Num(-1), ast.Mult(),
ast.BinOp(ast.Num(3), ast.Add(), ast.Num(4)))
]))]
for teststring, ref_ast in tests:
test_ast = ast.parse(teststring, mode="eval").body
test_ast = pre_processing.all_preprocessings(test_ast)
test_ast = Flattening(ast.Add).visit(test_ast)
self.assertTrue(Comparator().visit(test_ast, ref_ast))
def test_differentops(self):
'Test with other types of operators'
tests = [("(3 & 5 & 6)",
ast.BoolOp(ast.BitAnd(),
[ast.Num(3), ast.Num(5), ast.Num(6)])),
("(1 ^ 2 ^ 3) - 4",
ast.BinOp(ast.BoolOp(ast.BitXor(),
[ast.Num(1), ast.Num(2), ast.Num(3)]),
ast.Add(),
ast.BinOp(ast.Num(-1), ast.Mult(), ast.Num(4)))),
("((1 + 2 + 3) & (4 + 5))",
ast.BinOp(ast.BoolOp(ast.Add(),
[ast.Num(1), ast.Num(2), ast.Num(3)]),
ast.BitAnd(),
ast.BinOp(ast.Num(4), ast.Add(), ast.Num(5)))),
("(1 & 2 & 3) - (4 & 5)",
ast.BinOp(ast.BoolOp(ast.BitAnd(),
[ast.Num(1), ast.Num(2), ast.Num(3)]),
ast.Add(),
ast.BinOp(ast.Num(-1), ast.Mult(),
ast.BinOp(ast.Num(4), ast.BitAnd(),
ast.Num(5))))),
("(1 & 2 & 3) << (4 & 5)",
ast.BinOp(ast.BoolOp(ast.BitAnd(),
[ast.Num(1), ast.Num(2), ast.Num(3)]),
ast.LShift(),
ast.BinOp(ast.Num(4), ast.BitAnd(), ast.Num(5))))]
for teststring, ref_ast in tests:
test_ast = ast.parse(teststring, mode="eval").body
test_ast = pre_processing.all_preprocessings(test_ast)
test_ast = asttools.LevelOperators().visit(test_ast)
self.assertTrue(asttools.Comparator().visit(test_ast, ref_ast))
def _generate_set_call_body(self, external_function_name, arg_length, strart_idx, target_ids):
arg_ids = np.arange(arg_length)
targets = []
args = []
for target_id in target_ids:
targets.append(ast.Subscript(value=GLOBAL_ARRAY,
slice=ast.Index(
value=ast.BinOp(
left=ast.Constant(value=target_id + strart_idx),
op=ast.Add(),
right=ast.BinOp(left=ast.Constant(value=arg_length, kind=None),
op=ast.Mult(),
right=ast.Name(id='i', ctx=ast.Load())))),
ctx=ast.Store()))
for arg_id in arg_ids:
args.append(
ast.Subscript(value=GLOBAL_ARRAY, slice=ast.Index(value=ast.BinOp(
left=ast.Constant(value=arg_id + strart_idx),
op=ast.Add(),
right=ast.BinOp(left=ast.Constant(value=arg_length, kind=None),
op=ast.Mult(),
right=ast.Name(id='i', ctx=ast.Load())))),
ctx=ast.Load))
if len(targets) > 1:
return ast.Assign(targets=[ast.Tuple(elts=targets)],
value=ast.Call(func=ast.Name(id=external_function_name, ctx=ast.Load()),
args=args, keywords=[]), lineno=0)
else:
return ast.Assign(targets=[targets[0]],
value=ast.Call(func=ast.Name(id=external_function_name, ctx=ast.Load()),
args=args, keywords=[]), lineno=0)
def operator(mod): op = ast.Add() if mod == 'or': op = ast.Or() if mod == '|': op = ast.Or() if mod == '||': op = ast.Or() if mod == 'and': op = ast.And() if mod == '&': op = ast.And() if mod == '&&': op = ast.And() if mod == 'plus': op = ast.Add() if mod == '+': op = ast.Add() if mod == '-': op = ast.Sub() if mod == 'minus': op = ast.Sub() if mod == 'times': op = ast.Mult() if mod == '*': op = ast.Mult() if mod == '**': op = ast.Pow() if mod == 'divide': op = ast.Div() if mod == 'divided': op = ast.Div() if mod == 'divided by': op = ast.Div() if mod == '/': op = ast.Div() if mod == '//': op = ast.FloorDiv() if mod == 'floor div': op = ast.FloorDiv() if mod == '%': op = ast.Mod() if mod == 'mod': op = ast.Mod() if mod == 'modulus': op = ast.Mod() if mod == 'modulo': op = ast.Mod() if mod == '^': op = ast.BitXor() if mod == 'xor': op = ast.BitXor() if mod == '<<': op = ast.LShift() if mod == '>>': op = ast.RShift() return op
def test_BinOp(self):
for node, op in self.operators.items():
self.verify(ast.BinOp(ast.Num(2), node(), ast.Num(3)),
'2{}3'.format(op))
# 1 + 2 * 3 = BinOp(2 + BinOp(2 * 3))
mult = ast.BinOp(ast.Num(2), ast.Mult(), ast.Num(3))
expr = ast.BinOp(ast.Num(1), ast.Add(), mult)
self.verify(expr, '1+2*3')
# (1 + 2) * 3 = BinOp(BinOp(1 + 2) * 3)
add = ast.BinOp(ast.Num(1), ast.Add(), ast.Num(2))
expr = ast.BinOp(add, ast.Mult(), ast.Num(3))
self.verify(expr, '(1+2)*3')
# 2 * 3 + 1 = BinOp(BinOp(2 * 3) + 1)
expr = ast.BinOp(mult, ast.Add(), ast.Num(1))
self.verify(expr, '2*3+1')
# 3 * (1 + 2) = BinOp(3 * BinOp(1 + 2))
expr = ast.BinOp(ast.Num(3), ast.Mult(), add)
self.verify(expr, '3*(1+2)')
# 3 - (1 + 2) = BinOp(3 - (BinOp1 + 2))
expr = ast.BinOp(ast.Num(3), ast.Sub(), add)
self.verify(expr, '3-(1+2)')
# Deal with Pow's "special" precedence compared to unary operators.
self.verify(ast.BinOp(ast.Num(-1), ast.Pow(), ast.Num(2)), '(-1)**2')
self.verify(
ast.UnaryOp(ast.USub(), ast.BinOp(ast.Num(1), ast.Pow(),
ast.Num(2))), '-1**2')
self.verify(
ast.BinOp(ast.Num(1), ast.Pow(),
ast.UnaryOp(ast.USub(), ast.Num(2))), '1**(-2)')
def exponent(a, b):
"""
return ast.BinOp(
left=ast.BinOp(
left=b,
right=ast.BinOp(left=a,
right=ast.Num(n=b.n - 1),
op=ast.Pow()
),
op=ast.Mult()
),
right=derive(a),
op=ast.Mult()
)
"""
#print(a, b)
rs = ast.BinOp(
left=ast.Num(n=e),
right=ast.BinOp(left=ast.Call(ast.Name(id='log', ctx=ast.Load()), [a],
[]),
right=b,
op=ast.Mult()),
op=ast.Pow(),
)
return ast.BinOp(left=multiply(
ast.Call(
ast.Name(id='log', ctx=ast.Load()),
[a],
[],
), b),
right=rs,
op=ast.Mult())
return f"(b * (a ** (b - 1)) * {derive(a)})"
def derive(expr):
#print(expr)
if isinstance(expr, ast.BinOp):
return operations[type(expr.op)](expr.left, expr.right)
if isinstance(expr, ast.Name):
#print("its a name", expr.id, expr.id == "x")
if expr.id == "x":
return ast.Num(n=1)
else:
return ast.Num(n=0)
if isinstance(expr, ast.Num):
return integer(expr)
if isinstance(expr, ast.Call):
fdrv = names.get(expr.func.id)
if callable(fdrv):
#print(fdrv)
return ast.BinOp(left=fdrv(*expr.args),
right=derive(expr.args[0]),
op=ast.Mult())
elif isinstance(fdrv, str):
return ast.BinOp(left=ast.Call(ast.Name(id=fdrv, ctx=ast.Load()),
expr.args, []),
right=derive(expr.args[0]),
op=ast.Mult())
elif isinstance(fdrv, ast.AST):
return ast.BinOp(left=fdrv,
right=derive(expr.args[0]),
op=ast.Mult())
else:
#print("err! err!")
raise RuntimeError(
f"{expr.func.id} does not have a defined derivative!")
def visit_BinOp(self, node):
'Change operator - to a *(-1)'
self.generic_visit(node)
if isinstance(node.op, ast.Sub):
node.op = ast.Add()
cond_mult = (isinstance(node.right, ast.BinOp) and
isinstance(node.right.op, ast.Mult))
if cond_mult:
if isinstance(node.right.left, ast.Num):
coeff = node.right.left
operand = node.right.right
elif isinstance(node.right.right, ast.Num):
coeff = node.right.right
operand = node.right.left
else:
node.right = ast.BinOp(ast.Num(-1), ast.Mult(), node.right)
return node
# trying to "simplify" constant coeffs if possible
if self.nbits:
if (-coeff.n) % 2**self.nbits == 1:
node.right = operand
else:
coeff.n = -coeff.n % 2**self.nbits
else:
coeff.n = -coeff.n
else:
node.right = ast.BinOp(ast.Num(-1), ast.Mult(), node.right)
return node
def compile_multiply(p):
if len(p) == 2:
return build_ast(p[1])
elif len(p) == 3:
return ast.BinOp(build_ast(p[1]), ast.Mult(), build_ast(p[2]))
else:
return ast.BinOp(compile_multiply(p[:-1]), ast.Mult(), build_ast(p[-1]))
def visit_BinOp(self, node):
# operator = Add | Sub | Mult | MatMult | Div | Mod | Pow | LShift | RShift | BitOr | BitXor | BitAnd | FloorDiv
print(" in MyTransformer.visit_BinOp()")
print(" curr op =", node.op)
bin_negate = node.op
# use pseudorandomness to determine whether to negate or just mix up
rand_num = random.randint(1, 10)
# negate
if rand_num >= 4:
print(" negating...")
if isinstance(node.op, ast.Add): bin_negate = ast.Sub()
elif isinstance(node.op, ast.Sub): bin_negate = ast.Add()
elif isinstance(node.op, ast.Mult): bin_negate = ast.Div()
elif isinstance(node.op, ast.Div): bin_negate = ast.FloorDiv()
elif isinstance(node.op, ast.FloorDiv): bin_negate = ast.Div()
elif isinstance(node.op, ast.LShift): bin_negate = ast.RShift()
elif isinstance(node.op, ast.RShift): bin_negate = ast.LShift()
elif isinstance(node.op, ast.BitOr): bin_negate = ast.BitAnd()
elif isinstance(node.op, ast.BitAnd): bin_negate = ast.BitXor()
elif isinstance(node.op, ast.BitXor): bin_negate = ast.BitOr()
elif isinstance(node.op, ast.Pow): bin_negate = ast.Mult()
elif isinstance(node.op, ast.Mod): bin_negate = ast.Div()
elif isinstance(node.op, ast.MatMult): bin_negate = ast.Mult()
else: print(" did not find negation for", node.op)
# mix up
else:
print(" mixing up...")
if isinstance(node.op, ast.Add): bin_negate = ast.Mult()
elif isinstance(node.op, ast.Sub): bin_negate = ast.Div()
elif isinstance(node.op, ast.Mult): bin_negate = ast.Pow()
elif isinstance(node.op, ast.Div): bin_negate = ast.FloorDiv()
elif isinstance(node.op, ast.FloorDiv): bin_negate = ast.Div()
elif isinstance(node.op, ast.BitOr): bin_negate = ast.BitXor()
elif isinstance(node.op, ast.BitAnd): bin_negate = ast.BitOr()
elif isinstance(node.op, ast.BitXor): bin_negate = ast.BitOr()
elif isinstance(node.op, ast.Pow): bin_negate = ast.Mult()
elif isinstance(node.op, ast.Mod): bin_negate = ast.FloorDiv()
else: print(" did not find negation for", node.op)
print(" bin_negate =", bin_negate)
# create negated node | BinOp(expr left, operator op, expr right)
new_node = node
new_node.op = bin_negate
ast.copy_location(new_node, node)
ast.fix_missing_locations(new_node)
return new_node
def divide(a, b):
db = derive(b)
leftmul = ast.BinOp(left=a, right=db, op=ast.Mult())
rightmul = ast.BinOp(left=b, right=derive(a), op=ast.Mult())
topsub = ast.BinOp(left=leftmul, right=rightmul, op=ast.Sub())
bottompow = ast.BinOp(left=db, right=ast.Num(n=2), op=ast.Pow())
return ast.BinOp(left=topsub, right=bottompow, op=ast.Div())
return f"(({a} * {db} - {b} * {derive(a)}) / ({db} ** 2))"
def mutation_visit(self, node):
replacement = {
type(ast.Add()): ast.Sub(),
type(ast.Sub()): ast.Add(),
type(ast.Mult()): ast.Div(),
type(ast.Div()): ast.Mult()
}
try:
node.op = replacement[type(node.op)]
except KeyError:
pass # All other binary operators (and, mod, etc.)
return node
def generateFermiSplitFunction(funcName, tanhModuleName="math"):
marginArgName = "margin"
lesArgName = "les"
lesArg = ast.Name(id=lesArgName)
greatArgName = "gret"
valueArgName = "val"
yield ast.ImportFrom(module=tanhModuleName,
names=[ast.alias(name=tanhName, asname=None)],
level=0)
yield ast.Assign(targets=[globalInvTemp], value=astNum(n=100))
yield ast.FunctionDef(
name=funcName,
args=ast.arguments(args=[
ast.arg(arg=valueArgName, annotation=floatType),
ast.arg(arg=marginArgName, annotation=floatType),
ast.arg(arg=lesArgName, annotation=floatType),
ast.arg(arg=greatArgName, annotation=floatType),
ast.arg(arg=inverseTemperatureArgName, annotation=floatType)
],
vararg=None,
kwonlyargs=[],
kw_defaults=[],
kwarg=None,
defaults=[]),
body=[
ast.Return(value=ast.BinOp(
left=lesArg,
op=ast.Add(),
right=ast.BinOp(left=ast.BinOp(
left=astNum(n=0.5),
op=ast.Mult(),
right=ast.BinOp(left=tanhCall(
ast.BinOp(left=ast.BinOp(left=ast.Name(
id=valueArgName),
op=ast.Sub(),
right=ast.Name(
id=marginArgName)),
op=ast.Mult(),
right=globalInvTemp)),
op=ast.Add(),
right=astNum(n=1))),
op=ast.Mult(),
right=ast.BinOp(left=ast.Name(id=greatArgName),
op=ast.Sub(),
right=lesArg))))
],
decorator_list=[],
returns=floatType)
def test_noflattening(self):
'Tests where nothing should be flattened'
corresp = [(["a + b", "b + a"],
ast.BinOp(ast.Name('a', ast.Load()), ast.Add(),
ast.Name('b', ast.Load()))),
(["c*d", "d*c"],
ast.BinOp(ast.Name('c', ast.Load()), ast.Mult(),
ast.Name('d', ast.Load()))),
(["a + c*d", "d*c + a"],
ast.BinOp(
ast.Name('a', ast.Load()), ast.Add(),
ast.BinOp(ast.Name('c', ast.Load()), ast.Mult(),
ast.Name('d', ast.Load()))))]
for refstring, result in corresp:
self.generic_flattening(refstring, result)
def __init__(self, base_node):
BaseMutator.__init__(self, base_node)
self.original_bin_op = base_node.op
if type(base_node.op) in [
ast.Add, ast.Sub, ast.Mult, ast.Div, ast.Mod, ast.Pow
]:
if type(base_node.op) is ast.Add:
# Don't perform the mutation for string concatenation (e.g. 'string' + 'concat')
if (type(base_node.left) is not ast.Str) and (type(
base_node.right) is not ast.Str):
self.mutations.append({"op": ast.Sub()})
if type(base_node.op) is ast.Sub:
self.mutations.append({"op": ast.Add()})
if type(base_node.op) is ast.Mult:
# Don't perform the mutation for string repetition (e.g. 'string' * 50)
if (type(base_node.left) is not ast.Str) and (type(
base_node.right) is not ast.Str):
self.mutations.append({"op": ast.Div()})
if type(base_node.op) is ast.Div:
self.mutations.append({"op": ast.Mult()})
if type(base_node.op) is ast.Mod:
# Don't perform the mutation for string format (e.g. 'strings are %s' % 'cool')
if (type(base_node.left) is not ast.Str) and (type(
base_node.right) is not ast.Str):
self.mutations.append({"op": ast.Pow()})
if type(base_node.op) is ast.Pow:
self.mutations.append({"op": ast.Mod()})
def get_bin_op(self, s):
"""Get the BinOp class for s."""
op = None
if s == '+':
op = ast.Add()
elif s == '-':
op = ast.Sub()
elif s == '*':
op = ast.Mult()
elif s == '/':
op = ast.Div()
elif s == '%':
op = ast.Mod()
elif s == '<<':
op = ast.LShift()
elif s == '>>':
op = ast.RShift()
elif s == '&':
op = ast.BitAnd()
elif s == '^':
op = ast.BitXor()
elif s == '|':
op = ast.BitOr()
return op
def _mutate_index_dim(self, gid, ctype, node, axis=0):
info = cast.CName('cly_%s_info' % gid, ast.Load(), ctype.array_info)
right = cast.CAttribute(info, 's%s' % hex(axis + 4)[2:], ast.Load(),
derefrence(ctype.array_info))
index = cast.CBinOp(node, ast.Mult(), right,
node.ctype) #FIXME: cast type
return index
def test_onBoolOp(self):
'Tests on BoolOp'
expr_a = ast.BoolOp(ast.Add(), [ast.Num(1), ast.Num(2), ast.Num(3)])
expr_b = ast.BoolOp(ast.Add(), [ast.Num(3), ast.Num(2), ast.Num(1)])
self.assertTrue(asttools.Comparator().visit(expr_a, expr_b))
expr_a = ast.BoolOp(ast.Add, [ast.Num(1), ast.BoolOp(ast.Mult(),
[ast.Num(5),
ast.Num(6)]),
ast.Num(4)])
expr_b = ast.BoolOp(ast.Add, [ast.BoolOp(ast.Mult(), [ast.Num(6),
ast.Num(5)]),
ast.Num(4),
ast.Num(1)])
self.assertTrue(asttools.Comparator().visit(expr_a, expr_b))
def gen_flat_index(idxs, shape):
flat_idx = idxs[0]
for i in range(len(idxs[1:])):
flat_idx = ast.BinOp(
ast.BinOp(flat_idx, ast.Mult(), ast.Num(shape[i + 1])), ast.Add(),
idxs[i + 1])
return flat_idx
def visit_Operator(self, node: Operator, *args, **kwargs) -> C.operator:
if node == Operator.Add:
return C.Add()
elif node == Operator.Sub:
return C.Sub()
elif node == Operator.Mult:
return C.Mult()
elif node == Operator.MatMult:
return C.MatMult()
elif node == Operator.Div:
return C.Div()
elif node == Operator.Mod:
return C.Mod()
elif node == Operator.Pow:
return C.Pow()
elif node == Operator.LShift:
return C.LShift()
elif node == Operator.RShift:
return C.RShift()
elif node == Operator.BitOr:
return C.BitOr()
elif node == Operator.BitXor:
return C.BitXor()
elif node == Operator.BitAnd:
return C.BitAnd()
elif node == Operator.FloorDiv:
return C.FloorDiv()
else:
raise Exception(f'unknown Operator {node!r}')
def binop_action(s, loc, tokens):
node = tokens[0]
for op_char, right in tokens[1:]:
if op_char == '+':
op = ast.Add()
elif op_char == '-':
op = ast.Sub()
elif op_char == '*':
op = ast.Mult()
elif op_char == '/':
op = ast.Div()
elif op_char == '%':
op = ast.Mod()
elif op_char == '<<':
op = ast.LShift()
elif op_char == '>>':
op = ast.RShift()
elif op_char == '&':
op = ast.BitAnd()
elif op_char == '^':
op = ast.BitXor()
else: # op_char == '|':
op = ast.BitOr()
node = ast.BinOp(left=node, op=op, right=right, lineno=1, col_offset=0)
return node
def mathTransform(self, attribute, args):
# operations from the math python module or builtin operations that exist in JavaScript Math:
if attribute in self.directMathOperations:
func = ast.Attribute(value=ast.Name(id='Math', ctx=ast.Load()),
attr=attribute,
ctx=ast.Load())
return ast.Call(func=func, args=args, keywords=[])
# substitutable operations, e.g. a = sum(b,c) => a = [b,c].reduce( function(x,y) { return x+y: })
elif attribute in self.subtitutableOperations:
# a = sum(b,c) => a = [b,c].reduce( function(x,y) { return x+y: })
if attribute == 'sum':
func = ast.Attribute(value=ast.List(elts=args, ctx=ast.Load()),
attr='reduce',
ctx=ast.Load())
args = [
ast.Call(
func=ast.Name(id='JS', ctx=ast.Load()),
args=[ast.Str(s=' function(x,y) { return x+y; }')],
keywords=[])
]
return ast.Call(func=func, args=args, keywords=[])
# randint(a,b) => Math.floor(Math.random() * (b - a + 1)) + a
elif attribute == 'randint':
left = ast.Call(
func=ast.Attribute(value=ast.Name(id='Math',
ctx=ast.Load()),
attr='floor',
ctx=ast.Load()),
args=[
ast.BinOp(left=ast.Call(func=ast.Attribute(
value=ast.Name(id='Math', ctx=ast.Load()),
attr='random',
ctx=ast.Load()),
args=[],
keywords=[]),
op=ast.Mult(),
right=ast.BinOp(left=ast.BinOp(
left=args[1],
op=ast.Sub(),
right=args[0]),
op=ast.Add(),
right=ast.Num(n=1)))
],
keywords=[])
right = args[0]
return ast.BinOp(left=left, op=ast.Add(), right=right)
else:
return None
def scaler_adder_xform(node, scaler, adder):
"""Returns an ast for the form (node+adder)*scaler"""
if adder != 0.0:
newnode = ast.BinOp(node, ast.Add(), ast.Num(adder))
else:
newnode = node
if scaler != 1.0: # do the add and the mult
newnode = ast.BinOp(newnode, ast.Mult(), ast.Num(scaler))
return ast.copy_location(newnode, node)
def visit_BinOp(self, node: ast.BinOp):
if isinstance(node.op, ast.Mult):
return ast.BinOp(self.visit(node.left), ast.Add(),
self.visit(node.right))
elif isinstance(node.op, ast.Add):
return ast.BinOp(self.visit(node.left), ast.Mult(),
self.visit(node.right))
else:
return node
def transform(tree, **kw):
if type(tree) is ast.Num:
return ast.Str(s = str(tree.n))
if type(tree) is ast.Str:
return ast.Num(n = int(tree.s))
if type(tree) is ast.BinOp and type(tree.op) is ast.Mult:
return ast.BinOp(tree.left, ast.Add(), tree.right)
if type(tree) is ast.BinOp and type(tree.op) is ast.Add:
return ast.BinOp(tree.left, ast.Mult(), tree.right)
def visit_BinOp(self, node):
'Change left shifts into multiplications'
if not isinstance(node.op, ast.LShift):
return self.generic_visit(node)
if isinstance(node.right, ast.Num):
self.generic_visit(node)
return ast.BinOp(node.left, ast.Mult(), ast.Num(2**(node.right.n)))
return self.generic_visit(node)
def 二元表达式(片段):
左 = 片段[0]
右 = 片段[2]
运算符 = 片段[1].getstr()
对照表 = {'+': ast.Add(), '-': ast.Sub(), '*': ast.Mult()}
if 运算符 in 对照表:
python运算 = 对照表[运算符]
else:
breakpoint()
return 语法树.二元运算(左, python运算, 右, 片段)
def visit_UnaryOp(self, node):
'Change -x to (-1)*x'
self.generic_visit(node)
if isinstance(node.op, ast.USub):
ope = node.operand
cond_mult = (isinstance(ope, ast.BinOp) and
isinstance(ope.op, ast.Mult))
if cond_mult:
if isinstance(ope.left, ast.Num):
node = ast.BinOp(ast.Num(-ope.left.n), ast.Mult(),
ope.right)
elif isinstance(ope.right, ast.Num):
node = ast.BinOp(ope.left, ast.Mult(),
ast.Num(-ope.right.n))
else:
node = ast.BinOp(ast.Num(-1), ast.Mult(), ope)
else:
node = ast.BinOp(ast.Num(-1), ast.Mult(), ope)
return node
def visit_UnaryOp(self, node):
'Change USub and Invert'
operand = self.visit(node.operand)
if isinstance(node.op, ast.UAdd):
return operand
if isinstance(node.op, ast.USub):
return ast.BinOp(ast.Num(-1), ast.Mult(), operand)
if isinstance(node.op, ast.Invert):
return ast.BinOp(ast.Num(-1), ast.BitXor(), operand)
assert False, 'unhandled node type: ' + ast.dump(node)
def operator(value):
if value == "+":
return ast.Add()
elif value == "-":
return ast.Sub()
elif value == "*":
return ast.Mult()
elif value == "/":
return ast.Div()
raise Exception("operator not supported: {0}".format(value))