def num_negate(op):
top = type(op)
neg = not op.num_negated if hasattr(op, "num_negated") else True
if top == ast.Add:
newOp = ast.Sub()
elif top == ast.Sub:
newOp = ast.Add()
elif top in [ast.Mult, ast.Div, ast.Mod, ast.Pow, ast.LShift,
ast.RShift, ast.BitOr, ast.BitXor, ast.BitAnd, ast.FloorDiv]:
return None # can't negate this
elif top in [ast.Num, ast.Name]:
# this is a normal value, so put a - in front of it
newOp = ast.UnaryOp(ast.USub(addedNeg=True), op)
else:
log("astTools\tnum_negate\tUnusual type: " + str(top), "bug")
transferMetaData(op, newOp)
newOp.num_negated = neg
return newOp
python类Mult()的实例源码
def eval_numeric_constexpr(node: ast.AST) -> int:
if isinstance(node, ast.Num):
return node.n
if isinstance(node, ast.UnaryOp):
if isinstance(node.op, ast.UAdd):
return +eval_numeric_constexpr(node.operand)
elif isinstance(node.op, ast.USub):
return -eval_numeric_constexpr(node.operand)
else:
return None
if isinstance(node, ast.BinOp):
if isinstance(node.op, ast.Add):
return eval_numeric_constexpr(node.left) + eval_numeric_constexpr(node.right)
if isinstance(node.op, ast.Sub):
return eval_numeric_constexpr(node.left) - eval_numeric_constexpr(node.right)
if isinstance(node.op, ast.Mult):
return eval_numeric_constexpr(node.left) * eval_numeric_constexpr(node.right)
if isinstance(node.op, ast.Div):
return eval_numeric_constexpr(node.left) / eval_numeric_constexpr(node.right)
return None
def binop_str(op: ast.AST) -> str:
if isinstance(op, ast.Add):
return '+'
if isinstance(op, ast.Sub):
return '-'
if isinstance(op, ast.Mult):
return '*'
if isinstance(op, ast.Div):
return '/ '
if isinstance(op, ast.Mod):
return '%'
if isinstance(op, ast.LShift):
return '<<'
if isinstance(op, ast.RShift):
return '>>'
if isinstance(op, ast.BitOr):
return '|'
if isinstance(op, ast.BitXor):
return '^'
if isinstance(op, ast.BitAnd):
return '&'
if isinstance(op, ast.MatMult):
return '@'
error(loc(op), "Invalid binary operator encountered: {0}:{1}. Check supported intrinsics.".format(op.lineno, op.col_offset))
return 'INVALID_BINOP'
def eval_expr(expr):
import ast
import operator as op
op = {
ast.Add: op.add,
ast.Sub: op.sub,
ast.Mult: op.mul,
ast.Div: op.truediv,
ast.Pow: op.pow,
ast.BitXor: op.xor,
ast.USub: op.neg,
}
def eval_(node):
if isinstance(node, ast.Num):
return fractions.Fraction(node.n)
elif isinstance(node, ast.BinOp):
return op[type(node.op)](eval_(node.left), eval_(node.right))
elif isinstance(node, ast.UnaryOp):
return op[type(node.op)](eval_(node.operand))
raise TypeError(node)
return eval_(ast.parse(str(expr), mode='eval').body)
def runTest(self):
"""Makes a simple test of the output"""
body = ast.parse(self.candidate_code, self.file_name, 'exec')
code = compile(self.candidate_code, self.file_name, 'exec')
mult_instructions = [
node for node in ast.walk(body)
if isinstance(node, ast.Mult)
]
self.assertGreater(len(mult_instructions),
0,
"It should have at least one duplication"
)
exec(code)
self.assertMultiLineEqual('ka'*10+'\n',
self.__mockstdout.getvalue(),
"Should have printed ka 10 times")
def parse_unit(item):
if isinstance(item, ast.Name):
if item.id not in valid_units:
raise InvalidTypeException("Invalid base unit", item)
return {item.id: 1}
elif isinstance(item, ast.Num) and item.n == 1:
return {}
elif not isinstance(item, ast.BinOp):
raise InvalidTypeException("Invalid unit expression", item)
elif isinstance(item.op, ast.Mult):
left, right = parse_unit(item.left), parse_unit(item.right)
return combine_units(left, right)
elif isinstance(item.op, ast.Div):
left, right = parse_unit(item.left), parse_unit(item.right)
return combine_units(left, right, div=True)
elif isinstance(item.op, ast.Pow):
if not isinstance(item.left, ast.Name):
raise InvalidTypeException("Can only raise a base type to an exponent", item)
if not isinstance(item.right, ast.Num) or not isinstance(item.right.n, int) or item.right.n <= 0:
raise InvalidTypeException("Exponent must be positive integer", item)
return {item.left.id: item.right.n}
else:
raise InvalidTypeException("Invalid unit expression", item)
# Parses an expression representing a type. Annotation refers to whether
# the type is to be located in memory or storage
def aug_assign(self):
target = self.get_target(self.stmt.target)
sub = Expr.parse_value_expr(self.stmt.value, self.context)
if not isinstance(self.stmt.op, (ast.Add, ast.Sub, ast.Mult, ast.Div, ast.Mod)):
raise Exception("Unsupported operator for augassign")
if not isinstance(target.typ, BaseType):
raise TypeMismatchException("Can only use aug-assign operators with simple types!", self.stmt.target)
if target.location == 'storage':
o = Expr.parse_value_expr(ast.BinOp(left=LLLnode.from_list(['sload', '_stloc'], typ=target.typ, pos=target.pos),
right=sub, op=self.stmt.op, lineno=self.stmt.lineno, col_offset=self.stmt.col_offset), self.context)
return LLLnode.from_list(['with', '_stloc', target, ['sstore', '_stloc', base_type_conversion(o, o.typ, target.typ)]], typ=None, pos=getpos(self.stmt))
elif target.location == 'memory':
o = Expr.parse_value_expr(ast.BinOp(left=LLLnode.from_list(['mload', '_mloc'], typ=target.typ, pos=target.pos),
right=sub, op=self.stmt.op, lineno=self.stmt.lineno, col_offset=self.stmt.col_offset), self.context)
return LLLnode.from_list(['with', '_mloc', target, ['mstore', '_mloc', base_type_conversion(o, o.typ, target.typ)]], typ=None, pos=getpos(self.stmt))
def _is_numeric_mult(self, node: ast.BinOp) -> bool:
if isinstance(node.op, ast.Mult):
if isinstance(node.left , (ast.Name, ast.Num)) \
and isinstance(node.right, ast.Num):
return True
if isinstance(node.right, (ast.Name, ast.Num)) \
and isinstance(node.left , ast.Num):
return True
return False
def visit_BinOp(self, node: ast.BinOp):
node = self.generic_visit(node)
if self._is_numeric_pow(node):
left, right = node.left, node.right
degree = ( right.n if isinstance(right, ast.Num)
else -right.operand.n if isinstance(right.op, ast.USub)
else right.operand.n )
degree = int(degree)
if abs(degree) == 0:
node = ast.copy_location(ast.Num(n = 1), node)
elif abs(degree) == 1:
node = node.left
elif 2 <= abs(degree) <= self.MAX_DEGREE:
for _ in range(1, abs(degree)):
new_node = ast.BinOp\
( left = left
, op = ast.Mult()
, right = copy(node.left)
)
left = new_node = ast.copy_location(new_node, node)
node = new_node
else:
return node
if degree < 0:
new_node = ast.BinOp\
( left = ast.Num(n = 1)
, op = ast.Div()
, right = node
)
node = ast.copy_location(new_node, node)
return node
def doBinaryOp(op, l, r):
"""Perform the given AST binary operation on the values"""
top = type(op)
if top == ast.Add:
return l + r
elif top == ast.Sub:
return l - r
elif top == ast.Mult:
return l * r
elif top == ast.Div:
# Don't bother if this will be a really long float- it won't work properly!
# Also, in Python 3 this is floating division, so perform it accordingly.
val = 1.0 * l / r
if (val * 1e10 % 1.0) != 0:
raise Exception("Repeating Float")
return val
elif top == ast.Mod:
return l % r
elif top == ast.Pow:
return l ** r
elif top == ast.LShift:
return l << r
elif top == ast.RShift:
return l >> r
elif top == ast.BitOr:
return l | r
elif top == ast.BitXor:
return l ^ r
elif top == ast.BitAnd:
return l & r
elif top == ast.FloorDiv:
return l // r
def get_binary_op_str(bin_op_node):
"""Returns the string representation of the binary operator node (e.g. +, -,
etc.). For some reason astor doesn't implement this???
"""
if isinstance(bin_op_node, ast.Add):
return "+"
elif isinstance(bin_op_node, ast.Sub):
return "-"
elif isinstance(bin_op_node, ast.Mult):
return "*"
elif isinstance(bin_op_node, ast.Div):
return "/"
elif isinstance(bin_op_node, ast.Mod):
return "%"
elif isinstance(bin_op_node, ast.Pow):
return "**"
elif isinstance(bin_op_node, ast.LShift):
return "<<"
elif isinstance(bin_op_node, ast.RShift):
return ">>"
else:
raise ValueError("No string defined for binary operator node %s" % \
bin_op_node.__class__.__name__)
def get_op_string(op_class):
return {
ast.Add: '+',
ast.Sub: '-',
ast.Div: '/',
ast.Mult: '*'
}[op_class.__class__]
# For expr code
def binary_operation_type(left_type, op, right_type, lineno, solver):
"""Infer the type of a binary operation result"""
if isinstance(op, ast.Add):
inference_func = _infer_add
elif isinstance(op, ast.Mult):
inference_func = _infer_mult
elif isinstance(op, ast.Div):
inference_func = _infer_div
elif isinstance(op, (ast.BitOr, ast.BitXor, ast.BitAnd)):
return _infer_bitwise(left_type, right_type, op, lineno, solver)
else:
return _infer_arithmetic(left_type, right_type, op, lineno, solver)
return inference_func(left_type, right_type, lineno, solver)
def mutate_Div_to_Mult(self, node):
if self.should_mutate(node):
return ast.Mult()
raise MutationResign()
def mutate_FloorDiv_to_Mult(self, node):
if self.should_mutate(node):
return ast.Mult()
raise MutationResign()
def mutate_Mod(self, node):
if self.should_mutate(node):
return ast.Mult()
raise MutationResign()
def mutate_Pow(self, node):
if self.should_mutate(node):
return ast.Mult()
raise MutationResign()
def pythonast(self, args, tonative=False):
return reduce(lambda x, y: ast.BinOp(x, ast.Mult(), y), args)
def _update(self):
"""update tkk
"""
# we don't need to update the base TKK value when it is still valid
now = math.floor(int(time.time() * 1000) / 3600000.0)
if self.tkk and int(self.tkk.split('.')[0]) == now:
return
r = self.session.get(self.host)
# this will be the same as python code after stripping out a reserved word 'var'
code = unicode(self.RE_TKK.search(r.text).group(1)).replace('var ', '')
# unescape special ascii characters such like a \x3d(=)
if PY3: # pragma: no cover
code = code.encode().decode('unicode-escape')
else: # pragma: no cover
code = code.decode('string_escape')
if code:
tree = ast.parse(code)
visit_return = False
operator = '+'
n, keys = 0, dict(a=0, b=0)
for node in ast.walk(tree):
if isinstance(node, ast.Assign):
name = node.targets[0].id
if name in keys:
if isinstance(node.value, ast.Num):
keys[name] = node.value.n
# the value can sometimes be negative
elif isinstance(node.value, ast.UnaryOp) and \
isinstance(node.value.op, ast.USub): # pragma: nocover
keys[name] = -node.value.operand.n
elif isinstance(node, ast.Return):
# parameters should be set after this point
visit_return = True
elif visit_return and isinstance(node, ast.Num):
n = node.n
elif visit_return and n > 0:
# the default operator is '+' but implement some more for
# all possible scenarios
if isinstance(node, ast.Add): # pragma: nocover
pass
elif isinstance(node, ast.Sub): # pragma: nocover
operator = '-'
elif isinstance(node, ast.Mult): # pragma: nocover
operator = '*'
elif isinstance(node, ast.Pow): # pragma: nocover
operator = '**'
elif isinstance(node, ast.BitXor): # pragma: nocover
operator = '^'
# a safety way to avoid Exceptions
clause = compile('{1}{0}{2}'.format(
operator, keys['a'], keys['b']), '', 'eval')
value = eval(clause, dict(__builtin__={}))
result = '{}.{}'.format(n, value)
self.tkk = result
def check_binop(self, op, left, right):
if isinstance(left, COMPLEX_TYPES) and isinstance(right, COMPLEX_TYPES):
if isinstance(op, DIVIDE_BINOPS) and not right:
# x/0: ZeroDivisionError
return False
if isinstance(op, ast.Pow):
if isinstance(left, complex) or isinstance(right, complex):
return False
return check_pow(self.config, left, right)
if isinstance(op, (ast.LShift, ast.RShift)) and right < 0:
# 1 << -3 and 1 >> -3 raise a ValueError
return False
if isinstance(left, int) and isinstance(right, int):
return True
if isinstance(left, FLOAT_TYPES) and isinstance(right, FLOAT_TYPES):
return isinstance(op, FLOAT_BINOPS)
if isinstance(left, COMPLEX_TYPES) and isinstance(right, COMPLEX_TYPES):
return isinstance(op, COMPLEX_BINOPS)
if isinstance(op, ast.Mult):
if isinstance(right, int):
# bytes * int
if isinstance(left, bytes):
return (len(left) * right <= self.config.max_bytes_len)
# str * int
if isinstance(left, str):
return (len(left) * right <= self.config.max_str_len)
# tuple * int
if isinstance(left, tuple):
size = get_constant_size(left)
return (size * right <= self.config.max_seq_len)
if isinstance(left, int):
# int * bytes
if isinstance(right, bytes):
return (left * len(right) <= self.config.max_bytes_len)
# int * str
if isinstance(right, str):
return (left * len(right) <= self.config.max_str_len)
# int * tuple
if isinstance(right, tuple):
size = get_constant_size(right)
return (left * size <= self.config.max_seq_len)
if isinstance(op, ast.Add):
if isinstance(left, str) and isinstance(right, str):
return ((len(left) + len(right)) <= self.config.max_str_len)
if isinstance(left, bytes) and isinstance(right, bytes):
return ((len(left) + len(right)) <= self.config.max_bytes_len)
if isinstance(left, tuple) and isinstance(right, tuple):
return ((len(left) + len(right)) <= self.config.max_seq_len)
return False
def visit_BinOp(self, node):
left_term = self.visit(node.left)
right_term = self.visit(node.right)
if self.__is_bool(left_term) and self.__is_bool(right_term):
if isinstance(node.op, ast.BitAnd):
return And(left_term, right_term)
elif isinstance(node.op, ast.BitOr):
return Or(left_term, right_term)
elif isinstance(node.op, ast.BitXor):
return Xor(left_term, right_term)
else:
raise Exception("Unsupported bool binary operation %s" % unparse(node))
if DATA_TYPE == "int":
if isinstance(node.op, ast.Mod):
return left_term % right_term
elif isinstance(node.op, ast.Add):
return left_term + right_term
elif isinstance(node.op, ast.Sub):
return left_term - right_term
elif isinstance(node.op, ast.Mult):
return left_term * right_term
elif isinstance(node.op, ast.BitXor):
# Special-case for bool circuit-examples:
if is_is_int(left_term):
left_term = left_term == IntVal(1)
if is_is_int(right_term):
right_term = right_term == IntVal(1)
return left_term != right_term
else:
raise Exception("Unsupported integer binary operation %s" % unparse(node))
elif DATA_TYPE.startswith("bit_"):
if isinstance(node.op, ast.BitAnd):
return left_term & right_term
elif isinstance(node.op, ast.BitOr):
return left_term | right_term
elif isinstance(node.op, ast.BitXor):
return left_term ^ right_term
else:
raise Exception("Unsupported bitvector operation %s" % unparse(node))
else:
raise Exception("Unsupported data type %s" % DATA_TYPE)
def _update(self):
"""update tkk
"""
# we don't need to update the base TKK value when it is still valid
now = math.floor(int(time.time() * 1000) / 3600000.0)
if self.tkk and int(self.tkk.split('.')[0]) == now:
return
r = self.session.get(self.host)
# this will be the same as python code after stripping out a reserved word 'var'
code = str(self.RE_TKK.search(r.text).group(1)).replace('var ', '')
# unescape special ascii characters such like a \x3d(=)
code = code.encode().decode('unicode-escape')
if code:
tree = ast.parse(code)
visit_return = False
operator = '+'
n, keys = 0, dict(a=0, b=0)
for node in ast.walk(tree):
if isinstance(node, ast.Assign):
name = node.targets[0].id
if name in keys:
if isinstance(node.value, ast.Num):
keys[name] = node.value.n
# the value can sometimes be negative
elif isinstance(node.value, ast.UnaryOp) and \
isinstance(node.value.op, ast.USub): # pragma: nocover
keys[name] = -node.value.operand.n
elif isinstance(node, ast.Return):
# parameters should be set after this point
visit_return = True
elif visit_return and isinstance(node, ast.Num):
n = node.n
elif visit_return and n > 0:
# the default operator is '+' but implement some more for
# all possible scenarios
if isinstance(node, ast.Add): # pragma: nocover
pass
elif isinstance(node, ast.Sub): # pragma: nocover
operator = '-'
elif isinstance(node, ast.Mult): # pragma: nocover
operator = '*'
elif isinstance(node, ast.Pow): # pragma: nocover
operator = '**'
elif isinstance(node, ast.BitXor): # pragma: nocover
operator = '^'
# a safety way to avoid Exceptions
clause = compile('{1}{0}{2}'.format(
operator, keys['a'], keys['b']), '', 'eval')
value = eval(clause, dict(__builtin__={}))
result = '{}.{}'.format(n, value)
self.tkk = result
def _aslimit(value, lc):
if isinstance(value, string_types):
module = ast.parse(value)
if isinstance(module, ast.Module) and len(module.body) == 1 and isinstance(module.body[0], ast.Expr):
def restrictedeval(expr):
if isinstance(expr, ast.Num):
return expr.n
elif isinstance(expr, ast.Name) and expr.id == "inf":
return femtocode.typesystem.inf
elif isinstance(expr, ast.Name) and expr.id == "pi":
return math.pi
elif isinstance(expr, ast.UnaryOp) and isinstance(expr.op, ast.USub):
return -restrictedeval(expr.operand)
elif isinstance(expr, ast.BinOp) and isinstance(expr.op, ast.Add):
return restrictedeval(expr.left) + restrictedeval(expr.right)
elif isinstance(expr, ast.BinOp) and isinstance(expr.op, ast.Sub):
return restrictedeval(expr.left) - restrictedeval(expr.right)
elif isinstance(expr, ast.BinOp) and isinstance(expr.op, ast.Mult):
return restrictedeval(expr.left) * restrictedeval(expr.right)
elif isinstance(expr, ast.BinOp) and isinstance(expr.op, ast.Div):
return restrictedeval(expr.left) / restrictedeval(expr.right)
elif isinstance(expr, ast.BinOp) and isinstance(expr.op, ast.Pow):
return restrictedeval(expr.left) ** restrictedeval(expr.right)
elif isinstance(expr, ast.Call) and isinstance(expr.func, ast.Name) and expr.func.id == "almost" and len(expr.args) == 1 and len(expr.keywords) == 0 and expr.kwargs is None and expr.starargs is None:
return femtocode.typesystem.almost(restrictedeval(expr.args[0]))
else:
raise DatasetDeclaration.Error(lc, "couldn't parse as a min/max/least/most limit: {0}".format(value))
return restrictedeval(module.body[0].value)
elif isinstance(value, (int, long, float)):
return value
elif isinstance(value, femtocode.typesystem.almost) and isinstance(value.real, (int, long, float)):
return value
else:
raise DatasetDeclaration.Error(lc, "unrecognized type for min/max/least/most limit: {0}".format(value))