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+
+############################################
+# Copyright (c) 2012 Microsoft Corporation
+#
+# Z3 Python interface
+#
+# Author: Leonardo de Moura (leonardo)
+############################################
+
+"""Z3 is a high performance theorem prover developed at Microsoft Research. Z3 is used in many applications such as: software/hardware verification and testing, constraint solving, analysis of hybrid systems, security, biology (in silico analysis), and geometrical problems.
+
+Several online tutorials for Z3Py are available at:
+http://rise4fun.com/Z3Py/tutorial/guide
+
+Please send feedback, comments and/or corrections on the Issue tracker for https://github.com/Z3prover/z3.git. Your comments are very valuable.
+
+Small example:
+
+>>> x = Int('x')
+>>> y = Int('y')
+>>> s = Solver()
+>>> s.add(x > 0)
+>>> s.add(x < 2)
+>>> s.add(y == x + 1)
+>>> s.check()
+sat
+>>> m = s.model()
+>>> m[x]
+1
+>>> m[y]
+2
+
+Z3 exceptions:
+
+>>> try:
+... x = BitVec('x', 32)
+... y = Bool('y')
+... # the expression x + y is type incorrect
+... n = x + y
+... except Z3Exception as ex:
+... print("failed: %s" % ex)
+failed: sort mismatch
+"""
+from . import z3core
+from .z3core import *
+from .z3types import *
+from .z3consts import *
+from .z3printer import *
+from fractions import Fraction
+import sys
+import io
+import math
+import copy
+
+if sys.version < '3':
+ def _is_int(v):
+ return isinstance(v, (int, long))
+else:
+ def _is_int(v):
+ return isinstance(v, int)
+
+def enable_trace(msg):
+ Z3_enable_trace(msg)
+
+def disable_trace(msg):
+ Z3_disable_trace(msg)
+
+def get_version_string():
+ major = ctypes.c_uint(0)
+ minor = ctypes.c_uint(0)
+ build = ctypes.c_uint(0)
+ rev = ctypes.c_uint(0)
+ Z3_get_version(major, minor, build, rev)
+ return "%s.%s.%s" % (major.value, minor.value, build.value)
+
+def get_version():
+ major = ctypes.c_uint(0)
+ minor = ctypes.c_uint(0)
+ build = ctypes.c_uint(0)
+ rev = ctypes.c_uint(0)
+ Z3_get_version(major, minor, build, rev)
+ return (major.value, minor.value, build.value, rev.value)
+
+def get_full_version():
+ return Z3_get_full_version()
+
+# We use _z3_assert instead of the assert command because we want to
+# produce nice error messages in Z3Py at rise4fun.com
+def _z3_assert(cond, msg):
+ if not cond:
+ raise Z3Exception(msg)
+
+def open_log(fname):
+ """Log interaction to a file. This function must be invoked immediately after init(). """
+ Z3_open_log(fname)
+
+def append_log(s):
+ """Append user-defined string to interaction log. """
+ Z3_append_log(s)
+
+def to_symbol(s, ctx=None):
+ """Convert an integer or string into a Z3 symbol."""
+ if _is_int(s):
+ return Z3_mk_int_symbol(_get_ctx(ctx).ref(), s)
+ else:
+ return Z3_mk_string_symbol(_get_ctx(ctx).ref(), s)
+
+def _symbol2py(ctx, s):
+ """Convert a Z3 symbol back into a Python object. """
+ if Z3_get_symbol_kind(ctx.ref(), s) == Z3_INT_SYMBOL:
+ return "k!%s" % Z3_get_symbol_int(ctx.ref(), s)
+ else:
+ return Z3_get_symbol_string(ctx.ref(), s)
+
+# Hack for having nary functions that can receive one argument that is the
+# list of arguments.
+def _get_args(args):
+ try:
+ if len(args) == 1 and (isinstance(args[0], tuple) or isinstance(args[0], list)):
+ return args[0]
+ elif len(args) == 1 and (isinstance(args[0], set) or isinstance(args[0], AstVector)):
+ return [arg for arg in args[0]]
+ else:
+ return args
+ except: # len is not necessarily defined when args is not a sequence (use reflection?)
+ return args
+
+def _to_param_value(val):
+ if isinstance(val, bool):
+ if val == True:
+ return "true"
+ else:
+ return "false"
+ else:
+ return str(val)
+
+def z3_error_handler(c, e):
+ # Do nothing error handler, just avoid exit(0)
+ # The wrappers in z3core.py will raise a Z3Exception if an error is detected
+ return
+
+class Context:
+ """A Context manages all other Z3 objects, global configuration options, etc.
+
+ Z3Py uses a default global context. For most applications this is sufficient.
+ An application may use multiple Z3 contexts. Objects created in one context
+ cannot be used in another one. However, several objects may be "translated" from
+ one context to another. It is not safe to access Z3 objects from multiple threads.
+ The only exception is the method `interrupt()` that can be used to interrupt() a long
+ computation.
+ The initialization method receives global configuration options for the new context.
+ """
+ def __init__(self, *args, **kws):
+ if __debug__:
+ _z3_assert(len(args) % 2 == 0, "Argument list must have an even number of elements.")
+ conf = Z3_mk_config()
+ for key in kws:
+ value = kws[key]
+ Z3_set_param_value(conf, str(key).upper(), _to_param_value(value))
+ prev = None
+ for a in args:
+ if prev is None:
+ prev = a
+ else:
+ Z3_set_param_value(conf, str(prev), _to_param_value(a))
+ prev = None
+ self.ctx = Z3_mk_context_rc(conf)
+ self.eh = Z3_set_error_handler(self.ctx, z3_error_handler)
+ Z3_set_ast_print_mode(self.ctx, Z3_PRINT_SMTLIB2_COMPLIANT)
+ Z3_del_config(conf)
+
+ def __del__(self):
+ Z3_del_context(self.ctx)
+ self.ctx = None
+ self.eh = None
+
+ def ref(self):
+ """Return a reference to the actual C pointer to the Z3 context."""
+ return self.ctx
+
+ def interrupt(self):
+ """Interrupt a solver performing a satisfiability test, a tactic processing a goal, or simplify functions.
+
+ This method can be invoked from a thread different from the one executing the
+ interruptable procedure.
+ """
+ Z3_interrupt(self.ref())
+
+
+# Global Z3 context
+_main_ctx = None
+def main_ctx():
+ """Return a reference to the global Z3 context.
+
+ >>> x = Real('x')
+ >>> x.ctx == main_ctx()
+ True
+ >>> c = Context()
+ >>> c == main_ctx()
+ False
+ >>> x2 = Real('x', c)
+ >>> x2.ctx == c
+ True
+ >>> eq(x, x2)
+ False
+ """
+ global _main_ctx
+ if _main_ctx is None:
+ _main_ctx = Context()
+ return _main_ctx
+
+def _get_ctx(ctx):
+ if ctx is None:
+ return main_ctx()
+ else:
+ return ctx
+
+def set_param(*args, **kws):
+ """Set Z3 global (or module) parameters.
+
+ >>> set_param(precision=10)
+ """
+ if __debug__:
+ _z3_assert(len(args) % 2 == 0, "Argument list must have an even number of elements.")
+ new_kws = {}
+ for k in kws:
+ v = kws[k]
+ if not set_pp_option(k, v):
+ new_kws[k] = v
+ for key in new_kws:
+ value = new_kws[key]
+ Z3_global_param_set(str(key).upper(), _to_param_value(value))
+ prev = None
+ for a in args:
+ if prev is None:
+ prev = a
+ else:
+ Z3_global_param_set(str(prev), _to_param_value(a))
+ prev = None
+
+def reset_params():
+ """Reset all global (or module) parameters.
+ """
+ Z3_global_param_reset_all()
+
+def set_option(*args, **kws):
+ """Alias for 'set_param' for backward compatibility.
+ """
+ return set_param(*args, **kws)
+
+def get_param(name):
+ """Return the value of a Z3 global (or module) parameter
+
+ >>> get_param('nlsat.reorder')
+ 'true'
+ """
+ ptr = (ctypes.c_char_p * 1)()
+ if Z3_global_param_get(str(name), ptr):
+ r = z3core._to_pystr(ptr[0])
+ return r
+ raise Z3Exception("failed to retrieve value for '%s'" % name)
+
+#########################################
+#
+# ASTs base class
+#
+#########################################
+
+# Mark objects that use pretty printer
+class Z3PPObject:
+ """Superclass for all Z3 objects that have support for pretty printing."""
+ def use_pp(self):
+ return True
+
+class AstRef(Z3PPObject):
+ """AST are Direct Acyclic Graphs (DAGs) used to represent sorts, declarations and expressions."""
+ def __init__(self, ast, ctx=None):
+ self.ast = ast
+ self.ctx = _get_ctx(ctx)
+ Z3_inc_ref(self.ctx.ref(), self.as_ast())
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_dec_ref(self.ctx.ref(), self.as_ast())
+
+ def __deepcopy__(self, memo={}):
+ return _to_ast_ref(self.ast, self.ctx)
+
+ def __str__(self):
+ return obj_to_string(self)
+
+ def __repr__(self):
+ return obj_to_string(self)
+
+ def __eq__(self, other):
+ return self.eq(other)
+
+ def __hash__(self):
+ return self.hash()
+
+ def __nonzero__(self):
+ return self.__bool__()
+
+ def __bool__(self):
+ if is_true(self):
+ return True
+ elif is_false(self):
+ return False
+ elif is_eq(self) and self.num_args() == 2:
+ return self.arg(0).eq(self.arg(1))
+ else:
+ raise Z3Exception("Symbolic expressions cannot be cast to concrete Boolean values.")
+
+ def sexpr(self):
+ """Return a string representing the AST node in s-expression notation.
+
+ >>> x = Int('x')
+ >>> ((x + 1)*x).sexpr()
+ '(* (+ x 1) x)'
+ """
+ return Z3_ast_to_string(self.ctx_ref(), self.as_ast())
+
+ def as_ast(self):
+ """Return a pointer to the corresponding C Z3_ast object."""
+ return self.ast
+
+ def get_id(self):
+ """Return unique identifier for object. It can be used for hash-tables and maps."""
+ return Z3_get_ast_id(self.ctx_ref(), self.as_ast())
+
+ def ctx_ref(self):
+ """Return a reference to the C context where this AST node is stored."""
+ return self.ctx.ref()
+
+ def eq(self, other):
+ """Return `True` if `self` and `other` are structurally identical.
+
+ >>> x = Int('x')
+ >>> n1 = x + 1
+ >>> n2 = 1 + x
+ >>> n1.eq(n2)
+ False
+ >>> n1 = simplify(n1)
+ >>> n2 = simplify(n2)
+ >>> n1.eq(n2)
+ True
+ """
+ if __debug__:
+ _z3_assert(is_ast(other), "Z3 AST expected")
+ return Z3_is_eq_ast(self.ctx_ref(), self.as_ast(), other.as_ast())
+
+ def translate(self, target):
+ """Translate `self` to the context `target`. That is, return a copy of `self` in the context `target`.
+
+ >>> c1 = Context()
+ >>> c2 = Context()
+ >>> x = Int('x', c1)
+ >>> y = Int('y', c2)
+ >>> # Nodes in different contexts can't be mixed.
+ >>> # However, we can translate nodes from one context to another.
+ >>> x.translate(c2) + y
+ x + y
+ """
+ if __debug__:
+ _z3_assert(isinstance(target, Context), "argument must be a Z3 context")
+ return _to_ast_ref(Z3_translate(self.ctx.ref(), self.as_ast(), target.ref()), target)
+
+ def hash(self):
+ """Return a hashcode for the `self`.
+
+ >>> n1 = simplify(Int('x') + 1)
+ >>> n2 = simplify(2 + Int('x') - 1)
+ >>> n1.hash() == n2.hash()
+ True
+ """
+ return Z3_get_ast_hash(self.ctx_ref(), self.as_ast())
+
+def is_ast(a):
+ """Return `True` if `a` is an AST node.
+
+ >>> is_ast(10)
+ False
+ >>> is_ast(IntVal(10))
+ True
+ >>> is_ast(Int('x'))
+ True
+ >>> is_ast(BoolSort())
+ True
+ >>> is_ast(Function('f', IntSort(), IntSort()))
+ True
+ >>> is_ast("x")
+ False
+ >>> is_ast(Solver())
+ False
+ """
+ return isinstance(a, AstRef)
+
+def eq(a, b):
+ """Return `True` if `a` and `b` are structurally identical AST nodes.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> eq(x, y)
+ False
+ >>> eq(x + 1, x + 1)
+ True
+ >>> eq(x + 1, 1 + x)
+ False
+ >>> eq(simplify(x + 1), simplify(1 + x))
+ True
+ """
+ if __debug__:
+ _z3_assert(is_ast(a) and is_ast(b), "Z3 ASTs expected")
+ return a.eq(b)
+
+def _ast_kind(ctx, a):
+ if is_ast(a):
+ a = a.as_ast()
+ return Z3_get_ast_kind(ctx.ref(), a)
+
+def _ctx_from_ast_arg_list(args, default_ctx=None):
+ ctx = None
+ for a in args:
+ if is_ast(a) or is_probe(a):
+ if ctx is None:
+ ctx = a.ctx
+ else:
+ if __debug__:
+ _z3_assert(ctx == a.ctx, "Context mismatch")
+ if ctx is None:
+ ctx = default_ctx
+ return ctx
+
+def _ctx_from_ast_args(*args):
+ return _ctx_from_ast_arg_list(args)
+
+def _to_func_decl_array(args):
+ sz = len(args)
+ _args = (FuncDecl * sz)()
+ for i in range(sz):
+ _args[i] = args[i].as_func_decl()
+ return _args, sz
+
+def _to_ast_array(args):
+ sz = len(args)
+ _args = (Ast * sz)()
+ for i in range(sz):
+ _args[i] = args[i].as_ast()
+ return _args, sz
+
+def _to_ref_array(ref, args):
+ sz = len(args)
+ _args = (ref * sz)()
+ for i in range(sz):
+ _args[i] = args[i].as_ast()
+ return _args, sz
+
+def _to_ast_ref(a, ctx):
+ k = _ast_kind(ctx, a)
+ if k == Z3_SORT_AST:
+ return _to_sort_ref(a, ctx)
+ elif k == Z3_FUNC_DECL_AST:
+ return _to_func_decl_ref(a, ctx)
+ else:
+ return _to_expr_ref(a, ctx)
+
+#########################################
+#
+# Sorts
+#
+#########################################
+
+def _sort_kind(ctx, s):
+ return Z3_get_sort_kind(ctx.ref(), s)
+
+class SortRef(AstRef):
+ """A Sort is essentially a type. Every Z3 expression has a sort. A sort is an AST node."""
+ def as_ast(self):
+ return Z3_sort_to_ast(self.ctx_ref(), self.ast)
+
+ def get_id(self):
+ return Z3_get_ast_id(self.ctx_ref(), self.as_ast())
+
+ def kind(self):
+ """Return the Z3 internal kind of a sort. This method can be used to test if `self` is one of the Z3 builtin sorts.
+
+ >>> b = BoolSort()
+ >>> b.kind() == Z3_BOOL_SORT
+ True
+ >>> b.kind() == Z3_INT_SORT
+ False
+ >>> A = ArraySort(IntSort(), IntSort())
+ >>> A.kind() == Z3_ARRAY_SORT
+ True
+ >>> A.kind() == Z3_INT_SORT
+ False
+ """
+ return _sort_kind(self.ctx, self.ast)
+
+ def subsort(self, other):
+ """Return `True` if `self` is a subsort of `other`.
+
+ >>> IntSort().subsort(RealSort())
+ True
+ """
+ return False
+
+ def cast(self, val):
+ """Try to cast `val` as an element of sort `self`.
+
+ This method is used in Z3Py to convert Python objects such as integers,
+ floats, longs and strings into Z3 expressions.
+
+ >>> x = Int('x')
+ >>> RealSort().cast(x)
+ ToReal(x)
+ """
+ if __debug__:
+ _z3_assert(is_expr(val), "Z3 expression expected")
+ _z3_assert(self.eq(val.sort()), "Sort mismatch")
+ return val
+
+ def name(self):
+ """Return the name (string) of sort `self`.
+
+ >>> BoolSort().name()
+ 'Bool'
+ >>> ArraySort(IntSort(), IntSort()).name()
+ 'Array'
+ """
+ return _symbol2py(self.ctx, Z3_get_sort_name(self.ctx_ref(), self.ast))
+
+ def __eq__(self, other):
+ """Return `True` if `self` and `other` are the same Z3 sort.
+
+ >>> p = Bool('p')
+ >>> p.sort() == BoolSort()
+ True
+ >>> p.sort() == IntSort()
+ False
+ """
+ if other is None:
+ return False
+ return Z3_is_eq_sort(self.ctx_ref(), self.ast, other.ast)
+
+ def __ne__(self, other):
+ """Return `True` if `self` and `other` are not the same Z3 sort.
+
+ >>> p = Bool('p')
+ >>> p.sort() != BoolSort()
+ False
+ >>> p.sort() != IntSort()
+ True
+ """
+ return not Z3_is_eq_sort(self.ctx_ref(), self.ast, other.ast)
+
+ def __hash__(self):
+ """ Hash code. """
+ return AstRef.__hash__(self)
+
+def is_sort(s):
+ """Return `True` if `s` is a Z3 sort.
+
+ >>> is_sort(IntSort())
+ True
+ >>> is_sort(Int('x'))
+ False
+ >>> is_expr(Int('x'))
+ True
+ """
+ return isinstance(s, SortRef)
+
+def _to_sort_ref(s, ctx):
+ if __debug__:
+ _z3_assert(isinstance(s, Sort), "Z3 Sort expected")
+ k = _sort_kind(ctx, s)
+ if k == Z3_BOOL_SORT:
+ return BoolSortRef(s, ctx)
+ elif k == Z3_INT_SORT or k == Z3_REAL_SORT:
+ return ArithSortRef(s, ctx)
+ elif k == Z3_BV_SORT:
+ return BitVecSortRef(s, ctx)
+ elif k == Z3_ARRAY_SORT:
+ return ArraySortRef(s, ctx)
+ elif k == Z3_DATATYPE_SORT:
+ return DatatypeSortRef(s, ctx)
+ elif k == Z3_FINITE_DOMAIN_SORT:
+ return FiniteDomainSortRef(s, ctx)
+ elif k == Z3_FLOATING_POINT_SORT:
+ return FPSortRef(s, ctx)
+ elif k == Z3_ROUNDING_MODE_SORT:
+ return FPRMSortRef(s, ctx)
+ return SortRef(s, ctx)
+
+def _sort(ctx, a):
+ return _to_sort_ref(Z3_get_sort(ctx.ref(), a), ctx)
+
+def DeclareSort(name, ctx=None):
+ """Create a new uninterpred sort named `name`.
+
+ If `ctx=None`, then the new sort is declared in the global Z3Py context.
+
+ >>> A = DeclareSort('A')
+ >>> a = Const('a', A)
+ >>> b = Const('b', A)
+ >>> a.sort() == A
+ True
+ >>> b.sort() == A
+ True
+ >>> a == b
+ a == b
+ """
+ ctx = _get_ctx(ctx)
+ return SortRef(Z3_mk_uninterpreted_sort(ctx.ref(), to_symbol(name, ctx)), ctx)
+
+#########################################
+#
+# Function Declarations
+#
+#########################################
+
+class FuncDeclRef(AstRef):
+ """Function declaration. Every constant and function have an associated declaration.
+
+ The declaration assigns a name, a sort (i.e., type), and for function
+ the sort (i.e., type) of each of its arguments. Note that, in Z3,
+ a constant is a function with 0 arguments.
+ """
+ def as_ast(self):
+ return Z3_func_decl_to_ast(self.ctx_ref(), self.ast)
+
+ def get_id(self):
+ return Z3_get_ast_id(self.ctx_ref(), self.as_ast())
+
+ def as_func_decl(self):
+ return self.ast
+
+ def name(self):
+ """Return the name of the function declaration `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> f.name()
+ 'f'
+ >>> isinstance(f.name(), str)
+ True
+ """
+ return _symbol2py(self.ctx, Z3_get_decl_name(self.ctx_ref(), self.ast))
+
+ def arity(self):
+ """Return the number of arguments of a function declaration. If `self` is a constant, then `self.arity()` is 0.
+
+ >>> f = Function('f', IntSort(), RealSort(), BoolSort())
+ >>> f.arity()
+ 2
+ """
+ return int(Z3_get_arity(self.ctx_ref(), self.ast))
+
+ def domain(self, i):
+ """Return the sort of the argument `i` of a function declaration. This method assumes that `0 <= i < self.arity()`.
+
+ >>> f = Function('f', IntSort(), RealSort(), BoolSort())
+ >>> f.domain(0)
+ Int
+ >>> f.domain(1)
+ Real
+ """
+ if __debug__:
+ _z3_assert(i < self.arity(), "Index out of bounds")
+ return _to_sort_ref(Z3_get_domain(self.ctx_ref(), self.ast, i), self.ctx)
+
+ def range(self):
+ """Return the sort of the range of a function declaration. For constants, this is the sort of the constant.
+
+ >>> f = Function('f', IntSort(), RealSort(), BoolSort())
+ >>> f.range()
+ Bool
+ """
+ return _to_sort_ref(Z3_get_range(self.ctx_ref(), self.ast), self.ctx)
+
+ def kind(self):
+ """Return the internal kind of a function declaration. It can be used to identify Z3 built-in functions such as addition, multiplication, etc.
+
+ >>> x = Int('x')
+ >>> d = (x + 1).decl()
+ >>> d.kind() == Z3_OP_ADD
+ True
+ >>> d.kind() == Z3_OP_MUL
+ False
+ """
+ return Z3_get_decl_kind(self.ctx_ref(), self.ast)
+
+ def params(self):
+ ctx = self.ctx
+ n = Z3_get_decl_num_parameters(self.ctx_ref(), self.ast)
+ result = [ None for i in range(n) ]
+ for i in range(n):
+ k = Z3_get_decl_parameter_kind(self.ctx_ref(), self.ast, i)
+ if k == Z3_PARAMETER_INT:
+ result[i] = Z3_get_decl_int_parameter(self.ctx_ref(), self.ast, i)
+ elif k == Z3_PARAMETER_DOUBLE:
+ result[i] = Z3_get_decl_double_parameter(self.ctx_ref(), self.ast, i)
+ elif k == Z3_PARAMETER_RATIONAL:
+ result[i] = Z3_get_decl_rational_parameter(self.ctx_ref(), self.ast, i)
+ elif k == Z3_PARAMETER_SYMBOL:
+ result[i] = Z3_get_decl_symbol_parameter(self.ctx_ref(), self.ast, i)
+ elif k == Z3_PARAMETER_SORT:
+ result[i] = SortRef(Z3_get_decl_sort_parameter(self.ctx_ref(), self.ast, i), ctx)
+ elif k == Z3_PARAMETER_AST:
+ result[i] = ExprRef(Z3_get_decl_ast_parameter(self.ctx_ref(), self.ast, i), ctx)
+ elif k == Z3_PARAMETER_FUNC_DECL:
+ result[i] = FuncDeclRef(Z3_get_decl_func_decl_parameter(self.ctx_ref(), self.ast, i), ctx)
+ else:
+ assert(False)
+ return result
+
+ def __call__(self, *args):
+ """Create a Z3 application expression using the function `self`, and the given arguments.
+
+ The arguments must be Z3 expressions. This method assumes that
+ the sorts of the elements in `args` match the sorts of the
+ domain. Limited coersion is supported. For example, if
+ args[0] is a Python integer, and the function expects a Z3
+ integer, then the argument is automatically converted into a
+ Z3 integer.
+
+ >>> f = Function('f', IntSort(), RealSort(), BoolSort())
+ >>> x = Int('x')
+ >>> y = Real('y')
+ >>> f(x, y)
+ f(x, y)
+ >>> f(x, x)
+ f(x, ToReal(x))
+ """
+ args = _get_args(args)
+ num = len(args)
+ if __debug__:
+ _z3_assert(num == self.arity(), "Incorrect number of arguments to %s" % self)
+ _args = (Ast * num)()
+ saved = []
+ for i in range(num):
+ # self.domain(i).cast(args[i]) may create a new Z3 expression,
+ # then we must save in 'saved' to prevent it from being garbage collected.
+ tmp = self.domain(i).cast(args[i])
+ saved.append(tmp)
+ _args[i] = tmp.as_ast()
+ return _to_expr_ref(Z3_mk_app(self.ctx_ref(), self.ast, len(args), _args), self.ctx)
+
+def is_func_decl(a):
+ """Return `True` if `a` is a Z3 function declaration.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> is_func_decl(f)
+ True
+ >>> x = Real('x')
+ >>> is_func_decl(x)
+ False
+ """
+ return isinstance(a, FuncDeclRef)
+
+def Function(name, *sig):
+ """Create a new Z3 uninterpreted function with the given sorts.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> f(f(0))
+ f(f(0))
+ """
+ sig = _get_args(sig)
+ if __debug__:
+ _z3_assert(len(sig) > 0, "At least two arguments expected")
+ arity = len(sig) - 1
+ rng = sig[arity]
+ if __debug__:
+ _z3_assert(is_sort(rng), "Z3 sort expected")
+ dom = (Sort * arity)()
+ for i in range(arity):
+ if __debug__:
+ _z3_assert(is_sort(sig[i]), "Z3 sort expected")
+ dom[i] = sig[i].ast
+ ctx = rng.ctx
+ return FuncDeclRef(Z3_mk_func_decl(ctx.ref(), to_symbol(name, ctx), arity, dom, rng.ast), ctx)
+
+def _to_func_decl_ref(a, ctx):
+ return FuncDeclRef(a, ctx)
+
+#########################################
+#
+# Expressions
+#
+#########################################
+
+class ExprRef(AstRef):
+ """Constraints, formulas and terms are expressions in Z3.
+
+ Expressions are ASTs. Every expression has a sort.
+ There are three main kinds of expressions:
+ function applications, quantifiers and bounded variables.
+ A constant is a function application with 0 arguments.
+ For quantifier free problems, all expressions are
+ function applications.
+ """
+ def as_ast(self):
+ return self.ast
+
+ def get_id(self):
+ return Z3_get_ast_id(self.ctx_ref(), self.as_ast())
+
+ def sort(self):
+ """Return the sort of expression `self`.
+
+ >>> x = Int('x')
+ >>> (x + 1).sort()
+ Int
+ >>> y = Real('y')
+ >>> (x + y).sort()
+ Real
+ """
+ return _sort(self.ctx, self.as_ast())
+
+ def sort_kind(self):
+ """Shorthand for `self.sort().kind()`.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> a.sort_kind() == Z3_ARRAY_SORT
+ True
+ >>> a.sort_kind() == Z3_INT_SORT
+ False
+ """
+ return self.sort().kind()
+
+ def __eq__(self, other):
+ """Return a Z3 expression that represents the constraint `self == other`.
+
+ If `other` is `None`, then this method simply returns `False`.
+
+ >>> a = Int('a')
+ >>> b = Int('b')
+ >>> a == b
+ a == b
+ >>> a is None
+ False
+ """
+ if other is None:
+ return False
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_eq(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __hash__(self):
+ """ Hash code. """
+ return AstRef.__hash__(self)
+
+ def __ne__(self, other):
+ """Return a Z3 expression that represents the constraint `self != other`.
+
+ If `other` is `None`, then this method simply returns `True`.
+
+ >>> a = Int('a')
+ >>> b = Int('b')
+ >>> a != b
+ a != b
+ >>> a is not None
+ True
+ """
+ if other is None:
+ return True
+ a, b = _coerce_exprs(self, other)
+ _args, sz = _to_ast_array((a, b))
+ return BoolRef(Z3_mk_distinct(self.ctx_ref(), 2, _args), self.ctx)
+
+ def params(self):
+ return self.decl().params()
+
+ def decl(self):
+ """Return the Z3 function declaration associated with a Z3 application.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> a = Int('a')
+ >>> t = f(a)
+ >>> eq(t.decl(), f)
+ True
+ >>> (a + 1).decl()
+ +
+ """
+ if __debug__:
+ _z3_assert(is_app(self), "Z3 application expected")
+ return FuncDeclRef(Z3_get_app_decl(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def num_args(self):
+ """Return the number of arguments of a Z3 application.
+
+ >>> a = Int('a')
+ >>> b = Int('b')
+ >>> (a + b).num_args()
+ 2
+ >>> f = Function('f', IntSort(), IntSort(), IntSort(), IntSort())
+ >>> t = f(a, b, 0)
+ >>> t.num_args()
+ 3
+ """
+ if __debug__:
+ _z3_assert(is_app(self), "Z3 application expected")
+ return int(Z3_get_app_num_args(self.ctx_ref(), self.as_ast()))
+
+ def arg(self, idx):
+ """Return argument `idx` of the application `self`.
+
+ This method assumes that `self` is a function application with at least `idx+1` arguments.
+
+ >>> a = Int('a')
+ >>> b = Int('b')
+ >>> f = Function('f', IntSort(), IntSort(), IntSort(), IntSort())
+ >>> t = f(a, b, 0)
+ >>> t.arg(0)
+ a
+ >>> t.arg(1)
+ b
+ >>> t.arg(2)
+ 0
+ """
+ if __debug__:
+ _z3_assert(is_app(self), "Z3 application expected")
+ _z3_assert(idx < self.num_args(), "Invalid argument index")
+ return _to_expr_ref(Z3_get_app_arg(self.ctx_ref(), self.as_ast(), idx), self.ctx)
+
+ def children(self):
+ """Return a list containing the children of the given expression
+
+ >>> a = Int('a')
+ >>> b = Int('b')
+ >>> f = Function('f', IntSort(), IntSort(), IntSort(), IntSort())
+ >>> t = f(a, b, 0)
+ >>> t.children()
+ [a, b, 0]
+ """
+ if is_app(self):
+ return [self.arg(i) for i in range(self.num_args())]
+ else:
+ return []
+
+def _to_expr_ref(a, ctx):
+ if isinstance(a, Pattern):
+ return PatternRef(a, ctx)
+ ctx_ref = ctx.ref()
+ k = Z3_get_ast_kind(ctx_ref, a)
+ if k == Z3_QUANTIFIER_AST:
+ return QuantifierRef(a, ctx)
+ sk = Z3_get_sort_kind(ctx_ref, Z3_get_sort(ctx_ref, a))
+ if sk == Z3_BOOL_SORT:
+ return BoolRef(a, ctx)
+ if sk == Z3_INT_SORT:
+ if k == Z3_NUMERAL_AST:
+ return IntNumRef(a, ctx)
+ return ArithRef(a, ctx)
+ if sk == Z3_REAL_SORT:
+ if k == Z3_NUMERAL_AST:
+ return RatNumRef(a, ctx)
+ if _is_algebraic(ctx, a):
+ return AlgebraicNumRef(a, ctx)
+ return ArithRef(a, ctx)
+ if sk == Z3_BV_SORT:
+ if k == Z3_NUMERAL_AST:
+ return BitVecNumRef(a, ctx)
+ else:
+ return BitVecRef(a, ctx)
+ if sk == Z3_ARRAY_SORT:
+ return ArrayRef(a, ctx)
+ if sk == Z3_DATATYPE_SORT:
+ return DatatypeRef(a, ctx)
+ if sk == Z3_FLOATING_POINT_SORT:
+ if k == Z3_APP_AST and _is_numeral(ctx, a):
+ return FPNumRef(a, ctx)
+ else:
+ return FPRef(a, ctx)
+ if sk == Z3_FINITE_DOMAIN_SORT:
+ if k == Z3_NUMERAL_AST:
+ return FiniteDomainNumRef(a, ctx)
+ else:
+ return FiniteDomainRef(a, ctx)
+ if sk == Z3_ROUNDING_MODE_SORT:
+ return FPRMRef(a, ctx)
+ if sk == Z3_SEQ_SORT:
+ return SeqRef(a, ctx)
+ if sk == Z3_RE_SORT:
+ return ReRef(a, ctx)
+ return ExprRef(a, ctx)
+
+def _coerce_expr_merge(s, a):
+ if is_expr(a):
+ s1 = a.sort()
+ if s is None:
+ return s1
+ if s1.eq(s):
+ return s
+ elif s.subsort(s1):
+ return s1
+ elif s1.subsort(s):
+ return s
+ else:
+ if __debug__:
+ _z3_assert(s1.ctx == s.ctx, "context mismatch")
+ _z3_assert(False, "sort mismatch")
+ else:
+ return s
+
+def _coerce_exprs(a, b, ctx=None):
+ if not is_expr(a) and not is_expr(b):
+ a = _py2expr(a, ctx)
+ b = _py2expr(b, ctx)
+ s = None
+ s = _coerce_expr_merge(s, a)
+ s = _coerce_expr_merge(s, b)
+ a = s.cast(a)
+ b = s.cast(b)
+ return (a, b)
+
+
+def _reduce(f, l, a):
+ r = a
+ for e in l:
+ r = f(r, e)
+ return r
+
+def _coerce_expr_list(alist, ctx=None):
+ has_expr = False
+ for a in alist:
+ if is_expr(a):
+ has_expr = True
+ break
+ if not has_expr:
+ alist = [ _py2expr(a, ctx) for a in alist ]
+ s = _reduce(_coerce_expr_merge, alist, None)
+ return [ s.cast(a) for a in alist ]
+
+def is_expr(a):
+ """Return `True` if `a` is a Z3 expression.
+
+ >>> a = Int('a')
+ >>> is_expr(a)
+ True
+ >>> is_expr(a + 1)
+ True
+ >>> is_expr(IntSort())
+ False
+ >>> is_expr(1)
+ False
+ >>> is_expr(IntVal(1))
+ True
+ >>> x = Int('x')
+ >>> is_expr(ForAll(x, x >= 0))
+ True
+ >>> is_expr(FPVal(1.0))
+ True
+ """
+ return isinstance(a, ExprRef)
+
+def is_app(a):
+ """Return `True` if `a` is a Z3 function application.
+
+ Note that, constants are function applications with 0 arguments.
+
+ >>> a = Int('a')
+ >>> is_app(a)
+ True
+ >>> is_app(a + 1)
+ True
+ >>> is_app(IntSort())
+ False
+ >>> is_app(1)
+ False
+ >>> is_app(IntVal(1))
+ True
+ >>> x = Int('x')
+ >>> is_app(ForAll(x, x >= 0))
+ False
+ """
+ if not isinstance(a, ExprRef):
+ return False
+ k = _ast_kind(a.ctx, a)
+ return k == Z3_NUMERAL_AST or k == Z3_APP_AST
+
+def is_const(a):
+ """Return `True` if `a` is Z3 constant/variable expression.
+
+ >>> a = Int('a')
+ >>> is_const(a)
+ True
+ >>> is_const(a + 1)
+ False
+ >>> is_const(1)
+ False
+ >>> is_const(IntVal(1))
+ True
+ >>> x = Int('x')
+ >>> is_const(ForAll(x, x >= 0))
+ False
+ """
+ return is_app(a) and a.num_args() == 0
+
+def is_var(a):
+ """Return `True` if `a` is variable.
+
+ Z3 uses de-Bruijn indices for representing bound variables in
+ quantifiers.
+
+ >>> x = Int('x')
+ >>> is_var(x)
+ False
+ >>> is_const(x)
+ True
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> # Z3 replaces x with bound variables when ForAll is executed.
+ >>> q = ForAll(x, f(x) == x)
+ >>> b = q.body()
+ >>> b
+ f(Var(0)) == Var(0)
+ >>> b.arg(1)
+ Var(0)
+ >>> is_var(b.arg(1))
+ True
+ """
+ return is_expr(a) and _ast_kind(a.ctx, a) == Z3_VAR_AST
+
+def get_var_index(a):
+ """Return the de-Bruijn index of the Z3 bounded variable `a`.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> is_var(x)
+ False
+ >>> is_const(x)
+ True
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> # Z3 replaces x and y with bound variables when ForAll is executed.
+ >>> q = ForAll([x, y], f(x, y) == x + y)
+ >>> q.body()
+ f(Var(1), Var(0)) == Var(1) + Var(0)
+ >>> b = q.body()
+ >>> b.arg(0)
+ f(Var(1), Var(0))
+ >>> v1 = b.arg(0).arg(0)
+ >>> v2 = b.arg(0).arg(1)
+ >>> v1
+ Var(1)
+ >>> v2
+ Var(0)
+ >>> get_var_index(v1)
+ 1
+ >>> get_var_index(v2)
+ 0
+ """
+ if __debug__:
+ _z3_assert(is_var(a), "Z3 bound variable expected")
+ return int(Z3_get_index_value(a.ctx.ref(), a.as_ast()))
+
+def is_app_of(a, k):
+ """Return `True` if `a` is an application of the given kind `k`.
+
+ >>> x = Int('x')
+ >>> n = x + 1
+ >>> is_app_of(n, Z3_OP_ADD)
+ True
+ >>> is_app_of(n, Z3_OP_MUL)
+ False
+ """
+ return is_app(a) and a.decl().kind() == k
+
+def If(a, b, c, ctx=None):
+ """Create a Z3 if-then-else expression.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> max = If(x > y, x, y)
+ >>> max
+ If(x > y, x, y)
+ >>> simplify(max)
+ If(x <= y, y, x)
+ """
+ if isinstance(a, Probe) or isinstance(b, Tactic) or isinstance(c, Tactic):
+ return Cond(a, b, c, ctx)
+ else:
+ ctx = _get_ctx(_ctx_from_ast_arg_list([a, b, c], ctx))
+ s = BoolSort(ctx)
+ a = s.cast(a)
+ b, c = _coerce_exprs(b, c, ctx)
+ if __debug__:
+ _z3_assert(a.ctx == b.ctx, "Context mismatch")
+ return _to_expr_ref(Z3_mk_ite(ctx.ref(), a.as_ast(), b.as_ast(), c.as_ast()), ctx)
+
+def Distinct(*args):
+ """Create a Z3 distinct expression.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> Distinct(x, y)
+ x != y
+ >>> z = Int('z')
+ >>> Distinct(x, y, z)
+ Distinct(x, y, z)
+ >>> simplify(Distinct(x, y, z))
+ Distinct(x, y, z)
+ >>> simplify(Distinct(x, y, z), blast_distinct=True)
+ And(Not(x == y), Not(x == z), Not(y == z))
+ """
+ args = _get_args(args)
+ ctx = _ctx_from_ast_arg_list(args)
+ if __debug__:
+ _z3_assert(ctx is not None, "At least one of the arguments must be a Z3 expression")
+ args = _coerce_expr_list(args, ctx)
+ _args, sz = _to_ast_array(args)
+ return BoolRef(Z3_mk_distinct(ctx.ref(), sz, _args), ctx)
+
+def _mk_bin(f, a, b):
+ args = (Ast * 2)()
+ if __debug__:
+ _z3_assert(a.ctx == b.ctx, "Context mismatch")
+ args[0] = a.as_ast()
+ args[1] = b.as_ast()
+ return f(a.ctx.ref(), 2, args)
+
+def Const(name, sort):
+ """Create a constant of the given sort.
+
+ >>> Const('x', IntSort())
+ x
+ """
+ if __debug__:
+ _z3_assert(isinstance(sort, SortRef), "Z3 sort expected")
+ ctx = sort.ctx
+ return _to_expr_ref(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), sort.ast), ctx)
+
+def Consts(names, sort):
+ """Create a several constants of the given sort.
+
+ `names` is a string containing the names of all constants to be created.
+ Blank spaces separate the names of different constants.
+
+ >>> x, y, z = Consts('x y z', IntSort())
+ >>> x + y + z
+ x + y + z
+ """
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [Const(name, sort) for name in names]
+
+def Var(idx, s):
+ """Create a Z3 free variable. Free variables are used to create quantified formulas.
+
+ >>> Var(0, IntSort())
+ Var(0)
+ >>> eq(Var(0, IntSort()), Var(0, BoolSort()))
+ False
+ """
+ if __debug__:
+ _z3_assert(is_sort(s), "Z3 sort expected")
+ return _to_expr_ref(Z3_mk_bound(s.ctx_ref(), idx, s.ast), s.ctx)
+
+def RealVar(idx, ctx=None):
+ """
+ Create a real free variable. Free variables are used to create quantified formulas.
+ They are also used to create polynomials.
+
+ >>> RealVar(0)
+ Var(0)
+ """
+ return Var(idx, RealSort(ctx))
+
+def RealVarVector(n, ctx=None):
+ """
+ Create a list of Real free variables.
+ The variables have ids: 0, 1, ..., n-1
+
+ >>> x0, x1, x2, x3 = RealVarVector(4)
+ >>> x2
+ Var(2)
+ """
+ return [ RealVar(i, ctx) for i in range(n) ]
+
+#########################################
+#
+# Booleans
+#
+#########################################
+
+class BoolSortRef(SortRef):
+ """Boolean sort."""
+ def cast(self, val):
+ """Try to cast `val` as a Boolean.
+
+ >>> x = BoolSort().cast(True)
+ >>> x
+ True
+ >>> is_expr(x)
+ True
+ >>> is_expr(True)
+ False
+ >>> x.sort()
+ Bool
+ """
+ if isinstance(val, bool):
+ return BoolVal(val, self.ctx)
+ if __debug__:
+ if not is_expr(val):
+ _z3_assert(is_expr(val), "True, False or Z3 Boolean expression expected. Received %s" % val)
+ if not self.eq(val.sort()):
+ _z3_assert(self.eq(val.sort()), "Value cannot be converted into a Z3 Boolean value")
+ return val
+
+ def subsort(self, other):
+ return isinstance(other, ArithSortRef)
+
+ def is_int(self):
+ return True
+
+ def is_bool(self):
+ return True
+
+
+class BoolRef(ExprRef):
+ """All Boolean expressions are instances of this class."""
+ def sort(self):
+ return BoolSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def __rmul__(self, other):
+ return self * other
+
+ def __mul__(self, other):
+ """Create the Z3 expression `self * other`.
+ """
+ if other == 1:
+ return self
+ if other == 0:
+ return 0
+ return If(self, other, 0)
+
+
+def is_bool(a):
+ """Return `True` if `a` is a Z3 Boolean expression.
+
+ >>> p = Bool('p')
+ >>> is_bool(p)
+ True
+ >>> q = Bool('q')
+ >>> is_bool(And(p, q))
+ True
+ >>> x = Real('x')
+ >>> is_bool(x)
+ False
+ >>> is_bool(x == 0)
+ True
+ """
+ return isinstance(a, BoolRef)
+
+def is_true(a):
+ """Return `True` if `a` is the Z3 true expression.
+
+ >>> p = Bool('p')
+ >>> is_true(p)
+ False
+ >>> is_true(simplify(p == p))
+ True
+ >>> x = Real('x')
+ >>> is_true(x == 0)
+ False
+ >>> # True is a Python Boolean expression
+ >>> is_true(True)
+ False
+ """
+ return is_app_of(a, Z3_OP_TRUE)
+
+def is_false(a):
+ """Return `True` if `a` is the Z3 false expression.
+
+ >>> p = Bool('p')
+ >>> is_false(p)
+ False
+ >>> is_false(False)
+ False
+ >>> is_false(BoolVal(False))
+ True
+ """
+ return is_app_of(a, Z3_OP_FALSE)
+
+def is_and(a):
+ """Return `True` if `a` is a Z3 and expression.
+
+ >>> p, q = Bools('p q')
+ >>> is_and(And(p, q))
+ True
+ >>> is_and(Or(p, q))
+ False
+ """
+ return is_app_of(a, Z3_OP_AND)
+
+def is_or(a):
+ """Return `True` if `a` is a Z3 or expression.
+
+ >>> p, q = Bools('p q')
+ >>> is_or(Or(p, q))
+ True
+ >>> is_or(And(p, q))
+ False
+ """
+ return is_app_of(a, Z3_OP_OR)
+
+def is_not(a):
+ """Return `True` if `a` is a Z3 not expression.
+
+ >>> p = Bool('p')
+ >>> is_not(p)
+ False
+ >>> is_not(Not(p))
+ True
+ """
+ return is_app_of(a, Z3_OP_NOT)
+
+def is_eq(a):
+ """Return `True` if `a` is a Z3 equality expression.
+
+ >>> x, y = Ints('x y')
+ >>> is_eq(x == y)
+ True
+ """
+ return is_app_of(a, Z3_OP_EQ)
+
+def is_distinct(a):
+ """Return `True` if `a` is a Z3 distinct expression.
+
+ >>> x, y, z = Ints('x y z')
+ >>> is_distinct(x == y)
+ False
+ >>> is_distinct(Distinct(x, y, z))
+ True
+ """
+ return is_app_of(a, Z3_OP_DISTINCT)
+
+def BoolSort(ctx=None):
+ """Return the Boolean Z3 sort. If `ctx=None`, then the global context is used.
+
+ >>> BoolSort()
+ Bool
+ >>> p = Const('p', BoolSort())
+ >>> is_bool(p)
+ True
+ >>> r = Function('r', IntSort(), IntSort(), BoolSort())
+ >>> r(0, 1)
+ r(0, 1)
+ >>> is_bool(r(0, 1))
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return BoolSortRef(Z3_mk_bool_sort(ctx.ref()), ctx)
+
+def BoolVal(val, ctx=None):
+ """Return the Boolean value `True` or `False`. If `ctx=None`, then the global context is used.
+
+ >>> BoolVal(True)
+ True
+ >>> is_true(BoolVal(True))
+ True
+ >>> is_true(True)
+ False
+ >>> is_false(BoolVal(False))
+ True
+ """
+ ctx = _get_ctx(ctx)
+ if val == False:
+ return BoolRef(Z3_mk_false(ctx.ref()), ctx)
+ else:
+ return BoolRef(Z3_mk_true(ctx.ref()), ctx)
+
+def Bool(name, ctx=None):
+ """Return a Boolean constant named `name`. If `ctx=None`, then the global context is used.
+
+ >>> p = Bool('p')
+ >>> q = Bool('q')
+ >>> And(p, q)
+ And(p, q)
+ """
+ ctx = _get_ctx(ctx)
+ return BoolRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), BoolSort(ctx).ast), ctx)
+
+def Bools(names, ctx=None):
+ """Return a tuple of Boolean constants.
+
+ `names` is a single string containing all names separated by blank spaces.
+ If `ctx=None`, then the global context is used.
+
+ >>> p, q, r = Bools('p q r')
+ >>> And(p, Or(q, r))
+ And(p, Or(q, r))
+ """
+ ctx = _get_ctx(ctx)
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [Bool(name, ctx) for name in names]
+
+def BoolVector(prefix, sz, ctx=None):
+ """Return a list of Boolean constants of size `sz`.
+
+ The constants are named using the given prefix.
+ If `ctx=None`, then the global context is used.
+
+ >>> P = BoolVector('p', 3)
+ >>> P
+ [p__0, p__1, p__2]
+ >>> And(P)
+ And(p__0, p__1, p__2)
+ """
+ return [ Bool('%s__%s' % (prefix, i)) for i in range(sz) ]
+
+def FreshBool(prefix='b', ctx=None):
+ """Return a fresh Boolean constant in the given context using the given prefix.
+
+ If `ctx=None`, then the global context is used.
+
+ >>> b1 = FreshBool()
+ >>> b2 = FreshBool()
+ >>> eq(b1, b2)
+ False
+ """
+ ctx = _get_ctx(ctx)
+ return BoolRef(Z3_mk_fresh_const(ctx.ref(), prefix, BoolSort(ctx).ast), ctx)
+
+def Implies(a, b, ctx=None):
+ """Create a Z3 implies expression.
+
+ >>> p, q = Bools('p q')
+ >>> Implies(p, q)
+ Implies(p, q)
+ >>> simplify(Implies(p, q))
+ Or(Not(p), q)
+ """
+ ctx = _get_ctx(_ctx_from_ast_arg_list([a, b], ctx))
+ s = BoolSort(ctx)
+ a = s.cast(a)
+ b = s.cast(b)
+ return BoolRef(Z3_mk_implies(ctx.ref(), a.as_ast(), b.as_ast()), ctx)
+
+def Xor(a, b, ctx=None):
+ """Create a Z3 Xor expression.
+
+ >>> p, q = Bools('p q')
+ >>> Xor(p, q)
+ Xor(p, q)
+ >>> simplify(Xor(p, q))
+ Not(p) == q
+ """
+ ctx = _get_ctx(_ctx_from_ast_arg_list([a, b], ctx))
+ s = BoolSort(ctx)
+ a = s.cast(a)
+ b = s.cast(b)
+ return BoolRef(Z3_mk_xor(ctx.ref(), a.as_ast(), b.as_ast()), ctx)
+
+def Not(a, ctx=None):
+ """Create a Z3 not expression or probe.
+
+ >>> p = Bool('p')
+ >>> Not(Not(p))
+ Not(Not(p))
+ >>> simplify(Not(Not(p)))
+ p
+ """
+ ctx = _get_ctx(_ctx_from_ast_arg_list([a], ctx))
+ if is_probe(a):
+ # Not is also used to build probes
+ return Probe(Z3_probe_not(ctx.ref(), a.probe), ctx)
+ else:
+ s = BoolSort(ctx)
+ a = s.cast(a)
+ return BoolRef(Z3_mk_not(ctx.ref(), a.as_ast()), ctx)
+
+def _has_probe(args):
+ """Return `True` if one of the elements of the given collection is a Z3 probe."""
+ for arg in args:
+ if is_probe(arg):
+ return True
+ return False
+
+def And(*args):
+ """Create a Z3 and-expression or and-probe.
+
+ >>> p, q, r = Bools('p q r')
+ >>> And(p, q, r)
+ And(p, q, r)
+ >>> P = BoolVector('p', 5)
+ >>> And(P)
+ And(p__0, p__1, p__2, p__3, p__4)
+ """
+ last_arg = None
+ if len(args) > 0:
+ last_arg = args[len(args)-1]
+ if isinstance(last_arg, Context):
+ ctx = args[len(args)-1]
+ args = args[:len(args)-1]
+ elif len(args) == 1 and isinstance(args[0], AstVector):
+ ctx = args[0].ctx
+ args = [a for a in args[0]]
+ else:
+ ctx = main_ctx()
+ args = _get_args(args)
+ ctx_args = _ctx_from_ast_arg_list(args, ctx)
+ if __debug__:
+ _z3_assert(ctx_args is None or ctx_args == ctx, "context mismatch")
+ _z3_assert(ctx is not None, "At least one of the arguments must be a Z3 expression or probe")
+ if _has_probe(args):
+ return _probe_and(args, ctx)
+ else:
+ args = _coerce_expr_list(args, ctx)
+ _args, sz = _to_ast_array(args)
+ return BoolRef(Z3_mk_and(ctx.ref(), sz, _args), ctx)
+
+def Or(*args):
+ """Create a Z3 or-expression or or-probe.
+
+ >>> p, q, r = Bools('p q r')
+ >>> Or(p, q, r)
+ Or(p, q, r)
+ >>> P = BoolVector('p', 5)
+ >>> Or(P)
+ Or(p__0, p__1, p__2, p__3, p__4)
+ """
+ last_arg = None
+ if len(args) > 0:
+ last_arg = args[len(args)-1]
+ if isinstance(last_arg, Context):
+ ctx = args[len(args)-1]
+ args = args[:len(args)-1]
+ else:
+ ctx = main_ctx()
+ args = _get_args(args)
+ ctx_args = _ctx_from_ast_arg_list(args, ctx)
+ if __debug__:
+ _z3_assert(ctx_args is None or ctx_args == ctx, "context mismatch")
+ _z3_assert(ctx is not None, "At least one of the arguments must be a Z3 expression or probe")
+ if _has_probe(args):
+ return _probe_or(args, ctx)
+ else:
+ args = _coerce_expr_list(args, ctx)
+ _args, sz = _to_ast_array(args)
+ return BoolRef(Z3_mk_or(ctx.ref(), sz, _args), ctx)
+
+#########################################
+#
+# Patterns
+#
+#########################################
+
+class PatternRef(ExprRef):
+ """Patterns are hints for quantifier instantiation.
+
+ See http://rise4fun.com/Z3Py/tutorial/advanced for more details.
+ """
+ def as_ast(self):
+ return Z3_pattern_to_ast(self.ctx_ref(), self.ast)
+
+ def get_id(self):
+ return Z3_get_ast_id(self.ctx_ref(), self.as_ast())
+
+def is_pattern(a):
+ """Return `True` if `a` is a Z3 pattern (hint for quantifier instantiation.
+
+ See http://rise4fun.com/Z3Py/tutorial/advanced for more details.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) == 0, patterns = [ f(x) ])
+ >>> q
+ ForAll(x, f(x) == 0)
+ >>> q.num_patterns()
+ 1
+ >>> is_pattern(q.pattern(0))
+ True
+ >>> q.pattern(0)
+ f(Var(0))
+ """
+ return isinstance(a, PatternRef)
+
+def MultiPattern(*args):
+ """Create a Z3 multi-pattern using the given expressions `*args`
+
+ See http://rise4fun.com/Z3Py/tutorial/advanced for more details.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> g = Function('g', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) != g(x), patterns = [ MultiPattern(f(x), g(x)) ])
+ >>> q
+ ForAll(x, f(x) != g(x))
+ >>> q.num_patterns()
+ 1
+ >>> is_pattern(q.pattern(0))
+ True
+ >>> q.pattern(0)
+ MultiPattern(f(Var(0)), g(Var(0)))
+ """
+ if __debug__:
+ _z3_assert(len(args) > 0, "At least one argument expected")
+ _z3_assert(all([ is_expr(a) for a in args ]), "Z3 expressions expected")
+ ctx = args[0].ctx
+ args, sz = _to_ast_array(args)
+ return PatternRef(Z3_mk_pattern(ctx.ref(), sz, args), ctx)
+
+def _to_pattern(arg):
+ if is_pattern(arg):
+ return arg
+ else:
+ return MultiPattern(arg)
+
+#########################################
+#
+# Quantifiers
+#
+#########################################
+
+class QuantifierRef(BoolRef):
+ """Universally and Existentially quantified formulas."""
+
+ def as_ast(self):
+ return self.ast
+
+ def get_id(self):
+ return Z3_get_ast_id(self.ctx_ref(), self.as_ast())
+
+ def sort(self):
+ """Return the Boolean sort."""
+ return BoolSort(self.ctx)
+
+ def is_forall(self):
+ """Return `True` if `self` is a universal quantifier.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) == 0)
+ >>> q.is_forall()
+ True
+ >>> q = Exists(x, f(x) != 0)
+ >>> q.is_forall()
+ False
+ """
+ return Z3_is_quantifier_forall(self.ctx_ref(), self.ast)
+
+ def weight(self):
+ """Return the weight annotation of `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) == 0)
+ >>> q.weight()
+ 1
+ >>> q = ForAll(x, f(x) == 0, weight=10)
+ >>> q.weight()
+ 10
+ """
+ return int(Z3_get_quantifier_weight(self.ctx_ref(), self.ast))
+
+ def num_patterns(self):
+ """Return the number of patterns (i.e., quantifier instantiation hints) in `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> g = Function('g', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) != g(x), patterns = [ f(x), g(x) ])
+ >>> q.num_patterns()
+ 2
+ """
+ return int(Z3_get_quantifier_num_patterns(self.ctx_ref(), self.ast))
+
+ def pattern(self, idx):
+ """Return a pattern (i.e., quantifier instantiation hints) in `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> g = Function('g', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) != g(x), patterns = [ f(x), g(x) ])
+ >>> q.num_patterns()
+ 2
+ >>> q.pattern(0)
+ f(Var(0))
+ >>> q.pattern(1)
+ g(Var(0))
+ """
+ if __debug__:
+ _z3_assert(idx < self.num_patterns(), "Invalid pattern idx")
+ return PatternRef(Z3_get_quantifier_pattern_ast(self.ctx_ref(), self.ast, idx), self.ctx)
+
+ def num_no_patterns(self):
+ """Return the number of no-patterns."""
+ return Z3_get_quantifier_num_no_patterns(self.ctx_ref(), self.ast)
+
+ def no_pattern(self, idx):
+ """Return a no-pattern."""
+ if __debug__:
+ _z3_assert(idx < self.num_no_patterns(), "Invalid no-pattern idx")
+ return _to_expr_ref(Z3_get_quantifier_no_pattern_ast(self.ctx_ref(), self.ast, idx), self.ctx)
+
+ def body(self):
+ """Return the expression being quantified.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) == 0)
+ >>> q.body()
+ f(Var(0)) == 0
+ """
+ return _to_expr_ref(Z3_get_quantifier_body(self.ctx_ref(), self.ast), self.ctx)
+
+ def num_vars(self):
+ """Return the number of variables bounded by this quantifier.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> q = ForAll([x, y], f(x, y) >= x)
+ >>> q.num_vars()
+ 2
+ """
+ return int(Z3_get_quantifier_num_bound(self.ctx_ref(), self.ast))
+
+ def var_name(self, idx):
+ """Return a string representing a name used when displaying the quantifier.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> q = ForAll([x, y], f(x, y) >= x)
+ >>> q.var_name(0)
+ 'x'
+ >>> q.var_name(1)
+ 'y'
+ """
+ if __debug__:
+ _z3_assert(idx < self.num_vars(), "Invalid variable idx")
+ return _symbol2py(self.ctx, Z3_get_quantifier_bound_name(self.ctx_ref(), self.ast, idx))
+
+ def var_sort(self, idx):
+ """Return the sort of a bound variable.
+
+ >>> f = Function('f', IntSort(), RealSort(), IntSort())
+ >>> x = Int('x')
+ >>> y = Real('y')
+ >>> q = ForAll([x, y], f(x, y) >= x)
+ >>> q.var_sort(0)
+ Int
+ >>> q.var_sort(1)
+ Real
+ """
+ if __debug__:
+ _z3_assert(idx < self.num_vars(), "Invalid variable idx")
+ return _to_sort_ref(Z3_get_quantifier_bound_sort(self.ctx_ref(), self.ast, idx), self.ctx)
+
+ def children(self):
+ """Return a list containing a single element self.body()
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) == 0)
+ >>> q.children()
+ [f(Var(0)) == 0]
+ """
+ return [ self.body() ]
+
+def is_quantifier(a):
+ """Return `True` if `a` is a Z3 quantifier.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> q = ForAll(x, f(x) == 0)
+ >>> is_quantifier(q)
+ True
+ >>> is_quantifier(f(x))
+ False
+ """
+ return isinstance(a, QuantifierRef)
+
+def _mk_quantifier(is_forall, vs, body, weight=1, qid="", skid="", patterns=[], no_patterns=[]):
+ if __debug__:
+ _z3_assert(is_bool(body), "Z3 expression expected")
+ _z3_assert(is_const(vs) or (len(vs) > 0 and all([ is_const(v) for v in vs])), "Invalid bounded variable(s)")
+ _z3_assert(all([is_pattern(a) or is_expr(a) for a in patterns]), "Z3 patterns expected")
+ _z3_assert(all([is_expr(p) for p in no_patterns]), "no patterns are Z3 expressions")
+ ctx = body.ctx
+ if is_app(vs):
+ vs = [vs]
+ num_vars = len(vs)
+ if num_vars == 0:
+ return body
+ _vs = (Ast * num_vars)()
+ for i in range(num_vars):
+ ## TODO: Check if is constant
+ _vs[i] = vs[i].as_ast()
+ patterns = [ _to_pattern(p) for p in patterns ]
+ num_pats = len(patterns)
+ _pats = (Pattern * num_pats)()
+ for i in range(num_pats):
+ _pats[i] = patterns[i].ast
+ _no_pats, num_no_pats = _to_ast_array(no_patterns)
+ qid = to_symbol(qid, ctx)
+ skid = to_symbol(skid, ctx)
+ return QuantifierRef(Z3_mk_quantifier_const_ex(ctx.ref(), is_forall, weight, qid, skid,
+ num_vars, _vs,
+ num_pats, _pats,
+ num_no_pats, _no_pats,
+ body.as_ast()), ctx)
+
+def ForAll(vs, body, weight=1, qid="", skid="", patterns=[], no_patterns=[]):
+ """Create a Z3 forall formula.
+
+ The parameters `weight`, `qif`, `skid`, `patterns` and `no_patterns` are optional annotations.
+
+ See http://rise4fun.com/Z3Py/tutorial/advanced for more details.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> ForAll([x, y], f(x, y) >= x)
+ ForAll([x, y], f(x, y) >= x)
+ >>> ForAll([x, y], f(x, y) >= x, patterns=[ f(x, y) ])
+ ForAll([x, y], f(x, y) >= x)
+ >>> ForAll([x, y], f(x, y) >= x, weight=10)
+ ForAll([x, y], f(x, y) >= x)
+ """
+ return _mk_quantifier(True, vs, body, weight, qid, skid, patterns, no_patterns)
+
+def Exists(vs, body, weight=1, qid="", skid="", patterns=[], no_patterns=[]):
+ """Create a Z3 exists formula.
+
+ The parameters `weight`, `qif`, `skid`, `patterns` and `no_patterns` are optional annotations.
+
+ See http://rise4fun.com/Z3Py/tutorial/advanced for more details.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> q = Exists([x, y], f(x, y) >= x, skid="foo")
+ >>> q
+ Exists([x, y], f(x, y) >= x)
+ >>> is_quantifier(q)
+ True
+ >>> r = Tactic('nnf')(q).as_expr()
+ >>> is_quantifier(r)
+ False
+ """
+ return _mk_quantifier(False, vs, body, weight, qid, skid, patterns, no_patterns)
+
+#########################################
+#
+# Arithmetic
+#
+#########################################
+
+class ArithSortRef(SortRef):
+ """Real and Integer sorts."""
+
+ def is_real(self):
+ """Return `True` if `self` is of the sort Real.
+
+ >>> x = Real('x')
+ >>> x.is_real()
+ True
+ >>> (x + 1).is_real()
+ True
+ >>> x = Int('x')
+ >>> x.is_real()
+ False
+ """
+ return self.kind() == Z3_REAL_SORT
+
+ def is_int(self):
+ """Return `True` if `self` is of the sort Integer.
+
+ >>> x = Int('x')
+ >>> x.is_int()
+ True
+ >>> (x + 1).is_int()
+ True
+ >>> x = Real('x')
+ >>> x.is_int()
+ False
+ """
+ return self.kind() == Z3_INT_SORT
+
+ def subsort(self, other):
+ """Return `True` if `self` is a subsort of `other`."""
+ return self.is_int() and is_arith_sort(other) and other.is_real()
+
+ def cast(self, val):
+ """Try to cast `val` as an Integer or Real.
+
+ >>> IntSort().cast(10)
+ 10
+ >>> is_int(IntSort().cast(10))
+ True
+ >>> is_int(10)
+ False
+ >>> RealSort().cast(10)
+ 10
+ >>> is_real(RealSort().cast(10))
+ True
+ """
+ if is_expr(val):
+ if __debug__:
+ _z3_assert(self.ctx == val.ctx, "Context mismatch")
+ val_s = val.sort()
+ if self.eq(val_s):
+ return val
+ if val_s.is_int() and self.is_real():
+ return ToReal(val)
+ if val_s.is_bool() and self.is_int():
+ return If(val, 1, 0)
+ if val_s.is_bool() and self.is_real():
+ return ToReal(If(val, 1, 0))
+ if __debug__:
+ _z3_assert(False, "Z3 Integer/Real expression expected" )
+ else:
+ if self.is_int():
+ return IntVal(val, self.ctx)
+ if self.is_real():
+ return RealVal(val, self.ctx)
+ if __debug__:
+ _z3_assert(False, "int, long, float, string (numeral), or Z3 Integer/Real expression expected. Got %s" % self)
+
+def is_arith_sort(s):
+ """Return `True` if s is an arithmetical sort (type).
+
+ >>> is_arith_sort(IntSort())
+ True
+ >>> is_arith_sort(RealSort())
+ True
+ >>> is_arith_sort(BoolSort())
+ False
+ >>> n = Int('x') + 1
+ >>> is_arith_sort(n.sort())
+ True
+ """
+ return isinstance(s, ArithSortRef)
+
+class ArithRef(ExprRef):
+ """Integer and Real expressions."""
+
+ def sort(self):
+ """Return the sort (type) of the arithmetical expression `self`.
+
+ >>> Int('x').sort()
+ Int
+ >>> (Real('x') + 1).sort()
+ Real
+ """
+ return ArithSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def is_int(self):
+ """Return `True` if `self` is an integer expression.
+
+ >>> x = Int('x')
+ >>> x.is_int()
+ True
+ >>> (x + 1).is_int()
+ True
+ >>> y = Real('y')
+ >>> (x + y).is_int()
+ False
+ """
+ return self.sort().is_int()
+
+ def is_real(self):
+ """Return `True` if `self` is an real expression.
+
+ >>> x = Real('x')
+ >>> x.is_real()
+ True
+ >>> (x + 1).is_real()
+ True
+ """
+ return self.sort().is_real()
+
+ def __add__(self, other):
+ """Create the Z3 expression `self + other`.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> x + y
+ x + y
+ >>> (x + y).sort()
+ Int
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(_mk_bin(Z3_mk_add, a, b), self.ctx)
+
+ def __radd__(self, other):
+ """Create the Z3 expression `other + self`.
+
+ >>> x = Int('x')
+ >>> 10 + x
+ 10 + x
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(_mk_bin(Z3_mk_add, b, a), self.ctx)
+
+ def __mul__(self, other):
+ """Create the Z3 expression `self * other`.
+
+ >>> x = Real('x')
+ >>> y = Real('y')
+ >>> x * y
+ x*y
+ >>> (x * y).sort()
+ Real
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(_mk_bin(Z3_mk_mul, a, b), self.ctx)
+
+ def __rmul__(self, other):
+ """Create the Z3 expression `other * self`.
+
+ >>> x = Real('x')
+ >>> 10 * x
+ 10*x
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(_mk_bin(Z3_mk_mul, b, a), self.ctx)
+
+ def __sub__(self, other):
+ """Create the Z3 expression `self - other`.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> x - y
+ x - y
+ >>> (x - y).sort()
+ Int
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(_mk_bin(Z3_mk_sub, a, b), self.ctx)
+
+ def __rsub__(self, other):
+ """Create the Z3 expression `other - self`.
+
+ >>> x = Int('x')
+ >>> 10 - x
+ 10 - x
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(_mk_bin(Z3_mk_sub, b, a), self.ctx)
+
+ def __pow__(self, other):
+ """Create the Z3 expression `self**other` (** is the power operator).
+
+ >>> x = Real('x')
+ >>> x**3
+ x**3
+ >>> (x**3).sort()
+ Real
+ >>> simplify(IntVal(2)**8)
+ 256
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(Z3_mk_power(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rpow__(self, other):
+ """Create the Z3 expression `other**self` (** is the power operator).
+
+ >>> x = Real('x')
+ >>> 2**x
+ 2**x
+ >>> (2**x).sort()
+ Real
+ >>> simplify(2**IntVal(8))
+ 256
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(Z3_mk_power(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __div__(self, other):
+ """Create the Z3 expression `other/self`.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> x/y
+ x/y
+ >>> (x/y).sort()
+ Int
+ >>> (x/y).sexpr()
+ '(div x y)'
+ >>> x = Real('x')
+ >>> y = Real('y')
+ >>> x/y
+ x/y
+ >>> (x/y).sort()
+ Real
+ >>> (x/y).sexpr()
+ '(/ x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(Z3_mk_div(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __truediv__(self, other):
+ """Create the Z3 expression `other/self`."""
+ return self.__div__(other)
+
+ def __rdiv__(self, other):
+ """Create the Z3 expression `other/self`.
+
+ >>> x = Int('x')
+ >>> 10/x
+ 10/x
+ >>> (10/x).sexpr()
+ '(div 10 x)'
+ >>> x = Real('x')
+ >>> 10/x
+ 10/x
+ >>> (10/x).sexpr()
+ '(/ 10.0 x)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return ArithRef(Z3_mk_div(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __rtruediv__(self, other):
+ """Create the Z3 expression `other/self`."""
+ return self.__rdiv__(other)
+
+ def __mod__(self, other):
+ """Create the Z3 expression `other%self`.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> x % y
+ x%y
+ >>> simplify(IntVal(10) % IntVal(3))
+ 1
+ """
+ a, b = _coerce_exprs(self, other)
+ if __debug__:
+ _z3_assert(a.is_int(), "Z3 integer expression expected")
+ return ArithRef(Z3_mk_mod(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rmod__(self, other):
+ """Create the Z3 expression `other%self`.
+
+ >>> x = Int('x')
+ >>> 10 % x
+ 10%x
+ """
+ a, b = _coerce_exprs(self, other)
+ if __debug__:
+ _z3_assert(a.is_int(), "Z3 integer expression expected")
+ return ArithRef(Z3_mk_mod(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __neg__(self):
+ """Return an expression representing `-self`.
+
+ >>> x = Int('x')
+ >>> -x
+ -x
+ >>> simplify(-(-x))
+ x
+ """
+ return ArithRef(Z3_mk_unary_minus(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def __pos__(self):
+ """Return `self`.
+
+ >>> x = Int('x')
+ >>> +x
+ x
+ """
+ return self
+
+ def __le__(self, other):
+ """Create the Z3 expression `other <= self`.
+
+ >>> x, y = Ints('x y')
+ >>> x <= y
+ x <= y
+ >>> y = Real('y')
+ >>> x <= y
+ ToReal(x) <= y
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_le(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __lt__(self, other):
+ """Create the Z3 expression `other < self`.
+
+ >>> x, y = Ints('x y')
+ >>> x < y
+ x < y
+ >>> y = Real('y')
+ >>> x < y
+ ToReal(x) < y
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_lt(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __gt__(self, other):
+ """Create the Z3 expression `other > self`.
+
+ >>> x, y = Ints('x y')
+ >>> x > y
+ x > y
+ >>> y = Real('y')
+ >>> x > y
+ ToReal(x) > y
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_gt(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __ge__(self, other):
+ """Create the Z3 expression `other >= self`.
+
+ >>> x, y = Ints('x y')
+ >>> x >= y
+ x >= y
+ >>> y = Real('y')
+ >>> x >= y
+ ToReal(x) >= y
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_ge(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+def is_arith(a):
+ """Return `True` if `a` is an arithmetical expression.
+
+ >>> x = Int('x')
+ >>> is_arith(x)
+ True
+ >>> is_arith(x + 1)
+ True
+ >>> is_arith(1)
+ False
+ >>> is_arith(IntVal(1))
+ True
+ >>> y = Real('y')
+ >>> is_arith(y)
+ True
+ >>> is_arith(y + 1)
+ True
+ """
+ return isinstance(a, ArithRef)
+
+def is_int(a):
+ """Return `True` if `a` is an integer expression.
+
+ >>> x = Int('x')
+ >>> is_int(x + 1)
+ True
+ >>> is_int(1)
+ False
+ >>> is_int(IntVal(1))
+ True
+ >>> y = Real('y')
+ >>> is_int(y)
+ False
+ >>> is_int(y + 1)
+ False
+ """
+ return is_arith(a) and a.is_int()
+
+def is_real(a):
+ """Return `True` if `a` is a real expression.
+
+ >>> x = Int('x')
+ >>> is_real(x + 1)
+ False
+ >>> y = Real('y')
+ >>> is_real(y)
+ True
+ >>> is_real(y + 1)
+ True
+ >>> is_real(1)
+ False
+ >>> is_real(RealVal(1))
+ True
+ """
+ return is_arith(a) and a.is_real()
+
+def _is_numeral(ctx, a):
+ return Z3_is_numeral_ast(ctx.ref(), a)
+
+def _is_algebraic(ctx, a):
+ return Z3_is_algebraic_number(ctx.ref(), a)
+
+def is_int_value(a):
+ """Return `True` if `a` is an integer value of sort Int.
+
+ >>> is_int_value(IntVal(1))
+ True
+ >>> is_int_value(1)
+ False
+ >>> is_int_value(Int('x'))
+ False
+ >>> n = Int('x') + 1
+ >>> n
+ x + 1
+ >>> n.arg(1)
+ 1
+ >>> is_int_value(n.arg(1))
+ True
+ >>> is_int_value(RealVal("1/3"))
+ False
+ >>> is_int_value(RealVal(1))
+ False
+ """
+ return is_arith(a) and a.is_int() and _is_numeral(a.ctx, a.as_ast())
+
+def is_rational_value(a):
+ """Return `True` if `a` is rational value of sort Real.
+
+ >>> is_rational_value(RealVal(1))
+ True
+ >>> is_rational_value(RealVal("3/5"))
+ True
+ >>> is_rational_value(IntVal(1))
+ False
+ >>> is_rational_value(1)
+ False
+ >>> n = Real('x') + 1
+ >>> n.arg(1)
+ 1
+ >>> is_rational_value(n.arg(1))
+ True
+ >>> is_rational_value(Real('x'))
+ False
+ """
+ return is_arith(a) and a.is_real() and _is_numeral(a.ctx, a.as_ast())
+
+def is_algebraic_value(a):
+ """Return `True` if `a` is an algerbraic value of sort Real.
+
+ >>> is_algebraic_value(RealVal("3/5"))
+ False
+ >>> n = simplify(Sqrt(2))
+ >>> n
+ 1.4142135623?
+ >>> is_algebraic_value(n)
+ True
+ """
+ return is_arith(a) and a.is_real() and _is_algebraic(a.ctx, a.as_ast())
+
+def is_add(a):
+ """Return `True` if `a` is an expression of the form b + c.
+
+ >>> x, y = Ints('x y')
+ >>> is_add(x + y)
+ True
+ >>> is_add(x - y)
+ False
+ """
+ return is_app_of(a, Z3_OP_ADD)
+
+def is_mul(a):
+ """Return `True` if `a` is an expression of the form b * c.
+
+ >>> x, y = Ints('x y')
+ >>> is_mul(x * y)
+ True
+ >>> is_mul(x - y)
+ False
+ """
+ return is_app_of(a, Z3_OP_MUL)
+
+def is_sub(a):
+ """Return `True` if `a` is an expression of the form b - c.
+
+ >>> x, y = Ints('x y')
+ >>> is_sub(x - y)
+ True
+ >>> is_sub(x + y)
+ False
+ """
+ return is_app_of(a, Z3_OP_SUB)
+
+def is_div(a):
+ """Return `True` if `a` is an expression of the form b / c.
+
+ >>> x, y = Reals('x y')
+ >>> is_div(x / y)
+ True
+ >>> is_div(x + y)
+ False
+ >>> x, y = Ints('x y')
+ >>> is_div(x / y)
+ False
+ >>> is_idiv(x / y)
+ True
+ """
+ return is_app_of(a, Z3_OP_DIV)
+
+def is_idiv(a):
+ """Return `True` if `a` is an expression of the form b div c.
+
+ >>> x, y = Ints('x y')
+ >>> is_idiv(x / y)
+ True
+ >>> is_idiv(x + y)
+ False
+ """
+ return is_app_of(a, Z3_OP_IDIV)
+
+def is_mod(a):
+ """Return `True` if `a` is an expression of the form b % c.
+
+ >>> x, y = Ints('x y')
+ >>> is_mod(x % y)
+ True
+ >>> is_mod(x + y)
+ False
+ """
+ return is_app_of(a, Z3_OP_MOD)
+
+def is_le(a):
+ """Return `True` if `a` is an expression of the form b <= c.
+
+ >>> x, y = Ints('x y')
+ >>> is_le(x <= y)
+ True
+ >>> is_le(x < y)
+ False
+ """
+ return is_app_of(a, Z3_OP_LE)
+
+def is_lt(a):
+ """Return `True` if `a` is an expression of the form b < c.
+
+ >>> x, y = Ints('x y')
+ >>> is_lt(x < y)
+ True
+ >>> is_lt(x == y)
+ False
+ """
+ return is_app_of(a, Z3_OP_LT)
+
+def is_ge(a):
+ """Return `True` if `a` is an expression of the form b >= c.
+
+ >>> x, y = Ints('x y')
+ >>> is_ge(x >= y)
+ True
+ >>> is_ge(x == y)
+ False
+ """
+ return is_app_of(a, Z3_OP_GE)
+
+def is_gt(a):
+ """Return `True` if `a` is an expression of the form b > c.
+
+ >>> x, y = Ints('x y')
+ >>> is_gt(x > y)
+ True
+ >>> is_gt(x == y)
+ False
+ """
+ return is_app_of(a, Z3_OP_GT)
+
+def is_is_int(a):
+ """Return `True` if `a` is an expression of the form IsInt(b).
+
+ >>> x = Real('x')
+ >>> is_is_int(IsInt(x))
+ True
+ >>> is_is_int(x)
+ False
+ """
+ return is_app_of(a, Z3_OP_IS_INT)
+
+def is_to_real(a):
+ """Return `True` if `a` is an expression of the form ToReal(b).
+
+ >>> x = Int('x')
+ >>> n = ToReal(x)
+ >>> n
+ ToReal(x)
+ >>> is_to_real(n)
+ True
+ >>> is_to_real(x)
+ False
+ """
+ return is_app_of(a, Z3_OP_TO_REAL)
+
+def is_to_int(a):
+ """Return `True` if `a` is an expression of the form ToInt(b).
+
+ >>> x = Real('x')
+ >>> n = ToInt(x)
+ >>> n
+ ToInt(x)
+ >>> is_to_int(n)
+ True
+ >>> is_to_int(x)
+ False
+ """
+ return is_app_of(a, Z3_OP_TO_INT)
+
+class IntNumRef(ArithRef):
+ """Integer values."""
+
+ def as_long(self):
+ """Return a Z3 integer numeral as a Python long (bignum) numeral.
+
+ >>> v = IntVal(1)
+ >>> v + 1
+ 1 + 1
+ >>> v.as_long() + 1
+ 2
+ """
+ if __debug__:
+ _z3_assert(self.is_int(), "Integer value expected")
+ return int(self.as_string())
+
+ def as_string(self):
+ """Return a Z3 integer numeral as a Python string.
+ >>> v = IntVal(100)
+ >>> v.as_string()
+ '100'
+ """
+ return Z3_get_numeral_string(self.ctx_ref(), self.as_ast())
+
+class RatNumRef(ArithRef):
+ """Rational values."""
+
+ def numerator(self):
+ """ Return the numerator of a Z3 rational numeral.
+
+ >>> is_rational_value(RealVal("3/5"))
+ True
+ >>> n = RealVal("3/5")
+ >>> n.numerator()
+ 3
+ >>> is_rational_value(Q(3,5))
+ True
+ >>> Q(3,5).numerator()
+ 3
+ """
+ return IntNumRef(Z3_get_numerator(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def denominator(self):
+ """ Return the denominator of a Z3 rational numeral.
+
+ >>> is_rational_value(Q(3,5))
+ True
+ >>> n = Q(3,5)
+ >>> n.denominator()
+ 5
+ """
+ return IntNumRef(Z3_get_denominator(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def numerator_as_long(self):
+ """ Return the numerator as a Python long.
+
+ >>> v = RealVal(10000000000)
+ >>> v
+ 10000000000
+ >>> v + 1
+ 10000000000 + 1
+ >>> v.numerator_as_long() + 1 == 10000000001
+ True
+ """
+ return self.numerator().as_long()
+
+ def denominator_as_long(self):
+ """ Return the denominator as a Python long.
+
+ >>> v = RealVal("1/3")
+ >>> v
+ 1/3
+ >>> v.denominator_as_long()
+ 3
+ """
+ return self.denominator().as_long()
+
+ def is_int(self):
+ return False
+
+ def is_real(self):
+ return True
+
+ def is_int_value(self):
+ return self.denominator().is_int() and self.denominator_as_long() == 1
+
+ def as_long(self):
+ _z3_assert(self.is_int(), "Expected integer fraction")
+ return self.numerator_as_long()
+
+ def as_decimal(self, prec):
+ """ Return a Z3 rational value as a string in decimal notation using at most `prec` decimal places.
+
+ >>> v = RealVal("1/5")
+ >>> v.as_decimal(3)
+ '0.2'
+ >>> v = RealVal("1/3")
+ >>> v.as_decimal(3)
+ '0.333?'
+ """
+ return Z3_get_numeral_decimal_string(self.ctx_ref(), self.as_ast(), prec)
+
+ def as_string(self):
+ """Return a Z3 rational numeral as a Python string.
+
+ >>> v = Q(3,6)
+ >>> v.as_string()
+ '1/2'
+ """
+ return Z3_get_numeral_string(self.ctx_ref(), self.as_ast())
+
+ def as_fraction(self):
+ """Return a Z3 rational as a Python Fraction object.
+
+ >>> v = RealVal("1/5")
+ >>> v.as_fraction()
+ Fraction(1, 5)
+ """
+ return Fraction(self.numerator_as_long(), self.denominator_as_long())
+
+class AlgebraicNumRef(ArithRef):
+ """Algebraic irrational values."""
+
+ def approx(self, precision=10):
+ """Return a Z3 rational number that approximates the algebraic number `self`.
+ The result `r` is such that |r - self| <= 1/10^precision
+
+ >>> x = simplify(Sqrt(2))
+ >>> x.approx(20)
+ 6838717160008073720548335/4835703278458516698824704
+ >>> x.approx(5)
+ 2965821/2097152
+ """
+ return RatNumRef(Z3_get_algebraic_number_upper(self.ctx_ref(), self.as_ast(), precision), self.ctx)
+ def as_decimal(self, prec):
+ """Return a string representation of the algebraic number `self` in decimal notation using `prec` decimal places
+
+ >>> x = simplify(Sqrt(2))
+ >>> x.as_decimal(10)
+ '1.4142135623?'
+ >>> x.as_decimal(20)
+ '1.41421356237309504880?'
+ """
+ return Z3_get_numeral_decimal_string(self.ctx_ref(), self.as_ast(), prec)
+
+def _py2expr(a, ctx=None):
+ if isinstance(a, bool):
+ return BoolVal(a, ctx)
+ if _is_int(a):
+ return IntVal(a, ctx)
+ if isinstance(a, float):
+ return RealVal(a, ctx)
+ if __debug__:
+ _z3_assert(False, "Python bool, int, long or float expected")
+
+def IntSort(ctx=None):
+ """Return the integer sort in the given context. If `ctx=None`, then the global context is used.
+
+ >>> IntSort()
+ Int
+ >>> x = Const('x', IntSort())
+ >>> is_int(x)
+ True
+ >>> x.sort() == IntSort()
+ True
+ >>> x.sort() == BoolSort()
+ False
+ """
+ ctx = _get_ctx(ctx)
+ return ArithSortRef(Z3_mk_int_sort(ctx.ref()), ctx)
+
+def RealSort(ctx=None):
+ """Return the real sort in the given context. If `ctx=None`, then the global context is used.
+
+ >>> RealSort()
+ Real
+ >>> x = Const('x', RealSort())
+ >>> is_real(x)
+ True
+ >>> is_int(x)
+ False
+ >>> x.sort() == RealSort()
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return ArithSortRef(Z3_mk_real_sort(ctx.ref()), ctx)
+
+def _to_int_str(val):
+ if isinstance(val, float):
+ return str(int(val))
+ elif isinstance(val, bool):
+ if val:
+ return "1"
+ else:
+ return "0"
+ elif _is_int(val):
+ return str(val)
+ elif isinstance(val, str):
+ return val
+ if __debug__:
+ _z3_assert(False, "Python value cannot be used as a Z3 integer")
+
+def IntVal(val, ctx=None):
+ """Return a Z3 integer value. If `ctx=None`, then the global context is used.
+
+ >>> IntVal(1)
+ 1
+ >>> IntVal("100")
+ 100
+ """
+ ctx = _get_ctx(ctx)
+ return IntNumRef(Z3_mk_numeral(ctx.ref(), _to_int_str(val), IntSort(ctx).ast), ctx)
+
+def RealVal(val, ctx=None):
+ """Return a Z3 real value.
+
+ `val` may be a Python int, long, float or string representing a number in decimal or rational notation.
+ If `ctx=None`, then the global context is used.
+
+ >>> RealVal(1)
+ 1
+ >>> RealVal(1).sort()
+ Real
+ >>> RealVal("3/5")
+ 3/5
+ >>> RealVal("1.5")
+ 3/2
+ """
+ ctx = _get_ctx(ctx)
+ return RatNumRef(Z3_mk_numeral(ctx.ref(), str(val), RealSort(ctx).ast), ctx)
+
+def RatVal(a, b, ctx=None):
+ """Return a Z3 rational a/b.
+
+ If `ctx=None`, then the global context is used.
+
+ >>> RatVal(3,5)
+ 3/5
+ >>> RatVal(3,5).sort()
+ Real
+ """
+ if __debug__:
+ _z3_assert(_is_int(a) or isinstance(a, str), "First argument cannot be converted into an integer")
+ _z3_assert(_is_int(b) or isinstance(b, str), "Second argument cannot be converted into an integer")
+ return simplify(RealVal(a, ctx)/RealVal(b, ctx))
+
+def Q(a, b, ctx=None):
+ """Return a Z3 rational a/b.
+
+ If `ctx=None`, then the global context is used.
+
+ >>> Q(3,5)
+ 3/5
+ >>> Q(3,5).sort()
+ Real
+ """
+ return simplify(RatVal(a, b))
+
+def Int(name, ctx=None):
+ """Return an integer constant named `name`. If `ctx=None`, then the global context is used.
+
+ >>> x = Int('x')
+ >>> is_int(x)
+ True
+ >>> is_int(x + 1)
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return ArithRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), IntSort(ctx).ast), ctx)
+
+def Ints(names, ctx=None):
+ """Return a tuple of Integer constants.
+
+ >>> x, y, z = Ints('x y z')
+ >>> Sum(x, y, z)
+ x + y + z
+ """
+ ctx = _get_ctx(ctx)
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [Int(name, ctx) for name in names]
+
+def IntVector(prefix, sz, ctx=None):
+ """Return a list of integer constants of size `sz`.
+
+ >>> X = IntVector('x', 3)
+ >>> X
+ [x__0, x__1, x__2]
+ >>> Sum(X)
+ x__0 + x__1 + x__2
+ """
+ return [ Int('%s__%s' % (prefix, i)) for i in range(sz) ]
+
+def FreshInt(prefix='x', ctx=None):
+ """Return a fresh integer constant in the given context using the given prefix.
+
+ >>> x = FreshInt()
+ >>> y = FreshInt()
+ >>> eq(x, y)
+ False
+ >>> x.sort()
+ Int
+ """
+ ctx = _get_ctx(ctx)
+ return ArithRef(Z3_mk_fresh_const(ctx.ref(), prefix, IntSort(ctx).ast), ctx)
+
+def Real(name, ctx=None):
+ """Return a real constant named `name`. If `ctx=None`, then the global context is used.
+
+ >>> x = Real('x')
+ >>> is_real(x)
+ True
+ >>> is_real(x + 1)
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return ArithRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), RealSort(ctx).ast), ctx)
+
+def Reals(names, ctx=None):
+ """Return a tuple of real constants.
+
+ >>> x, y, z = Reals('x y z')
+ >>> Sum(x, y, z)
+ x + y + z
+ >>> Sum(x, y, z).sort()
+ Real
+ """
+ ctx = _get_ctx(ctx)
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [Real(name, ctx) for name in names]
+
+def RealVector(prefix, sz, ctx=None):
+ """Return a list of real constants of size `sz`.
+
+ >>> X = RealVector('x', 3)
+ >>> X
+ [x__0, x__1, x__2]
+ >>> Sum(X)
+ x__0 + x__1 + x__2
+ >>> Sum(X).sort()
+ Real
+ """
+ return [ Real('%s__%s' % (prefix, i)) for i in range(sz) ]
+
+def FreshReal(prefix='b', ctx=None):
+ """Return a fresh real constant in the given context using the given prefix.
+
+ >>> x = FreshReal()
+ >>> y = FreshReal()
+ >>> eq(x, y)
+ False
+ >>> x.sort()
+ Real
+ """
+ ctx = _get_ctx(ctx)
+ return ArithRef(Z3_mk_fresh_const(ctx.ref(), prefix, RealSort(ctx).ast), ctx)
+
+def ToReal(a):
+ """ Return the Z3 expression ToReal(a).
+
+ >>> x = Int('x')
+ >>> x.sort()
+ Int
+ >>> n = ToReal(x)
+ >>> n
+ ToReal(x)
+ >>> n.sort()
+ Real
+ """
+ if __debug__:
+ _z3_assert(a.is_int(), "Z3 integer expression expected.")
+ ctx = a.ctx
+ return ArithRef(Z3_mk_int2real(ctx.ref(), a.as_ast()), ctx)
+
+def ToInt(a):
+ """ Return the Z3 expression ToInt(a).
+
+ >>> x = Real('x')
+ >>> x.sort()
+ Real
+ >>> n = ToInt(x)
+ >>> n
+ ToInt(x)
+ >>> n.sort()
+ Int
+ """
+ if __debug__:
+ _z3_assert(a.is_real(), "Z3 real expression expected.")
+ ctx = a.ctx
+ return ArithRef(Z3_mk_real2int(ctx.ref(), a.as_ast()), ctx)
+
+def IsInt(a):
+ """ Return the Z3 predicate IsInt(a).
+
+ >>> x = Real('x')
+ >>> IsInt(x + "1/2")
+ IsInt(x + 1/2)
+ >>> solve(IsInt(x + "1/2"), x > 0, x < 1)
+ [x = 1/2]
+ >>> solve(IsInt(x + "1/2"), x > 0, x < 1, x != "1/2")
+ no solution
+ """
+ if __debug__:
+ _z3_assert(a.is_real(), "Z3 real expression expected.")
+ ctx = a.ctx
+ return BoolRef(Z3_mk_is_int(ctx.ref(), a.as_ast()), ctx)
+
+def Sqrt(a, ctx=None):
+ """ Return a Z3 expression which represents the square root of a.
+
+ >>> x = Real('x')
+ >>> Sqrt(x)
+ x**(1/2)
+ """
+ if not is_expr(a):
+ ctx = _get_ctx(ctx)
+ a = RealVal(a, ctx)
+ return a ** "1/2"
+
+def Cbrt(a, ctx=None):
+ """ Return a Z3 expression which represents the cubic root of a.
+
+ >>> x = Real('x')
+ >>> Cbrt(x)
+ x**(1/3)
+ """
+ if not is_expr(a):
+ ctx = _get_ctx(ctx)
+ a = RealVal(a, ctx)
+ return a ** "1/3"
+
+#########################################
+#
+# Bit-Vectors
+#
+#########################################
+
+class BitVecSortRef(SortRef):
+ """Bit-vector sort."""
+
+ def size(self):
+ """Return the size (number of bits) of the bit-vector sort `self`.
+
+ >>> b = BitVecSort(32)
+ >>> b.size()
+ 32
+ """
+ return int(Z3_get_bv_sort_size(self.ctx_ref(), self.ast))
+
+ def subsort(self, other):
+ return is_bv_sort(other) and self.size() < other.size()
+
+ def cast(self, val):
+ """Try to cast `val` as a Bit-Vector.
+
+ >>> b = BitVecSort(32)
+ >>> b.cast(10)
+ 10
+ >>> b.cast(10).sexpr()
+ '#x0000000a'
+ """
+ if is_expr(val):
+ if __debug__:
+ _z3_assert(self.ctx == val.ctx, "Context mismatch")
+ # Idea: use sign_extend if sort of val is a bitvector of smaller size
+ return val
+ else:
+ return BitVecVal(val, self)
+
+def is_bv_sort(s):
+ """Return True if `s` is a Z3 bit-vector sort.
+
+ >>> is_bv_sort(BitVecSort(32))
+ True
+ >>> is_bv_sort(IntSort())
+ False
+ """
+ return isinstance(s, BitVecSortRef)
+
+class BitVecRef(ExprRef):
+ """Bit-vector expressions."""
+
+ def sort(self):
+ """Return the sort of the bit-vector expression `self`.
+
+ >>> x = BitVec('x', 32)
+ >>> x.sort()
+ BitVec(32)
+ >>> x.sort() == BitVecSort(32)
+ True
+ """
+ return BitVecSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def size(self):
+ """Return the number of bits of the bit-vector expression `self`.
+
+ >>> x = BitVec('x', 32)
+ >>> (x + 1).size()
+ 32
+ >>> Concat(x, x).size()
+ 64
+ """
+ return self.sort().size()
+
+ def __add__(self, other):
+ """Create the Z3 expression `self + other`.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x + y
+ x + y
+ >>> (x + y).sort()
+ BitVec(32)
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvadd(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __radd__(self, other):
+ """Create the Z3 expression `other + self`.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 + x
+ 10 + x
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvadd(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __mul__(self, other):
+ """Create the Z3 expression `self * other`.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x * y
+ x*y
+ >>> (x * y).sort()
+ BitVec(32)
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvmul(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rmul__(self, other):
+ """Create the Z3 expression `other * self`.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 * x
+ 10*x
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvmul(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __sub__(self, other):
+ """Create the Z3 expression `self - other`.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x - y
+ x - y
+ >>> (x - y).sort()
+ BitVec(32)
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvsub(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rsub__(self, other):
+ """Create the Z3 expression `other - self`.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 - x
+ 10 - x
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvsub(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __or__(self, other):
+ """Create the Z3 expression bitwise-or `self | other`.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x | y
+ x | y
+ >>> (x | y).sort()
+ BitVec(32)
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvor(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __ror__(self, other):
+ """Create the Z3 expression bitwise-or `other | self`.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 | x
+ 10 | x
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvor(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __and__(self, other):
+ """Create the Z3 expression bitwise-and `self & other`.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x & y
+ x & y
+ >>> (x & y).sort()
+ BitVec(32)
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvand(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rand__(self, other):
+ """Create the Z3 expression bitwise-or `other & self`.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 & x
+ 10 & x
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvand(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __xor__(self, other):
+ """Create the Z3 expression bitwise-xor `self ^ other`.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x ^ y
+ x ^ y
+ >>> (x ^ y).sort()
+ BitVec(32)
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvxor(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rxor__(self, other):
+ """Create the Z3 expression bitwise-xor `other ^ self`.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 ^ x
+ 10 ^ x
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvxor(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __pos__(self):
+ """Return `self`.
+
+ >>> x = BitVec('x', 32)
+ >>> +x
+ x
+ """
+ return self
+
+ def __neg__(self):
+ """Return an expression representing `-self`.
+
+ >>> x = BitVec('x', 32)
+ >>> -x
+ -x
+ >>> simplify(-(-x))
+ x
+ """
+ return BitVecRef(Z3_mk_bvneg(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def __invert__(self):
+ """Create the Z3 expression bitwise-not `~self`.
+
+ >>> x = BitVec('x', 32)
+ >>> ~x
+ ~x
+ >>> simplify(~(~x))
+ x
+ """
+ return BitVecRef(Z3_mk_bvnot(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def __div__(self, other):
+ """Create the Z3 expression (signed) division `self / other`.
+
+ Use the function UDiv() for unsigned division.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x / y
+ x/y
+ >>> (x / y).sort()
+ BitVec(32)
+ >>> (x / y).sexpr()
+ '(bvsdiv x y)'
+ >>> UDiv(x, y).sexpr()
+ '(bvudiv x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvsdiv(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __truediv__(self, other):
+ """Create the Z3 expression (signed) division `self / other`."""
+ return self.__div__(other)
+
+ def __rdiv__(self, other):
+ """Create the Z3 expression (signed) division `other / self`.
+
+ Use the function UDiv() for unsigned division.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 / x
+ 10/x
+ >>> (10 / x).sexpr()
+ '(bvsdiv #x0000000a x)'
+ >>> UDiv(10, x).sexpr()
+ '(bvudiv #x0000000a x)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvsdiv(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __rtruediv__(self, other):
+ """Create the Z3 expression (signed) division `other / self`."""
+ return self.__rdiv__(other)
+
+ def __mod__(self, other):
+ """Create the Z3 expression (signed) mod `self % other`.
+
+ Use the function URem() for unsigned remainder, and SRem() for signed remainder.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> x % y
+ x%y
+ >>> (x % y).sort()
+ BitVec(32)
+ >>> (x % y).sexpr()
+ '(bvsmod x y)'
+ >>> URem(x, y).sexpr()
+ '(bvurem x y)'
+ >>> SRem(x, y).sexpr()
+ '(bvsrem x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvsmod(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rmod__(self, other):
+ """Create the Z3 expression (signed) mod `other % self`.
+
+ Use the function URem() for unsigned remainder, and SRem() for signed remainder.
+
+ >>> x = BitVec('x', 32)
+ >>> 10 % x
+ 10%x
+ >>> (10 % x).sexpr()
+ '(bvsmod #x0000000a x)'
+ >>> URem(10, x).sexpr()
+ '(bvurem #x0000000a x)'
+ >>> SRem(10, x).sexpr()
+ '(bvsrem #x0000000a x)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvsmod(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __le__(self, other):
+ """Create the Z3 expression (signed) `other <= self`.
+
+ Use the function ULE() for unsigned less than or equal to.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> x <= y
+ x <= y
+ >>> (x <= y).sexpr()
+ '(bvsle x y)'
+ >>> ULE(x, y).sexpr()
+ '(bvule x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_bvsle(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __lt__(self, other):
+ """Create the Z3 expression (signed) `other < self`.
+
+ Use the function ULT() for unsigned less than.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> x < y
+ x < y
+ >>> (x < y).sexpr()
+ '(bvslt x y)'
+ >>> ULT(x, y).sexpr()
+ '(bvult x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_bvslt(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __gt__(self, other):
+ """Create the Z3 expression (signed) `other > self`.
+
+ Use the function UGT() for unsigned greater than.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> x > y
+ x > y
+ >>> (x > y).sexpr()
+ '(bvsgt x y)'
+ >>> UGT(x, y).sexpr()
+ '(bvugt x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_bvsgt(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __ge__(self, other):
+ """Create the Z3 expression (signed) `other >= self`.
+
+ Use the function UGE() for unsigned greater than or equal to.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> x >= y
+ x >= y
+ >>> (x >= y).sexpr()
+ '(bvsge x y)'
+ >>> UGE(x, y).sexpr()
+ '(bvuge x y)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BoolRef(Z3_mk_bvsge(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rshift__(self, other):
+ """Create the Z3 expression (arithmetical) right shift `self >> other`
+
+ Use the function LShR() for the right logical shift
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> x >> y
+ x >> y
+ >>> (x >> y).sexpr()
+ '(bvashr x y)'
+ >>> LShR(x, y).sexpr()
+ '(bvlshr x y)'
+ >>> BitVecVal(4, 3)
+ 4
+ >>> BitVecVal(4, 3).as_signed_long()
+ -4
+ >>> simplify(BitVecVal(4, 3) >> 1).as_signed_long()
+ -2
+ >>> simplify(BitVecVal(4, 3) >> 1)
+ 6
+ >>> simplify(LShR(BitVecVal(4, 3), 1))
+ 2
+ >>> simplify(BitVecVal(2, 3) >> 1)
+ 1
+ >>> simplify(LShR(BitVecVal(2, 3), 1))
+ 1
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvashr(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __lshift__(self, other):
+ """Create the Z3 expression left shift `self << other`
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> x << y
+ x << y
+ >>> (x << y).sexpr()
+ '(bvshl x y)'
+ >>> simplify(BitVecVal(2, 3) << 1)
+ 4
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvshl(self.ctx_ref(), a.as_ast(), b.as_ast()), self.ctx)
+
+ def __rrshift__(self, other):
+ """Create the Z3 expression (arithmetical) right shift `other` >> `self`.
+
+ Use the function LShR() for the right logical shift
+
+ >>> x = BitVec('x', 32)
+ >>> 10 >> x
+ 10 >> x
+ >>> (10 >> x).sexpr()
+ '(bvashr #x0000000a x)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvashr(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+ def __rlshift__(self, other):
+ """Create the Z3 expression left shift `other << self`.
+
+ Use the function LShR() for the right logical shift
+
+ >>> x = BitVec('x', 32)
+ >>> 10 << x
+ 10 << x
+ >>> (10 << x).sexpr()
+ '(bvshl #x0000000a x)'
+ """
+ a, b = _coerce_exprs(self, other)
+ return BitVecRef(Z3_mk_bvshl(self.ctx_ref(), b.as_ast(), a.as_ast()), self.ctx)
+
+class BitVecNumRef(BitVecRef):
+ """Bit-vector values."""
+
+ def as_long(self):
+ """Return a Z3 bit-vector numeral as a Python long (bignum) numeral.
+
+ >>> v = BitVecVal(0xbadc0de, 32)
+ >>> v
+ 195936478
+ >>> print("0x%.8x" % v.as_long())
+ 0x0badc0de
+ """
+ return int(self.as_string())
+
+ def as_signed_long(self):
+ """Return a Z3 bit-vector numeral as a Python long (bignum) numeral. The most significant bit is assumed to be the sign.
+
+ >>> BitVecVal(4, 3).as_signed_long()
+ -4
+ >>> BitVecVal(7, 3).as_signed_long()
+ -1
+ >>> BitVecVal(3, 3).as_signed_long()
+ 3
+ >>> BitVecVal(2**32 - 1, 32).as_signed_long()
+ -1
+ >>> BitVecVal(2**64 - 1, 64).as_signed_long()
+ -1
+ """
+ sz = self.size()
+ val = self.as_long()
+ if val >= 2**(sz - 1):
+ val = val - 2**sz
+ if val < -2**(sz - 1):
+ val = val + 2**sz
+ return int(val)
+
+ def as_string(self):
+ return Z3_get_numeral_string(self.ctx_ref(), self.as_ast())
+
+def is_bv(a):
+ """Return `True` if `a` is a Z3 bit-vector expression.
+
+ >>> b = BitVec('b', 32)
+ >>> is_bv(b)
+ True
+ >>> is_bv(b + 10)
+ True
+ >>> is_bv(Int('x'))
+ False
+ """
+ return isinstance(a, BitVecRef)
+
+def is_bv_value(a):
+ """Return `True` if `a` is a Z3 bit-vector numeral value.
+
+ >>> b = BitVec('b', 32)
+ >>> is_bv_value(b)
+ False
+ >>> b = BitVecVal(10, 32)
+ >>> b
+ 10
+ >>> is_bv_value(b)
+ True
+ """
+ return is_bv(a) and _is_numeral(a.ctx, a.as_ast())
+
+def BV2Int(a, is_signed=False):
+ """Return the Z3 expression BV2Int(a).
+
+ >>> b = BitVec('b', 3)
+ >>> BV2Int(b).sort()
+ Int
+ >>> x = Int('x')
+ >>> x > BV2Int(b)
+ x > BV2Int(b)
+ >>> x > BV2Int(b, is_signed=False)
+ x > BV2Int(b)
+ >>> x > BV2Int(b, is_signed=True)
+ x > If(b < 0, BV2Int(b) - 8, BV2Int(b))
+ >>> solve(x > BV2Int(b), b == 1, x < 3)
+ [b = 1, x = 2]
+ """
+ if __debug__:
+ _z3_assert(is_bv(a), "Z3 bit-vector expression expected")
+ ctx = a.ctx
+ ## investigate problem with bv2int
+ return ArithRef(Z3_mk_bv2int(ctx.ref(), a.as_ast(), is_signed), ctx)
+
+def BitVecSort(sz, ctx=None):
+ """Return a Z3 bit-vector sort of the given size. If `ctx=None`, then the global context is used.
+
+ >>> Byte = BitVecSort(8)
+ >>> Word = BitVecSort(16)
+ >>> Byte
+ BitVec(8)
+ >>> x = Const('x', Byte)
+ >>> eq(x, BitVec('x', 8))
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return BitVecSortRef(Z3_mk_bv_sort(ctx.ref(), sz), ctx)
+
+def BitVecVal(val, bv, ctx=None):
+ """Return a bit-vector value with the given number of bits. If `ctx=None`, then the global context is used.
+
+ >>> v = BitVecVal(10, 32)
+ >>> v
+ 10
+ >>> print("0x%.8x" % v.as_long())
+ 0x0000000a
+ """
+ if is_bv_sort(bv):
+ ctx = bv.ctx
+ return BitVecNumRef(Z3_mk_numeral(ctx.ref(), _to_int_str(val), bv.ast), ctx)
+ else:
+ ctx = _get_ctx(ctx)
+ return BitVecNumRef(Z3_mk_numeral(ctx.ref(), _to_int_str(val), BitVecSort(bv, ctx).ast), ctx)
+
+def BitVec(name, bv, ctx=None):
+ """Return a bit-vector constant named `name`. `bv` may be the number of bits of a bit-vector sort.
+ If `ctx=None`, then the global context is used.
+
+ >>> x = BitVec('x', 16)
+ >>> is_bv(x)
+ True
+ >>> x.size()
+ 16
+ >>> x.sort()
+ BitVec(16)
+ >>> word = BitVecSort(16)
+ >>> x2 = BitVec('x', word)
+ >>> eq(x, x2)
+ True
+ """
+ if isinstance(bv, BitVecSortRef):
+ ctx = bv.ctx
+ else:
+ ctx = _get_ctx(ctx)
+ bv = BitVecSort(bv, ctx)
+ return BitVecRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), bv.ast), ctx)
+
+def BitVecs(names, bv, ctx=None):
+ """Return a tuple of bit-vector constants of size bv.
+
+ >>> x, y, z = BitVecs('x y z', 16)
+ >>> x.size()
+ 16
+ >>> x.sort()
+ BitVec(16)
+ >>> Sum(x, y, z)
+ 0 + x + y + z
+ >>> Product(x, y, z)
+ 1*x*y*z
+ >>> simplify(Product(x, y, z))
+ x*y*z
+ """
+ ctx = _get_ctx(ctx)
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [BitVec(name, bv, ctx) for name in names]
+
+def Concat(*args):
+ """Create a Z3 bit-vector concatenation expression.
+
+ >>> v = BitVecVal(1, 4)
+ >>> Concat(v, v+1, v)
+ Concat(Concat(1, 1 + 1), 1)
+ >>> simplify(Concat(v, v+1, v))
+ 289
+ >>> print("%.3x" % simplify(Concat(v, v+1, v)).as_long())
+ 121
+ """
+ args = _get_args(args)
+ sz = len(args)
+ if __debug__:
+ _z3_assert(sz >= 2, "At least two arguments expected.")
+
+ ctx = None
+ for a in args:
+ if is_expr(a):
+ ctx = a.ctx
+ break
+ if is_seq(args[0]) or isinstance(args[0], str):
+ args = [_coerce_seq(s, ctx) for s in args]
+ if __debug__:
+ _z3_assert(all([is_seq(a) for a in args]), "All arguments must be sequence expressions.")
+ v = (Ast * sz)()
+ for i in range(sz):
+ v[i] = args[i].as_ast()
+ return SeqRef(Z3_mk_seq_concat(ctx.ref(), sz, v), ctx)
+
+ if is_re(args[0]):
+ if __debug__:
+ _z3_assert(all([is_re(a) for a in args]), "All arguments must be regular expressions.")
+ v = (Ast * sz)()
+ for i in range(sz):
+ v[i] = args[i].as_ast()
+ return ReRef(Z3_mk_re_concat(ctx.ref(), sz, v), ctx)
+
+ if __debug__:
+ _z3_assert(all([is_bv(a) for a in args]), "All arguments must be Z3 bit-vector expressions.")
+ r = args[0]
+ for i in range(sz - 1):
+ r = BitVecRef(Z3_mk_concat(ctx.ref(), r.as_ast(), args[i+1].as_ast()), ctx)
+ return r
+
+def Extract(high, low, a):
+ """Create a Z3 bit-vector extraction expression, or create a string extraction expression.
+
+ >>> x = BitVec('x', 8)
+ >>> Extract(6, 2, x)
+ Extract(6, 2, x)
+ >>> Extract(6, 2, x).sort()
+ BitVec(5)
+ >>> simplify(Extract(StringVal("abcd"),2,1))
+ "c"
+ """
+ if isinstance(high, str):
+ high = StringVal(high)
+ if is_seq(high):
+ s = high
+ offset, length = _coerce_exprs(low, a, s.ctx)
+ return SeqRef(Z3_mk_seq_extract(s.ctx_ref(), s.as_ast(), offset.as_ast(), length.as_ast()), s.ctx)
+ if __debug__:
+ _z3_assert(low <= high, "First argument must be greater than or equal to second argument")
+ _z3_assert(_is_int(high) and high >= 0 and _is_int(low) and low >= 0, "First and second arguments must be non negative integers")
+ _z3_assert(is_bv(a), "Third argument must be a Z3 Bitvector expression")
+ return BitVecRef(Z3_mk_extract(a.ctx_ref(), high, low, a.as_ast()), a.ctx)
+
+def _check_bv_args(a, b):
+ if __debug__:
+ _z3_assert(is_bv(a) or is_bv(b), "At least one of the arguments must be a Z3 bit-vector expression")
+
+def ULE(a, b):
+ """Create the Z3 expression (unsigned) `other <= self`.
+
+ Use the operator <= for signed less than or equal to.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> ULE(x, y)
+ ULE(x, y)
+ >>> (x <= y).sexpr()
+ '(bvsle x y)'
+ >>> ULE(x, y).sexpr()
+ '(bvule x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvule(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def ULT(a, b):
+ """Create the Z3 expression (unsigned) `other < self`.
+
+ Use the operator < for signed less than.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> ULT(x, y)
+ ULT(x, y)
+ >>> (x < y).sexpr()
+ '(bvslt x y)'
+ >>> ULT(x, y).sexpr()
+ '(bvult x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvult(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def UGE(a, b):
+ """Create the Z3 expression (unsigned) `other >= self`.
+
+ Use the operator >= for signed greater than or equal to.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> UGE(x, y)
+ UGE(x, y)
+ >>> (x >= y).sexpr()
+ '(bvsge x y)'
+ >>> UGE(x, y).sexpr()
+ '(bvuge x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvuge(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def UGT(a, b):
+ """Create the Z3 expression (unsigned) `other > self`.
+
+ Use the operator > for signed greater than.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> UGT(x, y)
+ UGT(x, y)
+ >>> (x > y).sexpr()
+ '(bvsgt x y)'
+ >>> UGT(x, y).sexpr()
+ '(bvugt x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvugt(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def UDiv(a, b):
+ """Create the Z3 expression (unsigned) division `self / other`.
+
+ Use the operator / for signed division.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> UDiv(x, y)
+ UDiv(x, y)
+ >>> UDiv(x, y).sort()
+ BitVec(32)
+ >>> (x / y).sexpr()
+ '(bvsdiv x y)'
+ >>> UDiv(x, y).sexpr()
+ '(bvudiv x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BitVecRef(Z3_mk_bvudiv(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def URem(a, b):
+ """Create the Z3 expression (unsigned) remainder `self % other`.
+
+ Use the operator % for signed modulus, and SRem() for signed remainder.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> URem(x, y)
+ URem(x, y)
+ >>> URem(x, y).sort()
+ BitVec(32)
+ >>> (x % y).sexpr()
+ '(bvsmod x y)'
+ >>> URem(x, y).sexpr()
+ '(bvurem x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BitVecRef(Z3_mk_bvurem(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def SRem(a, b):
+ """Create the Z3 expression signed remainder.
+
+ Use the operator % for signed modulus, and URem() for unsigned remainder.
+
+ >>> x = BitVec('x', 32)
+ >>> y = BitVec('y', 32)
+ >>> SRem(x, y)
+ SRem(x, y)
+ >>> SRem(x, y).sort()
+ BitVec(32)
+ >>> (x % y).sexpr()
+ '(bvsmod x y)'
+ >>> SRem(x, y).sexpr()
+ '(bvsrem x y)'
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BitVecRef(Z3_mk_bvsrem(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def LShR(a, b):
+ """Create the Z3 expression logical right shift.
+
+ Use the operator >> for the arithmetical right shift.
+
+ >>> x, y = BitVecs('x y', 32)
+ >>> LShR(x, y)
+ LShR(x, y)
+ >>> (x >> y).sexpr()
+ '(bvashr x y)'
+ >>> LShR(x, y).sexpr()
+ '(bvlshr x y)'
+ >>> BitVecVal(4, 3)
+ 4
+ >>> BitVecVal(4, 3).as_signed_long()
+ -4
+ >>> simplify(BitVecVal(4, 3) >> 1).as_signed_long()
+ -2
+ >>> simplify(BitVecVal(4, 3) >> 1)
+ 6
+ >>> simplify(LShR(BitVecVal(4, 3), 1))
+ 2
+ >>> simplify(BitVecVal(2, 3) >> 1)
+ 1
+ >>> simplify(LShR(BitVecVal(2, 3), 1))
+ 1
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BitVecRef(Z3_mk_bvlshr(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def RotateLeft(a, b):
+ """Return an expression representing `a` rotated to the left `b` times.
+
+ >>> a, b = BitVecs('a b', 16)
+ >>> RotateLeft(a, b)
+ RotateLeft(a, b)
+ >>> simplify(RotateLeft(a, 0))
+ a
+ >>> simplify(RotateLeft(a, 16))
+ a
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BitVecRef(Z3_mk_ext_rotate_left(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def RotateRight(a, b):
+ """Return an expression representing `a` rotated to the right `b` times.
+
+ >>> a, b = BitVecs('a b', 16)
+ >>> RotateRight(a, b)
+ RotateRight(a, b)
+ >>> simplify(RotateRight(a, 0))
+ a
+ >>> simplify(RotateRight(a, 16))
+ a
+ """
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BitVecRef(Z3_mk_ext_rotate_right(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def SignExt(n, a):
+ """Return a bit-vector expression with `n` extra sign-bits.
+
+ >>> x = BitVec('x', 16)
+ >>> n = SignExt(8, x)
+ >>> n.size()
+ 24
+ >>> n
+ SignExt(8, x)
+ >>> n.sort()
+ BitVec(24)
+ >>> v0 = BitVecVal(2, 2)
+ >>> v0
+ 2
+ >>> v0.size()
+ 2
+ >>> v = simplify(SignExt(6, v0))
+ >>> v
+ 254
+ >>> v.size()
+ 8
+ >>> print("%.x" % v.as_long())
+ fe
+ """
+ if __debug__:
+ _z3_assert(_is_int(n), "First argument must be an integer")
+ _z3_assert(is_bv(a), "Second argument must be a Z3 Bitvector expression")
+ return BitVecRef(Z3_mk_sign_ext(a.ctx_ref(), n, a.as_ast()), a.ctx)
+
+def ZeroExt(n, a):
+ """Return a bit-vector expression with `n` extra zero-bits.
+
+ >>> x = BitVec('x', 16)
+ >>> n = ZeroExt(8, x)
+ >>> n.size()
+ 24
+ >>> n
+ ZeroExt(8, x)
+ >>> n.sort()
+ BitVec(24)
+ >>> v0 = BitVecVal(2, 2)
+ >>> v0
+ 2
+ >>> v0.size()
+ 2
+ >>> v = simplify(ZeroExt(6, v0))
+ >>> v
+ 2
+ >>> v.size()
+ 8
+ """
+ if __debug__:
+ _z3_assert(_is_int(n), "First argument must be an integer")
+ _z3_assert(is_bv(a), "Second argument must be a Z3 Bitvector expression")
+ return BitVecRef(Z3_mk_zero_ext(a.ctx_ref(), n, a.as_ast()), a.ctx)
+
+def RepeatBitVec(n, a):
+ """Return an expression representing `n` copies of `a`.
+
+ >>> x = BitVec('x', 8)
+ >>> n = RepeatBitVec(4, x)
+ >>> n
+ RepeatBitVec(4, x)
+ >>> n.size()
+ 32
+ >>> v0 = BitVecVal(10, 4)
+ >>> print("%.x" % v0.as_long())
+ a
+ >>> v = simplify(RepeatBitVec(4, v0))
+ >>> v.size()
+ 16
+ >>> print("%.x" % v.as_long())
+ aaaa
+ """
+ if __debug__:
+ _z3_assert(_is_int(n), "First argument must be an integer")
+ _z3_assert(is_bv(a), "Second argument must be a Z3 Bitvector expression")
+ return BitVecRef(Z3_mk_repeat(a.ctx_ref(), n, a.as_ast()), a.ctx)
+
+def BVRedAnd(a):
+ """Return the reduction-and expression of `a`."""
+ if __debug__:
+ _z3_assert(is_bv(a), "First argument must be a Z3 Bitvector expression")
+ return BitVecRef(Z3_mk_bvredand(a.ctx_ref(), a.as_ast()), a.ctx)
+
+def BVRedOr(a):
+ """Return the reduction-or expression of `a`."""
+ if __debug__:
+ _z3_assert(is_bv(a), "First argument must be a Z3 Bitvector expression")
+ return BitVecRef(Z3_mk_bvredor(a.ctx_ref(), a.as_ast()), a.ctx)
+
+def BVAddNoOverflow(a, b, signed):
+ """A predicate the determines that bit-vector addition does not overflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvadd_no_overflow(a.ctx_ref(), a.as_ast(), b.as_ast(), signed), a.ctx)
+
+def BVAddNoUnderflow(a, b):
+ """A predicate the determines that signed bit-vector addition does not underflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvadd_no_underflow(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def BVSubNoOverflow(a, b):
+ """A predicate the determines that bit-vector subtraction does not overflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvsub_no_overflow(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+
+def BVSubNoUnderflow(a, b, signed):
+ """A predicate the determines that bit-vector subtraction does not underflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvsub_no_underflow(a.ctx_ref(), a.as_ast(), b.as_ast(), signed), a.ctx)
+
+def BVSDivNoOverflow(a, b):
+ """A predicate the determines that bit-vector signed division does not overflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvsdiv_no_overflow(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def BVSNegNoOverflow(a):
+ """A predicate the determines that bit-vector unary negation does not overflow"""
+ if __debug__:
+ _z3_assert(is_bv(a), "Argument should be a bit-vector")
+ return BoolRef(Z3_mk_bvneg_no_overflow(a.ctx_ref(), a.as_ast()), a.ctx)
+
+def BVMulNoOverflow(a, b, signed):
+ """A predicate the determines that bit-vector multiplication does not overflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvmul_no_overflow(a.ctx_ref(), a.as_ast(), b.as_ast(), signed), a.ctx)
+
+
+def BVMulNoUnderflow(a, b):
+ """A predicate the determines that bit-vector signed multiplication does not underflow"""
+ _check_bv_args(a, b)
+ a, b = _coerce_exprs(a, b)
+ return BoolRef(Z3_mk_bvmul_no_underflow(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+
+
+#########################################
+#
+# Arrays
+#
+#########################################
+
+class ArraySortRef(SortRef):
+ """Array sorts."""
+
+ def domain(self):
+ """Return the domain of the array sort `self`.
+
+ >>> A = ArraySort(IntSort(), BoolSort())
+ >>> A.domain()
+ Int
+ """
+ return _to_sort_ref(Z3_get_array_sort_domain(self.ctx_ref(), self.ast), self.ctx)
+
+ def range(self):
+ """Return the range of the array sort `self`.
+
+ >>> A = ArraySort(IntSort(), BoolSort())
+ >>> A.range()
+ Bool
+ """
+ return _to_sort_ref(Z3_get_array_sort_range(self.ctx_ref(), self.ast), self.ctx)
+
+class ArrayRef(ExprRef):
+ """Array expressions. """
+
+ def sort(self):
+ """Return the array sort of the array expression `self`.
+
+ >>> a = Array('a', IntSort(), BoolSort())
+ >>> a.sort()
+ Array(Int, Bool)
+ """
+ return ArraySortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def domain(self):
+ """Shorthand for `self.sort().domain()`.
+
+ >>> a = Array('a', IntSort(), BoolSort())
+ >>> a.domain()
+ Int
+ """
+ return self.sort().domain()
+
+ def range(self):
+ """Shorthand for `self.sort().range()`.
+
+ >>> a = Array('a', IntSort(), BoolSort())
+ >>> a.range()
+ Bool
+ """
+ return self.sort().range()
+
+ def __getitem__(self, arg):
+ """Return the Z3 expression `self[arg]`.
+
+ >>> a = Array('a', IntSort(), BoolSort())
+ >>> i = Int('i')
+ >>> a[i]
+ a[i]
+ >>> a[i].sexpr()
+ '(select a i)'
+ """
+ arg = self.domain().cast(arg)
+ return _to_expr_ref(Z3_mk_select(self.ctx_ref(), self.as_ast(), arg.as_ast()), self.ctx)
+
+ def default(self):
+ return _to_expr_ref(Z3_mk_array_default(self.ctx_ref(), self.as_ast()), self.ctx)
+
+
+def is_array(a):
+ """Return `True` if `a` is a Z3 array expression.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> is_array(a)
+ True
+ >>> is_array(Store(a, 0, 1))
+ True
+ >>> is_array(a[0])
+ False
+ """
+ return isinstance(a, ArrayRef)
+
+def is_const_array(a):
+ """Return `True` if `a` is a Z3 constant array.
+
+ >>> a = K(IntSort(), 10)
+ >>> is_const_array(a)
+ True
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> is_const_array(a)
+ False
+ """
+ return is_app_of(a, Z3_OP_CONST_ARRAY)
+
+def is_K(a):
+ """Return `True` if `a` is a Z3 constant array.
+
+ >>> a = K(IntSort(), 10)
+ >>> is_K(a)
+ True
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> is_K(a)
+ False
+ """
+ return is_app_of(a, Z3_OP_CONST_ARRAY)
+
+def is_map(a):
+ """Return `True` if `a` is a Z3 map array expression.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> b = Array('b', IntSort(), IntSort())
+ >>> a = Map(f, b)
+ >>> a
+ Map(f, b)
+ >>> is_map(a)
+ True
+ >>> is_map(b)
+ False
+ """
+ return is_app_of(a, Z3_OP_ARRAY_MAP)
+
+def is_default(a):
+ """Return `True` if `a` is a Z3 default array expression.
+ >>> d = Default(K(IntSort(), 10))
+ >>> is_default(d)
+ True
+ """
+ return is_app_of(a, Z3_OP_ARRAY_DEFAULT)
+
+def get_map_func(a):
+ """Return the function declaration associated with a Z3 map array expression.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> b = Array('b', IntSort(), IntSort())
+ >>> a = Map(f, b)
+ >>> eq(f, get_map_func(a))
+ True
+ >>> get_map_func(a)
+ f
+ >>> get_map_func(a)(0)
+ f(0)
+ """
+ if __debug__:
+ _z3_assert(is_map(a), "Z3 array map expression expected.")
+ return FuncDeclRef(Z3_to_func_decl(a.ctx_ref(), Z3_get_decl_ast_parameter(a.ctx_ref(), a.decl().ast, 0)), a.ctx)
+
+def ArraySort(d, r):
+ """Return the Z3 array sort with the given domain and range sorts.
+
+ >>> A = ArraySort(IntSort(), BoolSort())
+ >>> A
+ Array(Int, Bool)
+ >>> A.domain()
+ Int
+ >>> A.range()
+ Bool
+ >>> AA = ArraySort(IntSort(), A)
+ >>> AA
+ Array(Int, Array(Int, Bool))
+ """
+ if __debug__:
+ _z3_assert(is_sort(d), "Z3 sort expected")
+ _z3_assert(is_sort(r), "Z3 sort expected")
+ _z3_assert(d.ctx == r.ctx, "Context mismatch")
+ ctx = d.ctx
+ return ArraySortRef(Z3_mk_array_sort(ctx.ref(), d.ast, r.ast), ctx)
+
+def Array(name, dom, rng):
+ """Return an array constant named `name` with the given domain and range sorts.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> a.sort()
+ Array(Int, Int)
+ >>> a[0]
+ a[0]
+ """
+ s = ArraySort(dom, rng)
+ ctx = s.ctx
+ return ArrayRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), s.ast), ctx)
+
+def Update(a, i, v):
+ """Return a Z3 store array expression.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> i, v = Ints('i v')
+ >>> s = Update(a, i, v)
+ >>> s.sort()
+ Array(Int, Int)
+ >>> prove(s[i] == v)
+ proved
+ >>> j = Int('j')
+ >>> prove(Implies(i != j, s[j] == a[j]))
+ proved
+ """
+ if __debug__:
+ _z3_assert(is_array(a), "First argument must be a Z3 array expression")
+ i = a.domain().cast(i)
+ v = a.range().cast(v)
+ ctx = a.ctx
+ return _to_expr_ref(Z3_mk_store(ctx.ref(), a.as_ast(), i.as_ast(), v.as_ast()), ctx)
+
+def Default(a):
+ """ Return a default value for array expression.
+ >>> b = K(IntSort(), 1)
+ >>> prove(Default(b) == 1)
+ proved
+ """
+ if __debug__:
+ _z3_assert(is_array(a), "First argument must be a Z3 array expression")
+ return a.default()
+
+
+def Store(a, i, v):
+ """Return a Z3 store array expression.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> i, v = Ints('i v')
+ >>> s = Store(a, i, v)
+ >>> s.sort()
+ Array(Int, Int)
+ >>> prove(s[i] == v)
+ proved
+ >>> j = Int('j')
+ >>> prove(Implies(i != j, s[j] == a[j]))
+ proved
+ """
+ return Update(a, i, v)
+
+def Select(a, i):
+ """Return a Z3 select array expression.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> i = Int('i')
+ >>> Select(a, i)
+ a[i]
+ >>> eq(Select(a, i), a[i])
+ True
+ """
+ if __debug__:
+ _z3_assert(is_array(a), "First argument must be a Z3 array expression")
+ return a[i]
+
+
+def Map(f, *args):
+ """Return a Z3 map array expression.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> a1 = Array('a1', IntSort(), IntSort())
+ >>> a2 = Array('a2', IntSort(), IntSort())
+ >>> b = Map(f, a1, a2)
+ >>> b
+ Map(f, a1, a2)
+ >>> prove(b[0] == f(a1[0], a2[0]))
+ proved
+ """
+ args = _get_args(args)
+ if __debug__:
+ _z3_assert(len(args) > 0, "At least one Z3 array expression expected")
+ _z3_assert(is_func_decl(f), "First argument must be a Z3 function declaration")
+ _z3_assert(all([is_array(a) for a in args]), "Z3 array expected expected")
+ _z3_assert(len(args) == f.arity(), "Number of arguments mismatch")
+ _args, sz = _to_ast_array(args)
+ ctx = f.ctx
+ return ArrayRef(Z3_mk_map(ctx.ref(), f.ast, sz, _args), ctx)
+
+def K(dom, v):
+ """Return a Z3 constant array expression.
+
+ >>> a = K(IntSort(), 10)
+ >>> a
+ K(Int, 10)
+ >>> a.sort()
+ Array(Int, Int)
+ >>> i = Int('i')
+ >>> a[i]
+ K(Int, 10)[i]
+ >>> simplify(a[i])
+ 10
+ """
+ if __debug__:
+ _z3_assert(is_sort(dom), "Z3 sort expected")
+ ctx = dom.ctx
+ if not is_expr(v):
+ v = _py2expr(v, ctx)
+ return ArrayRef(Z3_mk_const_array(ctx.ref(), dom.ast, v.as_ast()), ctx)
+
+def Ext(a, b):
+ """Return extensionality index for arrays.
+ """
+ if __debug__:
+ _z3_assert(is_array(a) and is_array(b))
+ return _to_expr_ref(Z3_mk_array_ext(ctx.ref(), a.as_ast(), b.as_ast()));
+
+def is_select(a):
+ """Return `True` if `a` is a Z3 array select application.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> is_select(a)
+ False
+ >>> i = Int('i')
+ >>> is_select(a[i])
+ True
+ """
+ return is_app_of(a, Z3_OP_SELECT)
+
+def is_store(a):
+ """Return `True` if `a` is a Z3 array store application.
+
+ >>> a = Array('a', IntSort(), IntSort())
+ >>> is_store(a)
+ False
+ >>> is_store(Store(a, 0, 1))
+ True
+ """
+ return is_app_of(a, Z3_OP_STORE)
+
+#########################################
+#
+# Datatypes
+#
+#########################################
+
+def _valid_accessor(acc):
+ """Return `True` if acc is pair of the form (String, Datatype or Sort). """
+ return isinstance(acc, tuple) and len(acc) == 2 and isinstance(acc[0], str) and (isinstance(acc[1], Datatype) or is_sort(acc[1]))
+
+class Datatype:
+ """Helper class for declaring Z3 datatypes.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ >>> # List is now a Z3 declaration
+ >>> List.nil
+ nil
+ >>> List.cons(10, List.nil)
+ cons(10, nil)
+ >>> List.cons(10, List.nil).sort()
+ List
+ >>> cons = List.cons
+ >>> nil = List.nil
+ >>> car = List.car
+ >>> cdr = List.cdr
+ >>> n = cons(1, cons(0, nil))
+ >>> n
+ cons(1, cons(0, nil))
+ >>> simplify(cdr(n))
+ cons(0, nil)
+ >>> simplify(car(n))
+ 1
+ """
+ def __init__(self, name, ctx=None):
+ self.ctx = _get_ctx(ctx)
+ self.name = name
+ self.constructors = []
+
+ def __deepcopy__(self, memo={}):
+ r = Datatype(self.name, self.ctx)
+ r.constructors = copy.deepcopy(self.constructors)
+ return r
+
+ def declare_core(self, name, rec_name, *args):
+ if __debug__:
+ _z3_assert(isinstance(name, str), "String expected")
+ _z3_assert(isinstance(rec_name, str), "String expected")
+ _z3_assert(all([_valid_accessor(a) for a in args]), "Valid list of accessors expected. An accessor is a pair of the form (String, Datatype|Sort)")
+ self.constructors.append((name, rec_name, args))
+
+ def declare(self, name, *args):
+ """Declare constructor named `name` with the given accessors `args`.
+ Each accessor is a pair `(name, sort)`, where `name` is a string and `sort` a Z3 sort or a reference to the datatypes being declared.
+
+ In the followin example `List.declare('cons', ('car', IntSort()), ('cdr', List))`
+ declares the constructor named `cons` that builds a new List using an integer and a List.
+ It also declares the accessors `car` and `cdr`. The accessor `car` extracts the integer of a `cons` cell,
+ and `cdr` the list of a `cons` cell. After all constructors were declared, we use the method create() to create
+ the actual datatype in Z3.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ """
+ if __debug__:
+ _z3_assert(isinstance(name, str), "String expected")
+ _z3_assert(name != "", "Constructor name cannot be empty")
+ return self.declare_core(name, "is_" + name, *args)
+
+ def __repr__(self):
+ return "Datatype(%s, %s)" % (self.name, self.constructors)
+
+ def create(self):
+ """Create a Z3 datatype based on the constructors declared using the mehtod `declare()`.
+
+ The function `CreateDatatypes()` must be used to define mutually recursive datatypes.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ >>> List.nil
+ nil
+ >>> List.cons(10, List.nil)
+ cons(10, nil)
+ """
+ return CreateDatatypes([self])[0]
+
+class ScopedConstructor:
+ """Auxiliary object used to create Z3 datatypes."""
+ def __init__(self, c, ctx):
+ self.c = c
+ self.ctx = ctx
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_del_constructor(self.ctx.ref(), self.c)
+
+class ScopedConstructorList:
+ """Auxiliary object used to create Z3 datatypes."""
+ def __init__(self, c, ctx):
+ self.c = c
+ self.ctx = ctx
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_del_constructor_list(self.ctx.ref(), self.c)
+
+def CreateDatatypes(*ds):
+ """Create mutually recursive Z3 datatypes using 1 or more Datatype helper objects.
+
+ In the following example we define a Tree-List using two mutually recursive datatypes.
+
+ >>> TreeList = Datatype('TreeList')
+ >>> Tree = Datatype('Tree')
+ >>> # Tree has two constructors: leaf and node
+ >>> Tree.declare('leaf', ('val', IntSort()))
+ >>> # a node contains a list of trees
+ >>> Tree.declare('node', ('children', TreeList))
+ >>> TreeList.declare('nil')
+ >>> TreeList.declare('cons', ('car', Tree), ('cdr', TreeList))
+ >>> Tree, TreeList = CreateDatatypes(Tree, TreeList)
+ >>> Tree.val(Tree.leaf(10))
+ val(leaf(10))
+ >>> simplify(Tree.val(Tree.leaf(10)))
+ 10
+ >>> n1 = Tree.node(TreeList.cons(Tree.leaf(10), TreeList.cons(Tree.leaf(20), TreeList.nil)))
+ >>> n1
+ node(cons(leaf(10), cons(leaf(20), nil)))
+ >>> n2 = Tree.node(TreeList.cons(n1, TreeList.nil))
+ >>> simplify(n2 == n1)
+ False
+ >>> simplify(TreeList.car(Tree.children(n2)) == n1)
+ True
+ """
+ ds = _get_args(ds)
+ if __debug__:
+ _z3_assert(len(ds) > 0, "At least one Datatype must be specified")
+ _z3_assert(all([isinstance(d, Datatype) for d in ds]), "Arguments must be Datatypes")
+ _z3_assert(all([d.ctx == ds[0].ctx for d in ds]), "Context mismatch")
+ _z3_assert(all([d.constructors != [] for d in ds]), "Non-empty Datatypes expected")
+ ctx = ds[0].ctx
+ num = len(ds)
+ names = (Symbol * num)()
+ out = (Sort * num)()
+ clists = (ConstructorList * num)()
+ to_delete = []
+ for i in range(num):
+ d = ds[i]
+ names[i] = to_symbol(d.name, ctx)
+ num_cs = len(d.constructors)
+ cs = (Constructor * num_cs)()
+ for j in range(num_cs):
+ c = d.constructors[j]
+ cname = to_symbol(c[0], ctx)
+ rname = to_symbol(c[1], ctx)
+ fs = c[2]
+ num_fs = len(fs)
+ fnames = (Symbol * num_fs)()
+ sorts = (Sort * num_fs)()
+ refs = (ctypes.c_uint * num_fs)()
+ for k in range(num_fs):
+ fname = fs[k][0]
+ ftype = fs[k][1]
+ fnames[k] = to_symbol(fname, ctx)
+ if isinstance(ftype, Datatype):
+ if __debug__:
+ _z3_assert(ds.count(ftype) == 1, "One and only one occurrence of each datatype is expected")
+ sorts[k] = None
+ refs[k] = ds.index(ftype)
+ else:
+ if __debug__:
+ _z3_assert(is_sort(ftype), "Z3 sort expected")
+ sorts[k] = ftype.ast
+ refs[k] = 0
+ cs[j] = Z3_mk_constructor(ctx.ref(), cname, rname, num_fs, fnames, sorts, refs)
+ to_delete.append(ScopedConstructor(cs[j], ctx))
+ clists[i] = Z3_mk_constructor_list(ctx.ref(), num_cs, cs)
+ to_delete.append(ScopedConstructorList(clists[i], ctx))
+ Z3_mk_datatypes(ctx.ref(), num, names, out, clists)
+ result = []
+ ## Create a field for every constructor, recognizer and accessor
+ for i in range(num):
+ dref = DatatypeSortRef(out[i], ctx)
+ num_cs = dref.num_constructors()
+ for j in range(num_cs):
+ cref = dref.constructor(j)
+ cref_name = cref.name()
+ cref_arity = cref.arity()
+ if cref.arity() == 0:
+ cref = cref()
+ setattr(dref, cref_name, cref)
+ rref = dref.recognizer(j)
+ setattr(dref, rref.name(), rref)
+ for k in range(cref_arity):
+ aref = dref.accessor(j, k)
+ setattr(dref, aref.name(), aref)
+ result.append(dref)
+ return tuple(result)
+
+class DatatypeSortRef(SortRef):
+ """Datatype sorts."""
+ def num_constructors(self):
+ """Return the number of constructors in the given Z3 datatype.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ >>> # List is now a Z3 declaration
+ >>> List.num_constructors()
+ 2
+ """
+ return int(Z3_get_datatype_sort_num_constructors(self.ctx_ref(), self.ast))
+
+ def constructor(self, idx):
+ """Return a constructor of the datatype `self`.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ >>> # List is now a Z3 declaration
+ >>> List.num_constructors()
+ 2
+ >>> List.constructor(0)
+ cons
+ >>> List.constructor(1)
+ nil
+ """
+ if __debug__:
+ _z3_assert(idx < self.num_constructors(), "Invalid constructor index")
+ return FuncDeclRef(Z3_get_datatype_sort_constructor(self.ctx_ref(), self.ast, idx), self.ctx)
+
+ def recognizer(self, idx):
+ """In Z3, each constructor has an associated recognizer predicate.
+
+ If the constructor is named `name`, then the recognizer `is_name`.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ >>> # List is now a Z3 declaration
+ >>> List.num_constructors()
+ 2
+ >>> List.recognizer(0)
+ is_cons
+ >>> List.recognizer(1)
+ is_nil
+ >>> simplify(List.is_nil(List.cons(10, List.nil)))
+ False
+ >>> simplify(List.is_cons(List.cons(10, List.nil)))
+ True
+ >>> l = Const('l', List)
+ >>> simplify(List.is_cons(l))
+ is_cons(l)
+ """
+ if __debug__:
+ _z3_assert(idx < self.num_constructors(), "Invalid recognizer index")
+ return FuncDeclRef(Z3_get_datatype_sort_recognizer(self.ctx_ref(), self.ast, idx), self.ctx)
+
+ def accessor(self, i, j):
+ """In Z3, each constructor has 0 or more accessor. The number of accessors is equal to the arity of the constructor.
+
+ >>> List = Datatype('List')
+ >>> List.declare('cons', ('car', IntSort()), ('cdr', List))
+ >>> List.declare('nil')
+ >>> List = List.create()
+ >>> List.num_constructors()
+ 2
+ >>> List.constructor(0)
+ cons
+ >>> num_accs = List.constructor(0).arity()
+ >>> num_accs
+ 2
+ >>> List.accessor(0, 0)
+ car
+ >>> List.accessor(0, 1)
+ cdr
+ >>> List.constructor(1)
+ nil
+ >>> num_accs = List.constructor(1).arity()
+ >>> num_accs
+ 0
+ """
+ if __debug__:
+ _z3_assert(i < self.num_constructors(), "Invalid constructor index")
+ _z3_assert(j < self.constructor(i).arity(), "Invalid accessor index")
+ return FuncDeclRef(Z3_get_datatype_sort_constructor_accessor(self.ctx_ref(), self.ast, i, j), self.ctx)
+
+class DatatypeRef(ExprRef):
+ """Datatype expressions."""
+ def sort(self):
+ """Return the datatype sort of the datatype expression `self`."""
+ return DatatypeSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+def EnumSort(name, values, ctx=None):
+ """Return a new enumeration sort named `name` containing the given values.
+
+ The result is a pair (sort, list of constants).
+ Example:
+ >>> Color, (red, green, blue) = EnumSort('Color', ['red', 'green', 'blue'])
+ """
+ if __debug__:
+ _z3_assert(isinstance(name, str), "Name must be a string")
+ _z3_assert(all([isinstance(v, str) for v in values]), "Eumeration sort values must be strings")
+ _z3_assert(len(values) > 0, "At least one value expected")
+ ctx = _get_ctx(ctx)
+ num = len(values)
+ _val_names = (Symbol * num)()
+ for i in range(num):
+ _val_names[i] = to_symbol(values[i])
+ _values = (FuncDecl * num)()
+ _testers = (FuncDecl * num)()
+ name = to_symbol(name)
+ S = DatatypeSortRef(Z3_mk_enumeration_sort(ctx.ref(), name, num, _val_names, _values, _testers), ctx)
+ V = []
+ for i in range(num):
+ V.append(FuncDeclRef(_values[i], ctx))
+ V = [a() for a in V]
+ return S, V
+
+#########################################
+#
+# Parameter Sets
+#
+#########################################
+
+class ParamsRef:
+ """Set of parameters used to configure Solvers, Tactics and Simplifiers in Z3.
+
+ Consider using the function `args2params` to create instances of this object.
+ """
+ def __init__(self, ctx=None, params=None):
+ self.ctx = _get_ctx(ctx)
+ if params is None:
+ self.params = Z3_mk_params(self.ctx.ref())
+ else:
+ self.params = params
+ Z3_params_inc_ref(self.ctx.ref(), self.params)
+
+ def __deepcopy__(self, memo={}):
+ return ParamsRef(self.ctx, self.params)
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_params_dec_ref(self.ctx.ref(), self.params)
+
+ def set(self, name, val):
+ """Set parameter name with value val."""
+ if __debug__:
+ _z3_assert(isinstance(name, str), "parameter name must be a string")
+ name_sym = to_symbol(name, self.ctx)
+ if isinstance(val, bool):
+ Z3_params_set_bool(self.ctx.ref(), self.params, name_sym, val)
+ elif _is_int(val):
+ Z3_params_set_uint(self.ctx.ref(), self.params, name_sym, val)
+ elif isinstance(val, float):
+ Z3_params_set_double(self.ctx.ref(), self.params, name_sym, val)
+ elif isinstance(val, str):
+ Z3_params_set_symbol(self.ctx.ref(), self.params, name_sym, to_symbol(val, self.ctx))
+ else:
+ if __debug__:
+ _z3_assert(False, "invalid parameter value")
+
+ def __repr__(self):
+ return Z3_params_to_string(self.ctx.ref(), self.params)
+
+ def validate(self, ds):
+ _z3_assert(isinstance(ds, ParamDescrsRef), "parameter description set expected")
+ Z3_params_validate(self.ctx.ref(), self.params, ds.descr)
+
+def args2params(arguments, keywords, ctx=None):
+ """Convert python arguments into a Z3_params object.
+ A ':' is added to the keywords, and '_' is replaced with '-'
+
+ >>> args2params(['model', True, 'relevancy', 2], {'elim_and' : True})
+ (params model true relevancy 2 elim_and true)
+ """
+ if __debug__:
+ _z3_assert(len(arguments) % 2 == 0, "Argument list must have an even number of elements.")
+ prev = None
+ r = ParamsRef(ctx)
+ for a in arguments:
+ if prev is None:
+ prev = a
+ else:
+ r.set(prev, a)
+ prev = None
+ for k in keywords:
+ v = keywords[k]
+ r.set(k, v)
+ return r
+
+class ParamDescrsRef:
+ """Set of parameter descriptions for Solvers, Tactics and Simplifiers in Z3.
+ """
+ def __init__(self, descr, ctx=None):
+ _z3_assert(isinstance(descr, ParamDescrs), "parameter description object expected")
+ self.ctx = _get_ctx(ctx)
+ self.descr = descr
+ Z3_param_descrs_inc_ref(self.ctx.ref(), self.descr)
+
+ def __deepcopy__(self, memo={}):
+ return ParamsDescrsRef(self.descr, self.ctx)
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_param_descrs_dec_ref(self.ctx.ref(), self.descr)
+
+ def size(self):
+ """Return the size of in the parameter description `self`.
+ """
+ return int(Z3_param_descrs_size(self.ctx.ref(), self.descr))
+
+ def __len__(self):
+ """Return the size of in the parameter description `self`.
+ """
+ return self.size()
+
+ def get_name(self, i):
+ """Return the i-th parameter name in the parameter description `self`.
+ """
+ return _symbol2py(self.ctx, Z3_param_descrs_get_name(self.ctx.ref(), self.descr, i))
+
+ def get_kind(self, n):
+ """Return the kind of the parameter named `n`.
+ """
+ return Z3_param_descrs_get_kind(self.ctx.ref(), self.descr, to_symbol(n, self.ctx))
+
+ def get_documentation(self, n):
+ """Return the documentation string of the parameter named `n`.
+ """
+ return Z3_param_descrs_get_documentation(self.ctx.ref(), self.descr, to_symbol(n, self.ctx))
+
+ def __getitem__(self, arg):
+ if _is_int(arg):
+ return self.get_name(arg)
+ else:
+ return self.get_kind(arg)
+
+ def __repr__(self):
+ return Z3_param_descrs_to_string(self.ctx.ref(), self.descr)
+
+#########################################
+#
+# Goals
+#
+#########################################
+
+class Goal(Z3PPObject):
+ """Goal is a collection of constraints we want to find a solution or show to be unsatisfiable (infeasible).
+
+ Goals are processed using Tactics. A Tactic transforms a goal into a set of subgoals.
+ A goal has a solution if one of its subgoals has a solution.
+ A goal is unsatisfiable if all subgoals are unsatisfiable.
+ """
+
+ def __init__(self, models=True, unsat_cores=False, proofs=False, ctx=None, goal=None):
+ if __debug__:
+ _z3_assert(goal is None or ctx is not None, "If goal is different from None, then ctx must be also different from None")
+ self.ctx = _get_ctx(ctx)
+ self.goal = goal
+ if self.goal is None:
+ self.goal = Z3_mk_goal(self.ctx.ref(), models, unsat_cores, proofs)
+ Z3_goal_inc_ref(self.ctx.ref(), self.goal)
+
+ def __deepcopy__(self, memo={}):
+ return Goal(False, False, False, self.ctx, self.goal)
+
+ def __del__(self):
+ if self.goal is not None and self.ctx.ref() is not None:
+ Z3_goal_dec_ref(self.ctx.ref(), self.goal)
+
+ def depth(self):
+ """Return the depth of the goal `self`. The depth corresponds to the number of tactics applied to `self`.
+
+ >>> x, y = Ints('x y')
+ >>> g = Goal()
+ >>> g.add(x == 0, y >= x + 1)
+ >>> g.depth()
+ 0
+ >>> r = Then('simplify', 'solve-eqs')(g)
+ >>> # r has 1 subgoal
+ >>> len(r)
+ 1
+ >>> r[0].depth()
+ 2
+ """
+ return int(Z3_goal_depth(self.ctx.ref(), self.goal))
+
+ def inconsistent(self):
+ """Return `True` if `self` contains the `False` constraints.
+
+ >>> x, y = Ints('x y')
+ >>> g = Goal()
+ >>> g.inconsistent()
+ False
+ >>> g.add(x == 0, x == 1)
+ >>> g
+ [x == 0, x == 1]
+ >>> g.inconsistent()
+ False
+ >>> g2 = Tactic('propagate-values')(g)[0]
+ >>> g2.inconsistent()
+ True
+ """
+ return Z3_goal_inconsistent(self.ctx.ref(), self.goal)
+
+ def prec(self):
+ """Return the precision (under-approximation, over-approximation, or precise) of the goal `self`.
+
+ >>> g = Goal()
+ >>> g.prec() == Z3_GOAL_PRECISE
+ True
+ >>> x, y = Ints('x y')
+ >>> g.add(x == y + 1)
+ >>> g.prec() == Z3_GOAL_PRECISE
+ True
+ >>> t = With(Tactic('add-bounds'), add_bound_lower=0, add_bound_upper=10)
+ >>> g2 = t(g)[0]
+ >>> g2
+ [x == y + 1, x <= 10, x >= 0, y <= 10, y >= 0]
+ >>> g2.prec() == Z3_GOAL_PRECISE
+ False
+ >>> g2.prec() == Z3_GOAL_UNDER
+ True
+ """
+ return Z3_goal_precision(self.ctx.ref(), self.goal)
+
+ def precision(self):
+ """Alias for `prec()`.
+
+ >>> g = Goal()
+ >>> g.precision() == Z3_GOAL_PRECISE
+ True
+ """
+ return self.prec()
+
+ def size(self):
+ """Return the number of constraints in the goal `self`.
+
+ >>> g = Goal()
+ >>> g.size()
+ 0
+ >>> x, y = Ints('x y')
+ >>> g.add(x == 0, y > x)
+ >>> g.size()
+ 2
+ """
+ return int(Z3_goal_size(self.ctx.ref(), self.goal))
+
+ def __len__(self):
+ """Return the number of constraints in the goal `self`.
+
+ >>> g = Goal()
+ >>> len(g)
+ 0
+ >>> x, y = Ints('x y')
+ >>> g.add(x == 0, y > x)
+ >>> len(g)
+ 2
+ """
+ return self.size()
+
+ def get(self, i):
+ """Return a constraint in the goal `self`.
+
+ >>> g = Goal()
+ >>> x, y = Ints('x y')
+ >>> g.add(x == 0, y > x)
+ >>> g.get(0)
+ x == 0
+ >>> g.get(1)
+ y > x
+ """
+ return _to_expr_ref(Z3_goal_formula(self.ctx.ref(), self.goal, i), self.ctx)
+
+ def __getitem__(self, arg):
+ """Return a constraint in the goal `self`.
+
+ >>> g = Goal()
+ >>> x, y = Ints('x y')
+ >>> g.add(x == 0, y > x)
+ >>> g[0]
+ x == 0
+ >>> g[1]
+ y > x
+ """
+ if arg >= len(self):
+ raise IndexError
+ return self.get(arg)
+
+ def assert_exprs(self, *args):
+ """Assert constraints into the goal.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.assert_exprs(x > 0, x < 2)
+ >>> g
+ [x > 0, x < 2]
+ """
+ args = _get_args(args)
+ s = BoolSort(self.ctx)
+ for arg in args:
+ arg = s.cast(arg)
+ Z3_goal_assert(self.ctx.ref(), self.goal, arg.as_ast())
+
+ def append(self, *args):
+ """Add constraints.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.append(x > 0, x < 2)
+ >>> g
+ [x > 0, x < 2]
+ """
+ self.assert_exprs(*args)
+
+ def insert(self, *args):
+ """Add constraints.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.insert(x > 0, x < 2)
+ >>> g
+ [x > 0, x < 2]
+ """
+ self.assert_exprs(*args)
+
+ def add(self, *args):
+ """Add constraints.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0, x < 2)
+ >>> g
+ [x > 0, x < 2]
+ """
+ self.assert_exprs(*args)
+
+ def __repr__(self):
+ return obj_to_string(self)
+
+ def sexpr(self):
+ """Return a textual representation of the s-expression representing the goal."""
+ return Z3_goal_to_string(self.ctx.ref(), self.goal)
+
+ def translate(self, target):
+ """Copy goal `self` to context `target`.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 10)
+ >>> g
+ [x > 10]
+ >>> c2 = Context()
+ >>> g2 = g.translate(c2)
+ >>> g2
+ [x > 10]
+ >>> g.ctx == main_ctx()
+ True
+ >>> g2.ctx == c2
+ True
+ >>> g2.ctx == main_ctx()
+ False
+ """
+ if __debug__:
+ _z3_assert(isinstance(target, Context), "target must be a context")
+ return Goal(goal=Z3_goal_translate(self.ctx.ref(), self.goal, target.ref()), ctx=target)
+
+ def simplify(self, *arguments, **keywords):
+ """Return a new simplified goal.
+
+ This method is essentially invoking the simplify tactic.
+
+ >>> g = Goal()
+ >>> x = Int('x')
+ >>> g.add(x + 1 >= 2)
+ >>> g
+ [x + 1 >= 2]
+ >>> g2 = g.simplify()
+ >>> g2
+ [x >= 1]
+ >>> # g was not modified
+ >>> g
+ [x + 1 >= 2]
+ """
+ t = Tactic('simplify')
+ return t.apply(self, *arguments, **keywords)[0]
+
+ def as_expr(self):
+ """Return goal `self` as a single Z3 expression.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.as_expr()
+ True
+ >>> g.add(x > 1)
+ >>> g.as_expr()
+ x > 1
+ >>> g.add(x < 10)
+ >>> g.as_expr()
+ And(x > 1, x < 10)
+ """
+ sz = len(self)
+ if sz == 0:
+ return BoolVal(True, self.ctx)
+ elif sz == 1:
+ return self.get(0)
+ else:
+ return And([ self.get(i) for i in range(len(self)) ], self.ctx)
+
+#########################################
+#
+# AST Vector
+#
+#########################################
+class AstVector(Z3PPObject):
+ """A collection (vector) of ASTs."""
+
+ def __init__(self, v=None, ctx=None):
+ self.vector = None
+ if v is None:
+ self.ctx = _get_ctx(ctx)
+ self.vector = Z3_mk_ast_vector(self.ctx.ref())
+ else:
+ self.vector = v
+ assert ctx is not None
+ self.ctx = ctx
+ Z3_ast_vector_inc_ref(self.ctx.ref(), self.vector)
+
+ def __deepcopy__(self, memo={}):
+ return AstVector(self.vector, self.ctx)
+
+ def __del__(self):
+ if self.vector is not None and self.ctx.ref() is not None:
+ Z3_ast_vector_dec_ref(self.ctx.ref(), self.vector)
+
+ def __len__(self):
+ """Return the size of the vector `self`.
+
+ >>> A = AstVector()
+ >>> len(A)
+ 0
+ >>> A.push(Int('x'))
+ >>> A.push(Int('x'))
+ >>> len(A)
+ 2
+ """
+ return int(Z3_ast_vector_size(self.ctx.ref(), self.vector))
+
+ def __getitem__(self, i):
+ """Return the AST at position `i`.
+
+ >>> A = AstVector()
+ >>> A.push(Int('x') + 1)
+ >>> A.push(Int('y'))
+ >>> A[0]
+ x + 1
+ >>> A[1]
+ y
+ """
+ if i >= self.__len__():
+ raise IndexError
+ return _to_ast_ref(Z3_ast_vector_get(self.ctx.ref(), self.vector, i), self.ctx)
+
+ def __setitem__(self, i, v):
+ """Update AST at position `i`.
+
+ >>> A = AstVector()
+ >>> A.push(Int('x') + 1)
+ >>> A.push(Int('y'))
+ >>> A[0]
+ x + 1
+ >>> A[0] = Int('x')
+ >>> A[0]
+ x
+ """
+ if i >= self.__len__():
+ raise IndexError
+ Z3_ast_vector_set(self.ctx.ref(), self.vector, i, v.as_ast())
+
+ def push(self, v):
+ """Add `v` in the end of the vector.
+
+ >>> A = AstVector()
+ >>> len(A)
+ 0
+ >>> A.push(Int('x'))
+ >>> len(A)
+ 1
+ """
+ Z3_ast_vector_push(self.ctx.ref(), self.vector, v.as_ast())
+
+ def resize(self, sz):
+ """Resize the vector to `sz` elements.
+
+ >>> A = AstVector()
+ >>> A.resize(10)
+ >>> len(A)
+ 10
+ >>> for i in range(10): A[i] = Int('x')
+ >>> A[5]
+ x
+ """
+ Z3_ast_vector_resize(self.ctx.ref(), self.vector, sz)
+
+ def __contains__(self, item):
+ """Return `True` if the vector contains `item`.
+
+ >>> x = Int('x')
+ >>> A = AstVector()
+ >>> x in A
+ False
+ >>> A.push(x)
+ >>> x in A
+ True
+ >>> (x+1) in A
+ False
+ >>> A.push(x+1)
+ >>> (x+1) in A
+ True
+ >>> A
+ [x, x + 1]
+ """
+ for elem in self:
+ if elem.eq(item):
+ return True
+ return False
+
+ def translate(self, other_ctx):
+ """Copy vector `self` to context `other_ctx`.
+
+ >>> x = Int('x')
+ >>> A = AstVector()
+ >>> A.push(x)
+ >>> c2 = Context()
+ >>> B = A.translate(c2)
+ >>> B
+ [x]
+ """
+ return AstVector(Z3_ast_vector_translate(self.ctx.ref(), self.vector, other_ctx.ref()), other_ctx)
+
+ def __repr__(self):
+ return obj_to_string(self)
+
+ def sexpr(self):
+ """Return a textual representation of the s-expression representing the vector."""
+ return Z3_ast_vector_to_string(self.ctx.ref(), self.vector)
+
+#########################################
+#
+# AST Map
+#
+#########################################
+class AstMap:
+ """A mapping from ASTs to ASTs."""
+
+ def __init__(self, m=None, ctx=None):
+ self.map = None
+ if m is None:
+ self.ctx = _get_ctx(ctx)
+ self.map = Z3_mk_ast_map(self.ctx.ref())
+ else:
+ self.map = m
+ assert ctx is not None
+ self.ctx = ctx
+ Z3_ast_map_inc_ref(self.ctx.ref(), self.map)
+
+ def __deepcopy__(self, memo={}):
+ return AstMap(self.map, self.ctx)
+
+ def __del__(self):
+ if self.map is not None and self.ctx.ref() is not None:
+ Z3_ast_map_dec_ref(self.ctx.ref(), self.map)
+
+ def __len__(self):
+ """Return the size of the map.
+
+ >>> M = AstMap()
+ >>> len(M)
+ 0
+ >>> x = Int('x')
+ >>> M[x] = IntVal(1)
+ >>> len(M)
+ 1
+ """
+ return int(Z3_ast_map_size(self.ctx.ref(), self.map))
+
+ def __contains__(self, key):
+ """Return `True` if the map contains key `key`.
+
+ >>> M = AstMap()
+ >>> x = Int('x')
+ >>> M[x] = x + 1
+ >>> x in M
+ True
+ >>> x+1 in M
+ False
+ """
+ return Z3_ast_map_contains(self.ctx.ref(), self.map, key.as_ast())
+
+ def __getitem__(self, key):
+ """Retrieve the value associated with key `key`.
+
+ >>> M = AstMap()
+ >>> x = Int('x')
+ >>> M[x] = x + 1
+ >>> M[x]
+ x + 1
+ """
+ return _to_ast_ref(Z3_ast_map_find(self.ctx.ref(), self.map, key.as_ast()), self.ctx)
+
+ def __setitem__(self, k, v):
+ """Add/Update key `k` with value `v`.
+
+ >>> M = AstMap()
+ >>> x = Int('x')
+ >>> M[x] = x + 1
+ >>> len(M)
+ 1
+ >>> M[x]
+ x + 1
+ >>> M[x] = IntVal(1)
+ >>> M[x]
+ 1
+ """
+ Z3_ast_map_insert(self.ctx.ref(), self.map, k.as_ast(), v.as_ast())
+
+ def __repr__(self):
+ return Z3_ast_map_to_string(self.ctx.ref(), self.map)
+
+ def erase(self, k):
+ """Remove the entry associated with key `k`.
+
+ >>> M = AstMap()
+ >>> x = Int('x')
+ >>> M[x] = x + 1
+ >>> len(M)
+ 1
+ >>> M.erase(x)
+ >>> len(M)
+ 0
+ """
+ Z3_ast_map_erase(self.ctx.ref(), self.map, k.as_ast())
+
+ def reset(self):
+ """Remove all entries from the map.
+
+ >>> M = AstMap()
+ >>> x = Int('x')
+ >>> M[x] = x + 1
+ >>> M[x+x] = IntVal(1)
+ >>> len(M)
+ 2
+ >>> M.reset()
+ >>> len(M)
+ 0
+ """
+ Z3_ast_map_reset(self.ctx.ref(), self.map)
+
+ def keys(self):
+ """Return an AstVector containing all keys in the map.
+
+ >>> M = AstMap()
+ >>> x = Int('x')
+ >>> M[x] = x + 1
+ >>> M[x+x] = IntVal(1)
+ >>> M.keys()
+ [x, x + x]
+ """
+ return AstVector(Z3_ast_map_keys(self.ctx.ref(), self.map), self.ctx)
+
+#########################################
+#
+# Model
+#
+#########################################
+
+class FuncEntry:
+ """Store the value of the interpretation of a function in a particular point."""
+
+ def __init__(self, entry, ctx):
+ self.entry = entry
+ self.ctx = ctx
+ Z3_func_entry_inc_ref(self.ctx.ref(), self.entry)
+
+ def __deepcopy__(self, memo={}):
+ return FuncEntry(self.entry, self.ctx)
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_func_entry_dec_ref(self.ctx.ref(), self.entry)
+
+ def num_args(self):
+ """Return the number of arguments in the given entry.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0, 1) == 10, f(1, 2) == 20, f(1, 0) == 10)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> f_i = m[f]
+ >>> f_i.num_entries()
+ 3
+ >>> e = f_i.entry(0)
+ >>> e.num_args()
+ 2
+ """
+ return int(Z3_func_entry_get_num_args(self.ctx.ref(), self.entry))
+
+ def arg_value(self, idx):
+ """Return the value of argument `idx`.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0, 1) == 10, f(1, 2) == 20, f(1, 0) == 10)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> f_i = m[f]
+ >>> f_i.num_entries()
+ 3
+ >>> e = f_i.entry(0)
+ >>> e
+ [0, 1, 10]
+ >>> e.num_args()
+ 2
+ >>> e.arg_value(0)
+ 0
+ >>> e.arg_value(1)
+ 1
+ >>> try:
+ ... e.arg_value(2)
+ ... except IndexError:
+ ... print("index error")
+ index error
+ """
+ if idx >= self.num_args():
+ raise IndexError
+ return _to_expr_ref(Z3_func_entry_get_arg(self.ctx.ref(), self.entry, idx), self.ctx)
+
+ def value(self):
+ """Return the value of the function at point `self`.
+
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0, 1) == 10, f(1, 2) == 20, f(1, 0) == 10)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> f_i = m[f]
+ >>> f_i.num_entries()
+ 3
+ >>> e = f_i.entry(0)
+ >>> e
+ [0, 1, 10]
+ >>> e.num_args()
+ 2
+ >>> e.value()
+ 10
+ """
+ return _to_expr_ref(Z3_func_entry_get_value(self.ctx.ref(), self.entry), self.ctx)
+
+ def as_list(self):
+ """Return entry `self` as a Python list.
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0, 1) == 10, f(1, 2) == 20, f(1, 0) == 10)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> f_i = m[f]
+ >>> f_i.num_entries()
+ 3
+ >>> e = f_i.entry(0)
+ >>> e.as_list()
+ [0, 1, 10]
+ """
+ args = [ self.arg_value(i) for i in range(self.num_args())]
+ args.append(self.value())
+ return args
+
+ def __repr__(self):
+ return repr(self.as_list())
+
+class FuncInterp(Z3PPObject):
+ """Stores the interpretation of a function in a Z3 model."""
+
+ def __init__(self, f, ctx):
+ self.f = f
+ self.ctx = ctx
+ if self.f is not None:
+ Z3_func_interp_inc_ref(self.ctx.ref(), self.f)
+
+ def __deepcopy__(self, memo={}):
+ return FuncInterp(self.f, self.ctx)
+
+ def __del__(self):
+ if self.f is not None and self.ctx.ref() is not None:
+ Z3_func_interp_dec_ref(self.ctx.ref(), self.f)
+
+ def else_value(self):
+ """
+ Return the `else` value for a function interpretation.
+ Return None if Z3 did not specify the `else` value for
+ this object.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0) == 1, f(1) == 1, f(2) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m[f]
+ [0 -> 1, 1 -> 1, 2 -> 0, else -> 1]
+ >>> m[f].else_value()
+ 1
+ """
+ r = Z3_func_interp_get_else(self.ctx.ref(), self.f)
+ if r:
+ return _to_expr_ref(r, self.ctx)
+ else:
+ return None
+
+ def num_entries(self):
+ """Return the number of entries/points in the function interpretation `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0) == 1, f(1) == 1, f(2) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m[f]
+ [0 -> 1, 1 -> 1, 2 -> 0, else -> 1]
+ >>> m[f].num_entries()
+ 3
+ """
+ return int(Z3_func_interp_get_num_entries(self.ctx.ref(), self.f))
+
+ def arity(self):
+ """Return the number of arguments for each entry in the function interpretation `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0) == 1, f(1) == 1, f(2) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m[f].arity()
+ 1
+ """
+ return int(Z3_func_interp_get_arity(self.ctx.ref(), self.f))
+
+ def entry(self, idx):
+ """Return an entry at position `idx < self.num_entries()` in the function interpretation `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0) == 1, f(1) == 1, f(2) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m[f]
+ [0 -> 1, 1 -> 1, 2 -> 0, else -> 1]
+ >>> m[f].num_entries()
+ 3
+ >>> m[f].entry(0)
+ [0, 1]
+ >>> m[f].entry(1)
+ [1, 1]
+ >>> m[f].entry(2)
+ [2, 0]
+ """
+ if idx >= self.num_entries():
+ raise IndexError
+ return FuncEntry(Z3_func_interp_get_entry(self.ctx.ref(), self.f, idx), self.ctx)
+
+ def as_list(self):
+ """Return the function interpretation as a Python list.
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> s = Solver()
+ >>> s.add(f(0) == 1, f(1) == 1, f(2) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m[f]
+ [0 -> 1, 1 -> 1, 2 -> 0, else -> 1]
+ >>> m[f].as_list()
+ [[0, 1], [1, 1], [2, 0], 1]
+ """
+ r = [ self.entry(i).as_list() for i in range(self.num_entries())]
+ r.append(self.else_value())
+ return r
+
+ def __repr__(self):
+ return obj_to_string(self)
+
+class ModelRef(Z3PPObject):
+ """Model/Solution of a satisfiability problem (aka system of constraints)."""
+
+ def __init__(self, m, ctx):
+ assert ctx is not None
+ self.model = m
+ self.ctx = ctx
+ Z3_model_inc_ref(self.ctx.ref(), self.model)
+
+ def __deepcopy__(self, memo={}):
+ return ModelRef(self.m, self.ctx)
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_model_dec_ref(self.ctx.ref(), self.model)
+
+ def __repr__(self):
+ return obj_to_string(self)
+
+ def sexpr(self):
+ """Return a textual representation of the s-expression representing the model."""
+ return Z3_model_to_string(self.ctx.ref(), self.model)
+
+ def eval(self, t, model_completion=False):
+ """Evaluate the expression `t` in the model `self`. If `model_completion` is enabled, then a default interpretation is automatically added for symbols that do not have an interpretation in the model `self`.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, x < 2)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.eval(x + 1)
+ 2
+ >>> m.eval(x == 1)
+ True
+ >>> y = Int('y')
+ >>> m.eval(y + x)
+ 1 + y
+ >>> m.eval(y)
+ y
+ >>> m.eval(y, model_completion=True)
+ 0
+ >>> # Now, m contains an interpretation for y
+ >>> m.eval(y + x)
+ 1
+ """
+ r = (Ast * 1)()
+ if Z3_model_eval(self.ctx.ref(), self.model, t.as_ast(), model_completion, r):
+ return _to_expr_ref(r[0], self.ctx)
+ raise Z3Exception("failed to evaluate expression in the model")
+
+ def evaluate(self, t, model_completion=False):
+ """Alias for `eval`.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, x < 2)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.evaluate(x + 1)
+ 2
+ >>> m.evaluate(x == 1)
+ True
+ >>> y = Int('y')
+ >>> m.evaluate(y + x)
+ 1 + y
+ >>> m.evaluate(y)
+ y
+ >>> m.evaluate(y, model_completion=True)
+ 0
+ >>> # Now, m contains an interpretation for y
+ >>> m.evaluate(y + x)
+ 1
+ """
+ return self.eval(t, model_completion)
+
+ def __len__(self):
+ """Return the number of constant and function declarations in the model `self`.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, f(x) != x)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> len(m)
+ 2
+ """
+ return int(Z3_model_get_num_consts(self.ctx.ref(), self.model)) + int(Z3_model_get_num_funcs(self.ctx.ref(), self.model))
+
+ def get_interp(self, decl):
+ """Return the interpretation for a given declaration or constant.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, x < 2, f(x) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m[x]
+ 1
+ >>> m[f]
+ [1 -> 0, else -> 0]
+ """
+ if __debug__:
+ _z3_assert(isinstance(decl, FuncDeclRef) or is_const(decl), "Z3 declaration expected")
+ if is_const(decl):
+ decl = decl.decl()
+ try:
+ if decl.arity() == 0:
+ _r = Z3_model_get_const_interp(self.ctx.ref(), self.model, decl.ast)
+ if _r.value is None:
+ return None
+ r = _to_expr_ref(_r, self.ctx)
+ if is_as_array(r):
+ return self.get_interp(get_as_array_func(r))
+ else:
+ return r
+ else:
+ return FuncInterp(Z3_model_get_func_interp(self.ctx.ref(), self.model, decl.ast), self.ctx)
+ except Z3Exception:
+ return None
+
+ def num_sorts(self):
+ """Return the number of unintepreted sorts that contain an interpretation in the model `self`.
+
+ >>> A = DeclareSort('A')
+ >>> a, b = Consts('a b', A)
+ >>> s = Solver()
+ >>> s.add(a != b)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.num_sorts()
+ 1
+ """
+ return int(Z3_model_get_num_sorts(self.ctx.ref(), self.model))
+
+ def get_sort(self, idx):
+ """Return the unintepreted sort at position `idx` < self.num_sorts().
+
+ >>> A = DeclareSort('A')
+ >>> B = DeclareSort('B')
+ >>> a1, a2 = Consts('a1 a2', A)
+ >>> b1, b2 = Consts('b1 b2', B)
+ >>> s = Solver()
+ >>> s.add(a1 != a2, b1 != b2)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.num_sorts()
+ 2
+ >>> m.get_sort(0)
+ A
+ >>> m.get_sort(1)
+ B
+ """
+ if idx >= self.num_sorts():
+ raise IndexError
+ return _to_sort_ref(Z3_model_get_sort(self.ctx.ref(), self.model, idx), self.ctx)
+
+ def sorts(self):
+ """Return all uninterpreted sorts that have an interpretation in the model `self`.
+
+ >>> A = DeclareSort('A')
+ >>> B = DeclareSort('B')
+ >>> a1, a2 = Consts('a1 a2', A)
+ >>> b1, b2 = Consts('b1 b2', B)
+ >>> s = Solver()
+ >>> s.add(a1 != a2, b1 != b2)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.sorts()
+ [A, B]
+ """
+ return [ self.get_sort(i) for i in range(self.num_sorts()) ]
+
+ def get_universe(self, s):
+ """Return the intepretation for the uninterpreted sort `s` in the model `self`.
+
+ >>> A = DeclareSort('A')
+ >>> a, b = Consts('a b', A)
+ >>> s = Solver()
+ >>> s.add(a != b)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.get_universe(A)
+ [A!val!0, A!val!1]
+ """
+ if __debug__:
+ _z3_assert(isinstance(s, SortRef), "Z3 sort expected")
+ try:
+ return AstVector(Z3_model_get_sort_universe(self.ctx.ref(), self.model, s.ast), self.ctx)
+ except Z3Exception:
+ return None
+
+ def __getitem__(self, idx):
+ """If `idx` is an integer, then the declaration at position `idx` in the model `self` is returned. If `idx` is a declaration, then the actual interpreation is returned.
+
+ The elements can be retrieved using position or the actual declaration.
+
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, x < 2, f(x) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> len(m)
+ 2
+ >>> m[0]
+ x
+ >>> m[1]
+ f
+ >>> m[x]
+ 1
+ >>> m[f]
+ [1 -> 0, else -> 0]
+ >>> for d in m: print("%s -> %s" % (d, m[d]))
+ x -> 1
+ f -> [1 -> 0, else -> 0]
+ """
+ if _is_int(idx):
+ if idx >= len(self):
+ raise IndexError
+ num_consts = Z3_model_get_num_consts(self.ctx.ref(), self.model)
+ if (idx < num_consts):
+ return FuncDeclRef(Z3_model_get_const_decl(self.ctx.ref(), self.model, idx), self.ctx)
+ else:
+ return FuncDeclRef(Z3_model_get_func_decl(self.ctx.ref(), self.model, idx - num_consts), self.ctx)
+ if isinstance(idx, FuncDeclRef):
+ return self.get_interp(idx)
+ if is_const(idx):
+ return self.get_interp(idx.decl())
+ if isinstance(idx, SortRef):
+ return self.get_universe(idx)
+ if __debug__:
+ _z3_assert(False, "Integer, Z3 declaration, or Z3 constant expected")
+ return None
+
+ def decls(self):
+ """Return a list with all symbols that have an interpreation in the model `self`.
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, x < 2, f(x) == 0)
+ >>> s.check()
+ sat
+ >>> m = s.model()
+ >>> m.decls()
+ [x, f]
+ """
+ r = []
+ for i in range(Z3_model_get_num_consts(self.ctx.ref(), self.model)):
+ r.append(FuncDeclRef(Z3_model_get_const_decl(self.ctx.ref(), self.model, i), self.ctx))
+ for i in range(Z3_model_get_num_funcs(self.ctx.ref(), self.model)):
+ r.append(FuncDeclRef(Z3_model_get_func_decl(self.ctx.ref(), self.model, i), self.ctx))
+ return r
+
+def is_as_array(n):
+ """Return true if n is a Z3 expression of the form (_ as-array f)."""
+ return isinstance(n, ExprRef) and Z3_is_as_array(n.ctx.ref(), n.as_ast())
+
+def get_as_array_func(n):
+ """Return the function declaration f associated with a Z3 expression of the form (_ as-array f)."""
+ if __debug__:
+ _z3_assert(is_as_array(n), "as-array Z3 expression expected.")
+ return FuncDeclRef(Z3_get_as_array_func_decl(n.ctx.ref(), n.as_ast()), n.ctx)
+
+#########################################
+#
+# Statistics
+#
+#########################################
+class Statistics:
+ """Statistics for `Solver.check()`."""
+
+ def __init__(self, stats, ctx):
+ self.stats = stats
+ self.ctx = ctx
+ Z3_stats_inc_ref(self.ctx.ref(), self.stats)
+
+ def __deepcopy__(self, memo={}):
+ return Statistics(self.stats, self.ctx)
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_stats_dec_ref(self.ctx.ref(), self.stats)
+
+ def __repr__(self):
+ if in_html_mode():
+ out = io.StringIO()
+ even = True
+ out.write(u('<table border="1" cellpadding="2" cellspacing="0">'))
+ for k, v in self:
+ if even:
+ out.write(u('<tr style="background-color:#CFCFCF">'))
+ even = False
+ else:
+ out.write(u('<tr>'))
+ even = True
+ out.write(u('<td>%s</td><td>%s</td></tr>' % (k, v)))
+ out.write(u('</table>'))
+ return out.getvalue()
+ else:
+ return Z3_stats_to_string(self.ctx.ref(), self.stats)
+
+ def __len__(self):
+ """Return the number of statistical counters.
+
+ >>> x = Int('x')
+ >>> s = Then('simplify', 'nlsat').solver()
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ >>> st = s.statistics()
+ >>> len(st)
+ 6
+ """
+ return int(Z3_stats_size(self.ctx.ref(), self.stats))
+
+ def __getitem__(self, idx):
+ """Return the value of statistical counter at position `idx`. The result is a pair (key, value).
+
+ >>> x = Int('x')
+ >>> s = Then('simplify', 'nlsat').solver()
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ >>> st = s.statistics()
+ >>> len(st)
+ 6
+ >>> st[0]
+ ('nlsat propagations', 2)
+ >>> st[1]
+ ('nlsat stages', 2)
+ """
+ if idx >= len(self):
+ raise IndexError
+ if Z3_stats_is_uint(self.ctx.ref(), self.stats, idx):
+ val = int(Z3_stats_get_uint_value(self.ctx.ref(), self.stats, idx))
+ else:
+ val = Z3_stats_get_double_value(self.ctx.ref(), self.stats, idx)
+ return (Z3_stats_get_key(self.ctx.ref(), self.stats, idx), val)
+
+ def keys(self):
+ """Return the list of statistical counters.
+
+ >>> x = Int('x')
+ >>> s = Then('simplify', 'nlsat').solver()
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ >>> st = s.statistics()
+ """
+ return [Z3_stats_get_key(self.ctx.ref(), self.stats, idx) for idx in range(len(self))]
+
+ def get_key_value(self, key):
+ """Return the value of a particular statistical counter.
+
+ >>> x = Int('x')
+ >>> s = Then('simplify', 'nlsat').solver()
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ >>> st = s.statistics()
+ >>> st.get_key_value('nlsat propagations')
+ 2
+ """
+ for idx in range(len(self)):
+ if key == Z3_stats_get_key(self.ctx.ref(), self.stats, idx):
+ if Z3_stats_is_uint(self.ctx.ref(), self.stats, idx):
+ return int(Z3_stats_get_uint_value(self.ctx.ref(), self.stats, idx))
+ else:
+ return Z3_stats_get_double_value(self.ctx.ref(), self.stats, idx)
+ raise Z3Exception("unknown key")
+
+ def __getattr__(self, name):
+ """Access the value of statistical using attributes.
+
+ Remark: to access a counter containing blank spaces (e.g., 'nlsat propagations'),
+ we should use '_' (e.g., 'nlsat_propagations').
+
+ >>> x = Int('x')
+ >>> s = Then('simplify', 'nlsat').solver()
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ >>> st = s.statistics()
+ >>> st.nlsat_propagations
+ 2
+ >>> st.nlsat_stages
+ 2
+ """
+ key = name.replace('_', ' ')
+ try:
+ return self.get_key_value(key)
+ except Z3Exception:
+ raise AttributeError
+
+#########################################
+#
+# Solver
+#
+#########################################
+class CheckSatResult:
+ """Represents the result of a satisfiability check: sat, unsat, unknown.
+
+ >>> s = Solver()
+ >>> s.check()
+ sat
+ >>> r = s.check()
+ >>> isinstance(r, CheckSatResult)
+ True
+ """
+
+ def __init__(self, r):
+ self.r = r
+
+ def __deepcopy__(self, memo={}):
+ return CheckSatResult(self.r)
+
+ def __eq__(self, other):
+ return isinstance(other, CheckSatResult) and self.r == other.r
+
+ def __ne__(self, other):
+ return not self.__eq__(other)
+
+ def __repr__(self):
+ if in_html_mode():
+ if self.r == Z3_L_TRUE:
+ return "<b>sat</b>"
+ elif self.r == Z3_L_FALSE:
+ return "<b>unsat</b>"
+ else:
+ return "<b>unknown</b>"
+ else:
+ if self.r == Z3_L_TRUE:
+ return "sat"
+ elif self.r == Z3_L_FALSE:
+ return "unsat"
+ else:
+ return "unknown"
+
+sat = CheckSatResult(Z3_L_TRUE)
+unsat = CheckSatResult(Z3_L_FALSE)
+unknown = CheckSatResult(Z3_L_UNDEF)
+
+class Solver(Z3PPObject):
+ """Solver API provides methods for implementing the main SMT 2.0 commands: push, pop, check, get-model, etc."""
+
+ def __init__(self, solver=None, ctx=None):
+ assert solver is None or ctx is not None
+ self.ctx = _get_ctx(ctx)
+ self.solver = None
+ if solver is None:
+ self.solver = Z3_mk_solver(self.ctx.ref())
+ else:
+ self.solver = solver
+ Z3_solver_inc_ref(self.ctx.ref(), self.solver)
+
+ def __deepcopy__(self, memo={}):
+ return Solver(self.solver, self.ctx)
+
+ def __del__(self):
+ if self.solver is not None and self.ctx.ref() is not None:
+ Z3_solver_dec_ref(self.ctx.ref(), self.solver)
+
+ def set(self, *args, **keys):
+ """Set a configuration option. The method `help()` return a string containing all available options.
+
+ >>> s = Solver()
+ >>> # The option MBQI can be set using three different approaches.
+ >>> s.set(mbqi=True)
+ >>> s.set('MBQI', True)
+ >>> s.set(':mbqi', True)
+ """
+ p = args2params(args, keys, self.ctx)
+ Z3_solver_set_params(self.ctx.ref(), self.solver, p.params)
+
+ def push(self):
+ """Create a backtracking point.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0)
+ >>> s
+ [x > 0]
+ >>> s.push()
+ >>> s.add(x < 1)
+ >>> s
+ [x > 0, x < 1]
+ >>> s.check()
+ unsat
+ >>> s.pop()
+ >>> s.check()
+ sat
+ >>> s
+ [x > 0]
+ """
+ Z3_solver_push(self.ctx.ref(), self.solver)
+
+ def pop(self, num=1):
+ """Backtrack \c num backtracking points.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0)
+ >>> s
+ [x > 0]
+ >>> s.push()
+ >>> s.add(x < 1)
+ >>> s
+ [x > 0, x < 1]
+ >>> s.check()
+ unsat
+ >>> s.pop()
+ >>> s.check()
+ sat
+ >>> s
+ [x > 0]
+ """
+ Z3_solver_pop(self.ctx.ref(), self.solver, num)
+
+ def num_scopes(self):
+ """Return the current number of backtracking points.
+
+ >>> s = Solver()
+ >>> s.num_scopes()
+ 0L
+ >>> s.push()
+ >>> s.num_scopes()
+ 1L
+ >>> s.push()
+ >>> s.num_scopes()
+ 2L
+ >>> s.pop()
+ >>> s.num_scopes()
+ 1L
+ """
+ return Z3_solver_get_num_scopes(self.ctx.ref(), self.solver)
+
+ def reset(self):
+ """Remove all asserted constraints and backtracking points created using `push()`.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0)
+ >>> s
+ [x > 0]
+ >>> s.reset()
+ >>> s
+ []
+ """
+ Z3_solver_reset(self.ctx.ref(), self.solver)
+
+ def assert_exprs(self, *args):
+ """Assert constraints into the solver.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.assert_exprs(x > 0, x < 2)
+ >>> s
+ [x > 0, x < 2]
+ """
+ args = _get_args(args)
+ s = BoolSort(self.ctx)
+ for arg in args:
+ if isinstance(arg, Goal) or isinstance(arg, AstVector):
+ for f in arg:
+ Z3_solver_assert(self.ctx.ref(), self.solver, f.as_ast())
+ else:
+ arg = s.cast(arg)
+ Z3_solver_assert(self.ctx.ref(), self.solver, arg.as_ast())
+
+ def add(self, *args):
+ """Assert constraints into the solver.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0, x < 2)
+ >>> s
+ [x > 0, x < 2]
+ """
+ self.assert_exprs(*args)
+
+ def __iadd__(self, fml):
+ self.add(fml)
+ return self
+
+ def append(self, *args):
+ """Assert constraints into the solver.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.append(x > 0, x < 2)
+ >>> s
+ [x > 0, x < 2]
+ """
+ self.assert_exprs(*args)
+
+ def insert(self, *args):
+ """Assert constraints into the solver.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.insert(x > 0, x < 2)
+ >>> s
+ [x > 0, x < 2]
+ """
+ self.assert_exprs(*args)
+
+ def assert_and_track(self, a, p):
+ """Assert constraint `a` and track it in the unsat core using the Boolean constant `p`.
+
+ If `p` is a string, it will be automatically converted into a Boolean constant.
+
+ >>> x = Int('x')
+ >>> p3 = Bool('p3')
+ >>> s = Solver()
+ >>> s.set(unsat_core=True)
+ >>> s.assert_and_track(x > 0, 'p1')
+ >>> s.assert_and_track(x != 1, 'p2')
+ >>> s.assert_and_track(x < 0, p3)
+ >>> print(s.check())
+ unsat
+ >>> c = s.unsat_core()
+ >>> len(c)
+ 2
+ >>> Bool('p1') in c
+ True
+ >>> Bool('p2') in c
+ False
+ >>> p3 in c
+ True
+ """
+ if isinstance(p, str):
+ p = Bool(p, self.ctx)
+ _z3_assert(isinstance(a, BoolRef), "Boolean expression expected")
+ _z3_assert(isinstance(p, BoolRef) and is_const(p), "Boolean expression expected")
+ Z3_solver_assert_and_track(self.ctx.ref(), self.solver, a.as_ast(), p.as_ast())
+
+ def check(self, *assumptions):
+ """Check whether the assertions in the given solver plus the optional assumptions are consistent or not.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.check()
+ sat
+ >>> s.add(x > 0, x < 2)
+ >>> s.check()
+ sat
+ >>> s.model()
+ [x = 1]
+ >>> s.add(x < 1)
+ >>> s.check()
+ unsat
+ >>> s.reset()
+ >>> s.add(2**x == 4)
+ >>> s.check()
+ unknown
+ """
+ assumptions = _get_args(assumptions)
+ num = len(assumptions)
+ _assumptions = (Ast * num)()
+ for i in range(num):
+ _assumptions[i] = assumptions[i].as_ast()
+ r = Z3_solver_check_assumptions(self.ctx.ref(), self.solver, num, _assumptions)
+ return CheckSatResult(r)
+
+ def model(self):
+ """Return a model for the last `check()`.
+
+ This function raises an exception if
+ a model is not available (e.g., last `check()` returned unsat).
+
+ >>> s = Solver()
+ >>> a = Int('a')
+ >>> s.add(a + 2 == 0)
+ >>> s.check()
+ sat
+ >>> s.model()
+ [a = -2]
+ """
+ try:
+ return ModelRef(Z3_solver_get_model(self.ctx.ref(), self.solver), self.ctx)
+ except Z3Exception:
+ raise Z3Exception("model is not available")
+
+ def unsat_core(self):
+ """Return a subset (as an AST vector) of the assumptions provided to the last check().
+
+ These are the assumptions Z3 used in the unsatisfiability proof.
+ Assumptions are available in Z3. They are used to extract unsatisfiable cores.
+ They may be also used to "retract" assumptions. Note that, assumptions are not really
+ "soft constraints", but they can be used to implement them.
+
+ >>> p1, p2, p3 = Bools('p1 p2 p3')
+ >>> x, y = Ints('x y')
+ >>> s = Solver()
+ >>> s.add(Implies(p1, x > 0))
+ >>> s.add(Implies(p2, y > x))
+ >>> s.add(Implies(p2, y < 1))
+ >>> s.add(Implies(p3, y > -3))
+ >>> s.check(p1, p2, p3)
+ unsat
+ >>> core = s.unsat_core()
+ >>> len(core)
+ 2
+ >>> p1 in core
+ True
+ >>> p2 in core
+ True
+ >>> p3 in core
+ False
+ >>> # "Retracting" p2
+ >>> s.check(p1, p3)
+ sat
+ """
+ return AstVector(Z3_solver_get_unsat_core(self.ctx.ref(), self.solver), self.ctx)
+
+ def consequences(self, assumptions, variables):
+ """Determine fixed values for the variables based on the solver state and assumptions.
+ >>> s = Solver()
+ >>> a, b, c, d = Bools('a b c d')
+ >>> s.add(Implies(a,b), Implies(b, c))
+ >>> s.consequences([a],[b,c,d])
+ (sat, [Implies(a, b), Implies(a, c)])
+ >>> s.consequences([Not(c),d],[a,b,c,d])
+ (sat, [Implies(d, d), Implies(Not(c), Not(c)), Implies(Not(c), Not(b)), Implies(Not(c), Not(a))])
+ """
+ if isinstance(assumptions, list):
+ _asms = AstVector(None, self.ctx)
+ for a in assumptions:
+ _asms.push(a)
+ assumptions = _asms
+ if isinstance(variables, list):
+ _vars = AstVector(None, self.ctx)
+ for a in variables:
+ _vars.push(a)
+ variables = _vars
+ _z3_assert(isinstance(assumptions, AstVector), "ast vector expected")
+ _z3_assert(isinstance(variables, AstVector), "ast vector expected")
+ consequences = AstVector(None, self.ctx)
+ r = Z3_solver_get_consequences(self.ctx.ref(), self.solver, assumptions.vector, variables.vector, consequences.vector)
+ sz = len(consequences)
+ consequences = [ consequences[i] for i in range(sz) ]
+ return CheckSatResult(r), consequences
+
+ def from_file(self, filename):
+ """Parse assertions from a file"""
+ try:
+ Z3_solver_from_file(self.ctx.ref(), self.solver, filename)
+ except Z3Exception as e:
+ _handle_parse_error(e, self.ctx)
+
+ def from_string(self, s):
+ """Parse assertions from a string"""
+ try:
+ Z3_solver_from_string(self.ctx.ref(), self.solver, s)
+ except Z3Exception as e:
+ _handle_parse_error(e, self.ctx)
+
+ def proof(self):
+ """Return a proof for the last `check()`. Proof construction must be enabled."""
+ return _to_expr_ref(Z3_solver_get_proof(self.ctx.ref(), self.solver), self.ctx)
+
+ def assertions(self):
+ """Return an AST vector containing all added constraints.
+
+ >>> s = Solver()
+ >>> s.assertions()
+ []
+ >>> a = Int('a')
+ >>> s.add(a > 0)
+ >>> s.add(a < 10)
+ >>> s.assertions()
+ [a > 0, a < 10]
+ """
+ return AstVector(Z3_solver_get_assertions(self.ctx.ref(), self.solver), self.ctx)
+
+ def statistics(self):
+ """Return statistics for the last `check()`.
+
+ >>> s = SimpleSolver()
+ >>> x = Int('x')
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ >>> st = s.statistics()
+ >>> st.get_key_value('final checks')
+ 1
+ >>> len(st) > 0
+ True
+ >>> st[0] != 0
+ True
+ """
+ return Statistics(Z3_solver_get_statistics(self.ctx.ref(), self.solver), self.ctx)
+
+ def reason_unknown(self):
+ """Return a string describing why the last `check()` returned `unknown`.
+
+ >>> x = Int('x')
+ >>> s = SimpleSolver()
+ >>> s.add(2**x == 4)
+ >>> s.check()
+ unknown
+ >>> s.reason_unknown()
+ '(incomplete (theory arithmetic))'
+ """
+ return Z3_solver_get_reason_unknown(self.ctx.ref(), self.solver)
+
+ def help(self):
+ """Display a string describing all available options."""
+ print(Z3_solver_get_help(self.ctx.ref(), self.solver))
+
+ def param_descrs(self):
+ """Return the parameter description set."""
+ return ParamDescrsRef(Z3_solver_get_param_descrs(self.ctx.ref(), self.solver), self.ctx)
+
+ def __repr__(self):
+ """Return a formatted string with all added constraints."""
+ return obj_to_string(self)
+
+ def translate(self, target):
+ """Translate `self` to the context `target`. That is, return a copy of `self` in the context `target`.
+
+ >>> c1 = Context()
+ >>> c2 = Context()
+ >>> s1 = Solver(ctx=c1)
+ >>> s2 = s1.translate(c2)
+ """
+ if __debug__:
+ _z3_assert(isinstance(target, Context), "argument must be a Z3 context")
+ solver = Z3_solver_translate(self.ctx.ref(), self.solver, target.ref())
+ return Solver(solver, target)
+
+ def sexpr(self):
+ """Return a formatted string (in Lisp-like format) with all added constraints. We say the string is in s-expression format.
+
+ >>> x = Int('x')
+ >>> s = Solver()
+ >>> s.add(x > 0)
+ >>> s.add(x < 2)
+ >>> r = s.sexpr()
+ """
+ return Z3_solver_to_string(self.ctx.ref(), self.solver)
+
+ def to_smt2(self):
+ """return SMTLIB2 formatted benchmark for solver's assertions"""
+ es = self.assertions()
+ sz = len(es)
+ sz1 = sz
+ if sz1 > 0:
+ sz1 -= 1
+ v = (Ast * sz1)()
+ for i in range(sz1):
+ v[i] = es[i].as_ast()
+ if sz > 0:
+ e = es[sz1].as_ast()
+ else:
+ e = BoolVal(True, self.ctx).as_ast()
+ return Z3_benchmark_to_smtlib_string(self.ctx.ref(), "benchmark generated from python API", "", "unknown", "", sz1, v, e)
+
+def SolverFor(logic, ctx=None):
+ """Create a solver customized for the given logic.
+
+ The parameter `logic` is a string. It should be contains
+ the name of a SMT-LIB logic.
+ See http://www.smtlib.org/ for the name of all available logics.
+
+ >>> s = SolverFor("QF_LIA")
+ >>> x = Int('x')
+ >>> s.add(x > 0)
+ >>> s.add(x < 2)
+ >>> s.check()
+ sat
+ >>> s.model()
+ [x = 1]
+ """
+ ctx = _get_ctx(ctx)
+ logic = to_symbol(logic)
+ return Solver(Z3_mk_solver_for_logic(ctx.ref(), logic), ctx)
+
+def SimpleSolver(ctx=None):
+ """Return a simple general purpose solver with limited amount of preprocessing.
+
+ >>> s = SimpleSolver()
+ >>> x = Int('x')
+ >>> s.add(x > 0)
+ >>> s.check()
+ sat
+ """
+ ctx = _get_ctx(ctx)
+ return Solver(Z3_mk_simple_solver(ctx.ref()), ctx)
+
+#########################################
+#
+# Fixedpoint
+#
+#########################################
+
+class Fixedpoint(Z3PPObject):
+ """Fixedpoint API provides methods for solving with recursive predicates"""
+
+ def __init__(self, fixedpoint=None, ctx=None):
+ assert fixedpoint is None or ctx is not None
+ self.ctx = _get_ctx(ctx)
+ self.fixedpoint = None
+ if fixedpoint is None:
+ self.fixedpoint = Z3_mk_fixedpoint(self.ctx.ref())
+ else:
+ self.fixedpoint = fixedpoint
+ Z3_fixedpoint_inc_ref(self.ctx.ref(), self.fixedpoint)
+ self.vars = []
+
+ def __deepcopy__(self, memo={}):
+ return FixedPoint(self.fixedpoint, self.ctx)
+
+ def __del__(self):
+ if self.fixedpoint is not None and self.ctx.ref() is not None:
+ Z3_fixedpoint_dec_ref(self.ctx.ref(), self.fixedpoint)
+
+ def set(self, *args, **keys):
+ """Set a configuration option. The method `help()` return a string containing all available options.
+ """
+ p = args2params(args, keys, self.ctx)
+ Z3_fixedpoint_set_params(self.ctx.ref(), self.fixedpoint, p.params)
+
+ def help(self):
+ """Display a string describing all available options."""
+ print(Z3_fixedpoint_get_help(self.ctx.ref(), self.fixedpoint))
+
+ def param_descrs(self):
+ """Return the parameter description set."""
+ return ParamDescrsRef(Z3_fixedpoint_get_param_descrs(self.ctx.ref(), self.fixedpoint), self.ctx)
+
+ def assert_exprs(self, *args):
+ """Assert constraints as background axioms for the fixedpoint solver."""
+ args = _get_args(args)
+ s = BoolSort(self.ctx)
+ for arg in args:
+ if isinstance(arg, Goal) or isinstance(arg, AstVector):
+ for f in arg:
+ f = self.abstract(f)
+ Z3_fixedpoint_assert(self.ctx.ref(), self.fixedpoint, f.as_ast())
+ else:
+ arg = s.cast(arg)
+ arg = self.abstract(arg)
+ Z3_fixedpoint_assert(self.ctx.ref(), self.fixedpoint, arg.as_ast())
+
+ def add(self, *args):
+ """Assert constraints as background axioms for the fixedpoint solver. Alias for assert_expr."""
+ self.assert_exprs(*args)
+
+ def __iadd__(self, fml):
+ self.add(fml)
+ return self
+
+ def append(self, *args):
+ """Assert constraints as background axioms for the fixedpoint solver. Alias for assert_expr."""
+ self.assert_exprs(*args)
+
+ def insert(self, *args):
+ """Assert constraints as background axioms for the fixedpoint solver. Alias for assert_expr."""
+ self.assert_exprs(*args)
+
+ def add_rule(self, head, body = None, name = None):
+ """Assert rules defining recursive predicates to the fixedpoint solver.
+ >>> a = Bool('a')
+ >>> b = Bool('b')
+ >>> s = Fixedpoint()
+ >>> s.register_relation(a.decl())
+ >>> s.register_relation(b.decl())
+ >>> s.fact(a)
+ >>> s.rule(b, a)
+ >>> s.query(b)
+ sat
+ """
+ if name is None:
+ name = ""
+ name = to_symbol(name, self.ctx)
+ if body is None:
+ head = self.abstract(head)
+ Z3_fixedpoint_add_rule(self.ctx.ref(), self.fixedpoint, head.as_ast(), name)
+ else:
+ body = _get_args(body)
+ f = self.abstract(Implies(And(body, self.ctx),head))
+ Z3_fixedpoint_add_rule(self.ctx.ref(), self.fixedpoint, f.as_ast(), name)
+
+ def rule(self, head, body = None, name = None):
+ """Assert rules defining recursive predicates to the fixedpoint solver. Alias for add_rule."""
+ self.add_rule(head, body, name)
+
+ def fact(self, head, name = None):
+ """Assert facts defining recursive predicates to the fixedpoint solver. Alias for add_rule."""
+ self.add_rule(head, None, name)
+
+ def query(self, *query):
+ """Query the fixedpoint engine whether formula is derivable.
+ You can also pass an tuple or list of recursive predicates.
+ """
+ query = _get_args(query)
+ sz = len(query)
+ if sz >= 1 and isinstance(query[0], FuncDeclRef):
+ _decls = (FuncDecl * sz)()
+ i = 0
+ for q in query:
+ _decls[i] = q.ast
+ i = i + 1
+ r = Z3_fixedpoint_query_relations(self.ctx.ref(), self.fixedpoint, sz, _decls)
+ else:
+ if sz == 1:
+ query = query[0]
+ else:
+ query = And(query, self.ctx)
+ query = self.abstract(query, False)
+ r = Z3_fixedpoint_query(self.ctx.ref(), self.fixedpoint, query.as_ast())
+ return CheckSatResult(r)
+
+ def query_from_lvl (self, lvl, *query):
+ """Query the fixedpoint engine whether formula is derivable starting at the given query level.
+ """
+ query = _get_args(query)
+ sz = len(query)
+ if sz >= 1 and isinstance(query[0], FuncDecl):
+ _z3_assert (False, "unsupported")
+ else:
+ if sz == 1:
+ query = query[0]
+ else:
+ query = And(query)
+ query = self.abstract(query, False)
+ r = Z3_fixedpoint_query_from_lvl (self.ctx.ref(), self.fixedpoint, query.as_ast(), lvl)
+ return CheckSatResult(r)
+
+ def push(self):
+ """create a backtracking point for added rules, facts and assertions"""
+ Z3_fixedpoint_push(self.ctx.ref(), self.fixedpoint)
+
+ def pop(self):
+ """restore to previously created backtracking point"""
+ Z3_fixedpoint_pop(self.ctx.ref(), self.fixedpoint)
+
+ def update_rule(self, head, body, name):
+ """update rule"""
+ if name is None:
+ name = ""
+ name = to_symbol(name, self.ctx)
+ body = _get_args(body)
+ f = self.abstract(Implies(And(body, self.ctx),head))
+ Z3_fixedpoint_update_rule(self.ctx.ref(), self.fixedpoint, f.as_ast(), name)
+
+ def get_answer(self):
+ """Retrieve answer from last query call."""
+ r = Z3_fixedpoint_get_answer(self.ctx.ref(), self.fixedpoint)
+ return _to_expr_ref(r, self.ctx)
+
+ def get_ground_sat_answer(self):
+ """Retrieve a ground cex from last query call."""
+ r = Z3_fixedpoint_get_ground_sat_answer(self.ctx.ref(), self.fixedpoint)
+ return _to_expr_ref(r, self.ctx)
+
+ def get_rules_along_trace(self):
+ """retrieve rules along the counterexample trace"""
+ return AstVector(Z3_fixedpoint_get_rules_along_trace(self.ctx.ref(), self.fixedpoint), self.ctx)
+
+ def get_rule_names_along_trace(self):
+ """retrieve rule names along the counterexample trace"""
+ # this is a hack as I don't know how to return a list of symbols from C++;
+ # obtain names as a single string separated by semicolons
+ names = _symbol2py (self.ctx, Z3_fixedpoint_get_rule_names_along_trace(self.ctx.ref(), self.fixedpoint))
+ # split into individual names
+ return names.split (';')
+
+ def get_num_levels(self, predicate):
+ """Retrieve number of levels used for predicate in PDR engine"""
+ return Z3_fixedpoint_get_num_levels(self.ctx.ref(), self.fixedpoint, predicate.ast)
+
+ def get_cover_delta(self, level, predicate):
+ """Retrieve properties known about predicate for the level'th unfolding. -1 is treated as the limit (infinity)"""
+ r = Z3_fixedpoint_get_cover_delta(self.ctx.ref(), self.fixedpoint, level, predicate.ast)
+ return _to_expr_ref(r, self.ctx)
+
+ def add_cover(self, level, predicate, property):
+ """Add property to predicate for the level'th unfolding. -1 is treated as infinity (infinity)"""
+ Z3_fixedpoint_add_cover(self.ctx.ref(), self.fixedpoint, level, predicate.ast, property.ast)
+
+ def register_relation(self, *relations):
+ """Register relation as recursive"""
+ relations = _get_args(relations)
+ for f in relations:
+ Z3_fixedpoint_register_relation(self.ctx.ref(), self.fixedpoint, f.ast)
+
+ def set_predicate_representation(self, f, *representations):
+ """Control how relation is represented"""
+ representations = _get_args(representations)
+ representations = [to_symbol(s) for s in representations]
+ sz = len(representations)
+ args = (Symbol * sz)()
+ for i in range(sz):
+ args[i] = representations[i]
+ Z3_fixedpoint_set_predicate_representation(self.ctx.ref(), self.fixedpoint, f.ast, sz, args)
+
+ def parse_string(self, s):
+ """Parse rules and queries from a string"""
+ try:
+ return AstVector(Z3_fixedpoint_from_string(self.ctx.ref(), self.fixedpoint, s), self.ctx)
+ except Z3Exception as e:
+ _handle_parse_error(e, self.ctx)
+
+ def parse_file(self, f):
+ """Parse rules and queries from a file"""
+ try:
+ return AstVector(Z3_fixedpoint_from_file(self.ctx.ref(), self.fixedpoint, f), self.ctx)
+ except Z3Exception as e:
+ _handle_parse_error(e, self.ctx)
+
+ def get_rules(self):
+ """retrieve rules that have been added to fixedpoint context"""
+ return AstVector(Z3_fixedpoint_get_rules(self.ctx.ref(), self.fixedpoint), self.ctx)
+
+ def get_assertions(self):
+ """retrieve assertions that have been added to fixedpoint context"""
+ return AstVector(Z3_fixedpoint_get_assertions(self.ctx.ref(), self.fixedpoint), self.ctx)
+
+ def __repr__(self):
+ """Return a formatted string with all added rules and constraints."""
+ return self.sexpr()
+
+ def sexpr(self):
+ """Return a formatted string (in Lisp-like format) with all added constraints. We say the string is in s-expression format.
+ """
+ return Z3_fixedpoint_to_string(self.ctx.ref(), self.fixedpoint, 0, (Ast * 0)())
+
+ def to_string(self, queries):
+ """Return a formatted string (in Lisp-like format) with all added constraints.
+ We say the string is in s-expression format.
+ Include also queries.
+ """
+ args, len = _to_ast_array(queries)
+ return Z3_fixedpoint_to_string(self.ctx.ref(), self.fixedpoint, len, args)
+
+ def statistics(self):
+ """Return statistics for the last `query()`.
+ """
+ return Statistics(Z3_fixedpoint_get_statistics(self.ctx.ref(), self.fixedpoint), self.ctx)
+
+ def reason_unknown(self):
+ """Return a string describing why the last `query()` returned `unknown`.
+ """
+ return Z3_fixedpoint_get_reason_unknown(self.ctx.ref(), self.fixedpoint)
+
+ def declare_var(self, *vars):
+ """Add variable or several variables.
+ The added variable or variables will be bound in the rules
+ and queries
+ """
+ vars = _get_args(vars)
+ for v in vars:
+ self.vars += [v]
+
+ def abstract(self, fml, is_forall=True):
+ if self.vars == []:
+ return fml
+ if is_forall:
+ return ForAll(self.vars, fml)
+ else:
+ return Exists(self.vars, fml)
+
+
+#########################################
+#
+# Finite domains
+#
+#########################################
+
+class FiniteDomainSortRef(SortRef):
+ """Finite domain sort."""
+
+ def size(self):
+ """Return the size of the finite domain sort"""
+ r = (ctype.c_ulonglong * 1)()
+ if Z3_get_finite_domain_sort_size(self.ctx_ref(), self.ast(), r):
+ return r[0]
+ else:
+ raise Z3Exception("Failed to retrieve finite domain sort size")
+
+def FiniteDomainSort(name, sz, ctx=None):
+ """Create a named finite domain sort of a given size sz"""
+ if not isinstance(name, Symbol):
+ name = to_symbol(name)
+ ctx = _get_ctx(ctx)
+ return FiniteDomainSortRef(Z3_mk_finite_domain_sort(ctx.ref(), name, sz), ctx)
+
+def is_finite_domain_sort(s):
+ """Return True if `s` is a Z3 finite-domain sort.
+
+ >>> is_finite_domain_sort(FiniteDomainSort('S', 100))
+ True
+ >>> is_finite_domain_sort(IntSort())
+ False
+ """
+ return isinstance(s, FiniteDomainSortRef)
+
+
+class FiniteDomainRef(ExprRef):
+ """Finite-domain expressions."""
+
+ def sort(self):
+ """Return the sort of the finite-domain expression `self`."""
+ return FiniteDomainSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def as_string(self):
+ """Return a Z3 floating point expression as a Python string."""
+ return Z3_ast_to_string(self.ctx_ref(), self.as_ast())
+
+def is_finite_domain(a):
+ """Return `True` if `a` is a Z3 finite-domain expression.
+
+ >>> s = FiniteDomainSort('S', 100)
+ >>> b = Const('b', s)
+ >>> is_finite_domain(b)
+ True
+ >>> is_finite_domain(Int('x'))
+ False
+ """
+ return isinstance(a, FiniteDomainRef)
+
+
+class FiniteDomainNumRef(FiniteDomainRef):
+ """Integer values."""
+
+ def as_long(self):
+ """Return a Z3 finite-domain numeral as a Python long (bignum) numeral.
+
+ >>> s = FiniteDomainSort('S', 100)
+ >>> v = FiniteDomainVal(3, s)
+ >>> v
+ 3
+ >>> v.as_long() + 1
+ 4
+ """
+ return int(self.as_string())
+
+ def as_string(self):
+ """Return a Z3 finite-domain numeral as a Python string.
+
+ >>> s = FiniteDomainSort('S', 100)
+ >>> v = FiniteDomainVal(42, s)
+ >>> v.as_string()
+ '42'
+ """
+ return Z3_get_numeral_string(self.ctx_ref(), self.as_ast())
+
+
+def FiniteDomainVal(val, sort, ctx=None):
+ """Return a Z3 finite-domain value. If `ctx=None`, then the global context is used.
+
+ >>> s = FiniteDomainSort('S', 256)
+ >>> FiniteDomainVal(255, s)
+ 255
+ >>> FiniteDomainVal('100', s)
+ 100
+ """
+ if __debug__:
+ _z3_assert(is_finite_domain_sort(sort), "Expected finite-domain sort" )
+ ctx = sort.ctx
+ return FiniteDomainNumRef(Z3_mk_numeral(ctx.ref(), _to_int_str(val), sort.ast), ctx)
+
+def is_finite_domain_value(a):
+ """Return `True` if `a` is a Z3 finite-domain value.
+
+ >>> s = FiniteDomainSort('S', 100)
+ >>> b = Const('b', s)
+ >>> is_finite_domain_value(b)
+ False
+ >>> b = FiniteDomainVal(10, s)
+ >>> b
+ 10
+ >>> is_finite_domain_value(b)
+ True
+ """
+ return is_finite_domain(a) and _is_numeral(a.ctx, a.as_ast())
+
+
+#########################################
+#
+# Optimize
+#
+#########################################
+
+class OptimizeObjective:
+ def __init__(self, opt, value, is_max):
+ self._opt = opt
+ self._value = value
+ self._is_max = is_max
+
+ def lower(self):
+ opt = self._opt
+ return _to_expr_ref(Z3_optimize_get_lower(opt.ctx.ref(), opt.optimize, self._value), opt.ctx)
+
+ def upper(self):
+ opt = self._opt
+ return _to_expr_ref(Z3_optimize_get_upper(opt.ctx.ref(), opt.optimize, self._value), opt.ctx)
+
+ def lower_values(self):
+ opt = self._opt
+ return AstVector(Z3_optimize_get_lower_as_vector(opt.ctx.ref(), opt.optimize, self._value), opt.ctx)
+
+ def upper_values(self):
+ opt = self._opt
+ return AstVector(Z3_optimize_get_upper_as_vector(opt.ctx.ref(), opt.optimize, self._value), opt.ctx)
+
+ def value(self):
+ if self._is_max:
+ return self.upper()
+ else:
+ return self.lower()
+
+ def __str__(self):
+ return "%s:%s" % (self._value, self._is_max)
+
+
+class Optimize(Z3PPObject):
+ """Optimize API provides methods for solving using objective functions and weighted soft constraints"""
+
+ def __init__(self, ctx=None):
+ self.ctx = _get_ctx(ctx)
+ self.optimize = Z3_mk_optimize(self.ctx.ref())
+ Z3_optimize_inc_ref(self.ctx.ref(), self.optimize)
+
+ def __deepcopy__(self, memo={}):
+ return Optimize(self.optimize, self.ctx)
+
+ def __del__(self):
+ if self.optimize is not None and self.ctx.ref() is not None:
+ Z3_optimize_dec_ref(self.ctx.ref(), self.optimize)
+
+ def set(self, *args, **keys):
+ """Set a configuration option. The method `help()` return a string containing all available options.
+ """
+ p = args2params(args, keys, self.ctx)
+ Z3_optimize_set_params(self.ctx.ref(), self.optimize, p.params)
+
+ def help(self):
+ """Display a string describing all available options."""
+ print(Z3_optimize_get_help(self.ctx.ref(), self.optimize))
+
+ def param_descrs(self):
+ """Return the parameter description set."""
+ return ParamDescrsRef(Z3_optimize_get_param_descrs(self.ctx.ref(), self.optimize), self.ctx)
+
+ def assert_exprs(self, *args):
+ """Assert constraints as background axioms for the optimize solver."""
+ args = _get_args(args)
+ for arg in args:
+ if isinstance(arg, Goal) or isinstance(arg, AstVector):
+ for f in arg:
+ Z3_optimize_assert(self.ctx.ref(), self.optimize, f.as_ast())
+ else:
+ Z3_optimize_assert(self.ctx.ref(), self.optimize, arg.as_ast())
+
+ def add(self, *args):
+ """Assert constraints as background axioms for the optimize solver. Alias for assert_expr."""
+ self.assert_exprs(*args)
+
+ def __iadd__(self, fml):
+ self.add(fml)
+ return self
+
+ def add_soft(self, arg, weight = "1", id = None):
+ """Add soft constraint with optional weight and optional identifier.
+ If no weight is supplied, then the penalty for violating the soft constraint
+ is 1.
+ Soft constraints are grouped by identifiers. Soft constraints that are
+ added without identifiers are grouped by default.
+ """
+ if _is_int(weight):
+ weight = "%d" % weight
+ elif isinstance(weight, float):
+ weight = "%f" % weight
+ if not isinstance(weight, str):
+ raise Z3Exception("weight should be a string or an integer")
+ if id is None:
+ id = ""
+ id = to_symbol(id, self.ctx)
+ v = Z3_optimize_assert_soft(self.ctx.ref(), self.optimize, arg.as_ast(), weight, id)
+ return OptimizeObjective(self, v, False)
+
+ def maximize(self, arg):
+ """Add objective function to maximize."""
+ return OptimizeObjective(self, Z3_optimize_maximize(self.ctx.ref(), self.optimize, arg.as_ast()), True)
+
+ def minimize(self, arg):
+ """Add objective function to minimize."""
+ return OptimizeObjective(self, Z3_optimize_minimize(self.ctx.ref(), self.optimize, arg.as_ast()), False)
+
+ def push(self):
+ """create a backtracking point for added rules, facts and assertions"""
+ Z3_optimize_push(self.ctx.ref(), self.optimize)
+
+ def pop(self):
+ """restore to previously created backtracking point"""
+ Z3_optimize_pop(self.ctx.ref(), self.optimize)
+
+ def check(self):
+ """Check satisfiability while optimizing objective functions."""
+ return CheckSatResult(Z3_optimize_check(self.ctx.ref(), self.optimize))
+
+ def reason_unknown(self):
+ """Return a string that describes why the last `check()` returned `unknown`."""
+ return Z3_optimize_get_reason_unknown(self.ctx.ref(), self.optimize)
+
+ def model(self):
+ """Return a model for the last check()."""
+ try:
+ return ModelRef(Z3_optimize_get_model(self.ctx.ref(), self.optimize), self.ctx)
+ except Z3Exception:
+ raise Z3Exception("model is not available")
+
+ def lower(self, obj):
+ if not isinstance(obj, OptimizeObjective):
+ raise Z3Exception("Expecting objective handle returned by maximize/minimize")
+ return obj.lower()
+
+ def upper(self, obj):
+ if not isinstance(obj, OptimizeObjective):
+ raise Z3Exception("Expecting objective handle returned by maximize/minimize")
+ return obj.upper()
+
+ def lower_values(self, obj):
+ if not isinstance(obj, OptimizeObjective):
+ raise Z3Exception("Expecting objective handle returned by maximize/minimize")
+ return obj.lower_values()
+
+ def upper_values(self, obj):
+ if not isinstance(obj, OptimizeObjective):
+ raise Z3Exception("Expecting objective handle returned by maximize/minimize")
+ return obj.upper_values()
+
+ def from_file(self, filename):
+ """Parse assertions and objectives from a file"""
+ try:
+ Z3_optimize_from_file(self.ctx.ref(), self.optimize, filename)
+ except Z3Exception as e:
+ _handle_parse_error(e, self.ctx)
+
+ def from_string(self, s):
+ """Parse assertions and objectives from a string"""
+ try:
+ Z3_optimize_from_string(self.ctx.ref(), self.optimize, s)
+ except Z3Exception as e:
+ _handle_parse_error(e, self.ctx)
+
+ def assertions(self):
+ """Return an AST vector containing all added constraints."""
+ return AstVector(Z3_optimize_get_assertions(self.ctx.ref(), self.optimize), self.ctx)
+
+ def objectives(self):
+ """returns set of objective functions"""
+ return AstVector(Z3_optimize_get_objectives(self.ctx.ref(), self.optimize), self.ctx)
+
+ def __repr__(self):
+ """Return a formatted string with all added rules and constraints."""
+ return self.sexpr()
+
+ def sexpr(self):
+ """Return a formatted string (in Lisp-like format) with all added constraints. We say the string is in s-expression format.
+ """
+ return Z3_optimize_to_string(self.ctx.ref(), self.optimize)
+
+ def statistics(self):
+ """Return statistics for the last check`.
+ """
+ return Statistics(Z3_optimize_get_statistics(self.ctx.ref(), self.optimize), self.ctx)
+
+
+
+
+#########################################
+#
+# ApplyResult
+#
+#########################################
+class ApplyResult(Z3PPObject):
+ """An ApplyResult object contains the subgoals produced by a tactic when applied to a goal. It also contains model and proof converters."""
+
+ def __init__(self, result, ctx):
+ self.result = result
+ self.ctx = ctx
+ Z3_apply_result_inc_ref(self.ctx.ref(), self.result)
+
+ def __deepcopy__(self, memo={}):
+ return ApplyResult(self.result, self.ctx)
+
+ def __del__(self):
+ if self.ctx.ref() is not None:
+ Z3_apply_result_dec_ref(self.ctx.ref(), self.result)
+
+ def __len__(self):
+ """Return the number of subgoals in `self`.
+
+ >>> a, b = Ints('a b')
+ >>> g = Goal()
+ >>> g.add(Or(a == 0, a == 1), Or(b == 0, b == 1), a > b)
+ >>> t = Tactic('split-clause')
+ >>> r = t(g)
+ >>> len(r)
+ 2
+ >>> t = Then(Tactic('split-clause'), Tactic('split-clause'))
+ >>> len(t(g))
+ 4
+ >>> t = Then(Tactic('split-clause'), Tactic('split-clause'), Tactic('propagate-values'))
+ >>> len(t(g))
+ 1
+ """
+ return int(Z3_apply_result_get_num_subgoals(self.ctx.ref(), self.result))
+
+ def __getitem__(self, idx):
+ """Return one of the subgoals stored in ApplyResult object `self`.
+
+ >>> a, b = Ints('a b')
+ >>> g = Goal()
+ >>> g.add(Or(a == 0, a == 1), Or(b == 0, b == 1), a > b)
+ >>> t = Tactic('split-clause')
+ >>> r = t(g)
+ >>> r[0]
+ [a == 0, Or(b == 0, b == 1), a > b]
+ >>> r[1]
+ [a == 1, Or(b == 0, b == 1), a > b]
+ """
+ if idx >= len(self):
+ raise IndexError
+ return Goal(goal=Z3_apply_result_get_subgoal(self.ctx.ref(), self.result, idx), ctx=self.ctx)
+
+ def __repr__(self):
+ return obj_to_string(self)
+
+ def sexpr(self):
+ """Return a textual representation of the s-expression representing the set of subgoals in `self`."""
+ return Z3_apply_result_to_string(self.ctx.ref(), self.result)
+
+ def convert_model(self, model, idx=0):
+ """Convert a model for a subgoal into a model for the original goal.
+
+ >>> a, b = Ints('a b')
+ >>> g = Goal()
+ >>> g.add(Or(a == 0, a == 1), Or(b == 0, b == 1), a > b)
+ >>> t = Then(Tactic('split-clause'), Tactic('solve-eqs'))
+ >>> r = t(g)
+ >>> r[0]
+ [Or(b == 0, b == 1), Not(0 <= b)]
+ >>> r[1]
+ [Or(b == 0, b == 1), Not(1 <= b)]
+ >>> # Remark: the subgoal r[0] is unsatisfiable
+ >>> # Creating a solver for solving the second subgoal
+ >>> s = Solver()
+ >>> s.add(r[1])
+ >>> s.check()
+ sat
+ >>> s.model()
+ [b = 0]
+ >>> # Model s.model() does not assign a value to `a`
+ >>> # It is a model for subgoal `r[1]`, but not for goal `g`
+ >>> # The method convert_model creates a model for `g` from a model for `r[1]`.
+ >>> r.convert_model(s.model(), 1)
+ [b = 0, a = 1]
+ """
+ if __debug__:
+ _z3_assert(idx < len(self), "index out of bounds")
+ _z3_assert(isinstance(model, ModelRef), "Z3 Model expected")
+ return ModelRef(Z3_apply_result_convert_model(self.ctx.ref(), self.result, idx, model.model), self.ctx)
+
+ def as_expr(self):
+ """Return a Z3 expression consisting of all subgoals.
+
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 1)
+ >>> g.add(Or(x == 2, x == 3))
+ >>> r = Tactic('simplify')(g)
+ >>> r
+ [[Not(x <= 1), Or(x == 2, x == 3)]]
+ >>> r.as_expr()
+ And(Not(x <= 1), Or(x == 2, x == 3))
+ >>> r = Tactic('split-clause')(g)
+ >>> r
+ [[x > 1, x == 2], [x > 1, x == 3]]
+ >>> r.as_expr()
+ Or(And(x > 1, x == 2), And(x > 1, x == 3))
+ """
+ sz = len(self)
+ if sz == 0:
+ return BoolVal(False, self.ctx)
+ elif sz == 1:
+ return self[0].as_expr()
+ else:
+ return Or([ self[i].as_expr() for i in range(len(self)) ])
+
+#########################################
+#
+# Tactics
+#
+#########################################
+class Tactic:
+ """Tactics transform, solver and/or simplify sets of constraints (Goal). A Tactic can be converted into a Solver using the method solver().
+
+ Several combinators are available for creating new tactics using the built-in ones: Then(), OrElse(), FailIf(), Repeat(), When(), Cond().
+ """
+ def __init__(self, tactic, ctx=None):
+ self.ctx = _get_ctx(ctx)
+ self.tactic = None
+ if isinstance(tactic, TacticObj):
+ self.tactic = tactic
+ else:
+ if __debug__:
+ _z3_assert(isinstance(tactic, str), "tactic name expected")
+ try:
+ self.tactic = Z3_mk_tactic(self.ctx.ref(), str(tactic))
+ except Z3Exception:
+ raise Z3Exception("unknown tactic '%s'" % tactic)
+ Z3_tactic_inc_ref(self.ctx.ref(), self.tactic)
+
+ def __deepcopy__(self, memo={}):
+ return Tactic(self.tactic, self.ctx)
+
+ def __del__(self):
+ if self.tactic is not None and self.ctx.ref() is not None:
+ Z3_tactic_dec_ref(self.ctx.ref(), self.tactic)
+
+ def solver(self):
+ """Create a solver using the tactic `self`.
+
+ The solver supports the methods `push()` and `pop()`, but it
+ will always solve each `check()` from scratch.
+
+ >>> t = Then('simplify', 'nlsat')
+ >>> s = t.solver()
+ >>> x = Real('x')
+ >>> s.add(x**2 == 2, x > 0)
+ >>> s.check()
+ sat
+ >>> s.model()
+ [x = 1.4142135623?]
+ """
+ return Solver(Z3_mk_solver_from_tactic(self.ctx.ref(), self.tactic), self.ctx)
+
+ def apply(self, goal, *arguments, **keywords):
+ """Apply tactic `self` to the given goal or Z3 Boolean expression using the given options.
+
+ >>> x, y = Ints('x y')
+ >>> t = Tactic('solve-eqs')
+ >>> t.apply(And(x == 0, y >= x + 1))
+ [[y >= 1]]
+ """
+ if __debug__:
+ _z3_assert(isinstance(goal, Goal) or isinstance(goal, BoolRef), "Z3 Goal or Boolean expressions expected")
+ goal = _to_goal(goal)
+ if len(arguments) > 0 or len(keywords) > 0:
+ p = args2params(arguments, keywords, self.ctx)
+ return ApplyResult(Z3_tactic_apply_ex(self.ctx.ref(), self.tactic, goal.goal, p.params), self.ctx)
+ else:
+ return ApplyResult(Z3_tactic_apply(self.ctx.ref(), self.tactic, goal.goal), self.ctx)
+
+ def __call__(self, goal, *arguments, **keywords):
+ """Apply tactic `self` to the given goal or Z3 Boolean expression using the given options.
+
+ >>> x, y = Ints('x y')
+ >>> t = Tactic('solve-eqs')
+ >>> t(And(x == 0, y >= x + 1))
+ [[y >= 1]]
+ """
+ return self.apply(goal, *arguments, **keywords)
+
+ def help(self):
+ """Display a string containing a description of the available options for the `self` tactic."""
+ print(Z3_tactic_get_help(self.ctx.ref(), self.tactic))
+
+ def param_descrs(self):
+ """Return the parameter description set."""
+ return ParamDescrsRef(Z3_tactic_get_param_descrs(self.ctx.ref(), self.tactic), self.ctx)
+
+def _to_goal(a):
+ if isinstance(a, BoolRef):
+ goal = Goal(ctx = a.ctx)
+ goal.add(a)
+ return goal
+ else:
+ return a
+
+def _to_tactic(t, ctx=None):
+ if isinstance(t, Tactic):
+ return t
+ else:
+ return Tactic(t, ctx)
+
+def _and_then(t1, t2, ctx=None):
+ t1 = _to_tactic(t1, ctx)
+ t2 = _to_tactic(t2, ctx)
+ if __debug__:
+ _z3_assert(t1.ctx == t2.ctx, "Context mismatch")
+ return Tactic(Z3_tactic_and_then(t1.ctx.ref(), t1.tactic, t2.tactic), t1.ctx)
+
+def _or_else(t1, t2, ctx=None):
+ t1 = _to_tactic(t1, ctx)
+ t2 = _to_tactic(t2, ctx)
+ if __debug__:
+ _z3_assert(t1.ctx == t2.ctx, "Context mismatch")
+ return Tactic(Z3_tactic_or_else(t1.ctx.ref(), t1.tactic, t2.tactic), t1.ctx)
+
+def AndThen(*ts, **ks):
+ """Return a tactic that applies the tactics in `*ts` in sequence.
+
+ >>> x, y = Ints('x y')
+ >>> t = AndThen(Tactic('simplify'), Tactic('solve-eqs'))
+ >>> t(And(x == 0, y > x + 1))
+ [[Not(y <= 1)]]
+ >>> t(And(x == 0, y > x + 1)).as_expr()
+ Not(y <= 1)
+ """
+ if __debug__:
+ _z3_assert(len(ts) >= 2, "At least two arguments expected")
+ ctx = ks.get('ctx', None)
+ num = len(ts)
+ r = ts[0]
+ for i in range(num - 1):
+ r = _and_then(r, ts[i+1], ctx)
+ return r
+
+def Then(*ts, **ks):
+ """Return a tactic that applies the tactics in `*ts` in sequence. Shorthand for AndThen(*ts, **ks).
+
+ >>> x, y = Ints('x y')
+ >>> t = Then(Tactic('simplify'), Tactic('solve-eqs'))
+ >>> t(And(x == 0, y > x + 1))
+ [[Not(y <= 1)]]
+ >>> t(And(x == 0, y > x + 1)).as_expr()
+ Not(y <= 1)
+ """
+ return AndThen(*ts, **ks)
+
+def OrElse(*ts, **ks):
+ """Return a tactic that applies the tactics in `*ts` until one of them succeeds (it doesn't fail).
+
+ >>> x = Int('x')
+ >>> t = OrElse(Tactic('split-clause'), Tactic('skip'))
+ >>> # Tactic split-clause fails if there is no clause in the given goal.
+ >>> t(x == 0)
+ [[x == 0]]
+ >>> t(Or(x == 0, x == 1))
+ [[x == 0], [x == 1]]
+ """
+ if __debug__:
+ _z3_assert(len(ts) >= 2, "At least two arguments expected")
+ ctx = ks.get('ctx', None)
+ num = len(ts)
+ r = ts[0]
+ for i in range(num - 1):
+ r = _or_else(r, ts[i+1], ctx)
+ return r
+
+def ParOr(*ts, **ks):
+ """Return a tactic that applies the tactics in `*ts` in parallel until one of them succeeds (it doesn't fail).
+
+ >>> x = Int('x')
+ >>> t = ParOr(Tactic('simplify'), Tactic('fail'))
+ >>> t(x + 1 == 2)
+ [[x == 1]]
+ """
+ if __debug__:
+ _z3_assert(len(ts) >= 2, "At least two arguments expected")
+ ctx = _get_ctx(ks.get('ctx', None))
+ ts = [ _to_tactic(t, ctx) for t in ts ]
+ sz = len(ts)
+ _args = (TacticObj * sz)()
+ for i in range(sz):
+ _args[i] = ts[i].tactic
+ return Tactic(Z3_tactic_par_or(ctx.ref(), sz, _args), ctx)
+
+def ParThen(t1, t2, ctx=None):
+ """Return a tactic that applies t1 and then t2 to every subgoal produced by t1. The subgoals are processed in parallel.
+
+ >>> x, y = Ints('x y')
+ >>> t = ParThen(Tactic('split-clause'), Tactic('propagate-values'))
+ >>> t(And(Or(x == 1, x == 2), y == x + 1))
+ [[x == 1, y == 2], [x == 2, y == 3]]
+ """
+ t1 = _to_tactic(t1, ctx)
+ t2 = _to_tactic(t2, ctx)
+ if __debug__:
+ _z3_assert(t1.ctx == t2.ctx, "Context mismatch")
+ return Tactic(Z3_tactic_par_and_then(t1.ctx.ref(), t1.tactic, t2.tactic), t1.ctx)
+
+def ParAndThen(t1, t2, ctx=None):
+ """Alias for ParThen(t1, t2, ctx)."""
+ return ParThen(t1, t2, ctx)
+
+def With(t, *args, **keys):
+ """Return a tactic that applies tactic `t` using the given configuration options.
+
+ >>> x, y = Ints('x y')
+ >>> t = With(Tactic('simplify'), som=True)
+ >>> t((x + 1)*(y + 2) == 0)
+ [[2*x + y + x*y == -2]]
+ """
+ ctx = keys.pop('ctx', None)
+ t = _to_tactic(t, ctx)
+ p = args2params(args, keys, t.ctx)
+ return Tactic(Z3_tactic_using_params(t.ctx.ref(), t.tactic, p.params), t.ctx)
+
+def Repeat(t, max=4294967295, ctx=None):
+ """Return a tactic that keeps applying `t` until the goal is not modified anymore or the maximum number of iterations `max` is reached.
+
+ >>> x, y = Ints('x y')
+ >>> c = And(Or(x == 0, x == 1), Or(y == 0, y == 1), x > y)
+ >>> t = Repeat(OrElse(Tactic('split-clause'), Tactic('skip')))
+ >>> r = t(c)
+ >>> for subgoal in r: print(subgoal)
+ [x == 0, y == 0, x > y]
+ [x == 0, y == 1, x > y]
+ [x == 1, y == 0, x > y]
+ [x == 1, y == 1, x > y]
+ >>> t = Then(t, Tactic('propagate-values'))
+ >>> t(c)
+ [[x == 1, y == 0]]
+ """
+ t = _to_tactic(t, ctx)
+ return Tactic(Z3_tactic_repeat(t.ctx.ref(), t.tactic, max), t.ctx)
+
+def TryFor(t, ms, ctx=None):
+ """Return a tactic that applies `t` to a given goal for `ms` milliseconds.
+
+ If `t` does not terminate in `ms` milliseconds, then it fails.
+ """
+ t = _to_tactic(t, ctx)
+ return Tactic(Z3_tactic_try_for(t.ctx.ref(), t.tactic, ms), t.ctx)
+
+def tactics(ctx=None):
+ """Return a list of all available tactics in Z3.
+
+ >>> l = tactics()
+ >>> l.count('simplify') == 1
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return [ Z3_get_tactic_name(ctx.ref(), i) for i in range(Z3_get_num_tactics(ctx.ref())) ]
+
+def tactic_description(name, ctx=None):
+ """Return a short description for the tactic named `name`.
+
+ >>> d = tactic_description('simplify')
+ """
+ ctx = _get_ctx(ctx)
+ return Z3_tactic_get_descr(ctx.ref(), name)
+
+def describe_tactics():
+ """Display a (tabular) description of all available tactics in Z3."""
+ if in_html_mode():
+ even = True
+ print('<table border="1" cellpadding="2" cellspacing="0">')
+ for t in tactics():
+ if even:
+ print('<tr style="background-color:#CFCFCF">')
+ even = False
+ else:
+ print('<tr>')
+ even = True
+ print('<td>%s</td><td>%s</td></tr>' % (t, insert_line_breaks(tactic_description(t), 40)))
+ print('</table>')
+ else:
+ for t in tactics():
+ print('%s : %s' % (t, tactic_description(t)))
+
+class Probe:
+ """Probes are used to inspect a goal (aka problem) and collect information that may be used to decide which solver and/or preprocessing step will be used."""
+ def __init__(self, probe, ctx=None):
+ self.ctx = _get_ctx(ctx)
+ self.probe = None
+ if isinstance(probe, ProbeObj):
+ self.probe = probe
+ elif isinstance(probe, float):
+ self.probe = Z3_probe_const(self.ctx.ref(), probe)
+ elif _is_int(probe):
+ self.probe = Z3_probe_const(self.ctx.ref(), float(probe))
+ elif isinstance(probe, bool):
+ if probe:
+ self.probe = Z3_probe_const(self.ctx.ref(), 1.0)
+ else:
+ self.probe = Z3_probe_const(self.ctx.ref(), 0.0)
+ else:
+ if __debug__:
+ _z3_assert(isinstance(probe, str), "probe name expected")
+ try:
+ self.probe = Z3_mk_probe(self.ctx.ref(), probe)
+ except Z3Exception:
+ raise Z3Exception("unknown probe '%s'" % probe)
+ Z3_probe_inc_ref(self.ctx.ref(), self.probe)
+
+ def __deepcopy__(self, memo={}):
+ return Probe(self.probe, self.ctx)
+
+ def __del__(self):
+ if self.probe is not None and self.ctx.ref() is not None:
+ Z3_probe_dec_ref(self.ctx.ref(), self.probe)
+
+ def __lt__(self, other):
+ """Return a probe that evaluates to "true" when the value returned by `self` is less than the value returned by `other`.
+
+ >>> p = Probe('size') < 10
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 1.0
+ """
+ return Probe(Z3_probe_lt(self.ctx.ref(), self.probe, _to_probe(other, self.ctx).probe), self.ctx)
+
+ def __gt__(self, other):
+ """Return a probe that evaluates to "true" when the value returned by `self` is greater than the value returned by `other`.
+
+ >>> p = Probe('size') > 10
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 0.0
+ """
+ return Probe(Z3_probe_gt(self.ctx.ref(), self.probe, _to_probe(other, self.ctx).probe), self.ctx)
+
+ def __le__(self, other):
+ """Return a probe that evaluates to "true" when the value returned by `self` is less than or equal to the value returned by `other`.
+
+ >>> p = Probe('size') <= 2
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 1.0
+ """
+ return Probe(Z3_probe_le(self.ctx.ref(), self.probe, _to_probe(other, self.ctx).probe), self.ctx)
+
+ def __ge__(self, other):
+ """Return a probe that evaluates to "true" when the value returned by `self` is greater than or equal to the value returned by `other`.
+
+ >>> p = Probe('size') >= 2
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 1.0
+ """
+ return Probe(Z3_probe_ge(self.ctx.ref(), self.probe, _to_probe(other, self.ctx).probe), self.ctx)
+
+ def __eq__(self, other):
+ """Return a probe that evaluates to "true" when the value returned by `self` is equal to the value returned by `other`.
+
+ >>> p = Probe('size') == 2
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 1.0
+ """
+ return Probe(Z3_probe_eq(self.ctx.ref(), self.probe, _to_probe(other, self.ctx).probe), self.ctx)
+
+ def __ne__(self, other):
+ """Return a probe that evaluates to "true" when the value returned by `self` is not equal to the value returned by `other`.
+
+ >>> p = Probe('size') != 2
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 0.0
+ """
+ p = self.__eq__(other)
+ return Probe(Z3_probe_not(self.ctx.ref(), p.probe), self.ctx)
+
+ def __call__(self, goal):
+ """Evaluate the probe `self` in the given goal.
+
+ >>> p = Probe('size')
+ >>> x = Int('x')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(x < 10)
+ >>> p(g)
+ 2.0
+ >>> g.add(x < 20)
+ >>> p(g)
+ 3.0
+ >>> p = Probe('num-consts')
+ >>> p(g)
+ 1.0
+ >>> p = Probe('is-propositional')
+ >>> p(g)
+ 0.0
+ >>> p = Probe('is-qflia')
+ >>> p(g)
+ 1.0
+ """
+ if __debug__:
+ _z3_assert(isinstance(goal, Goal) or isinstance(goal, BoolRef), "Z3 Goal or Boolean expression expected")
+ goal = _to_goal(goal)
+ return Z3_probe_apply(self.ctx.ref(), self.probe, goal.goal)
+
+def is_probe(p):
+ """Return `True` if `p` is a Z3 probe.
+
+ >>> is_probe(Int('x'))
+ False
+ >>> is_probe(Probe('memory'))
+ True
+ """
+ return isinstance(p, Probe)
+
+def _to_probe(p, ctx=None):
+ if is_probe(p):
+ return p
+ else:
+ return Probe(p, ctx)
+
+def probes(ctx=None):
+ """Return a list of all available probes in Z3.
+
+ >>> l = probes()
+ >>> l.count('memory') == 1
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return [ Z3_get_probe_name(ctx.ref(), i) for i in range(Z3_get_num_probes(ctx.ref())) ]
+
+def probe_description(name, ctx=None):
+ """Return a short description for the probe named `name`.
+
+ >>> d = probe_description('memory')
+ """
+ ctx = _get_ctx(ctx)
+ return Z3_probe_get_descr(ctx.ref(), name)
+
+def describe_probes():
+ """Display a (tabular) description of all available probes in Z3."""
+ if in_html_mode():
+ even = True
+ print('<table border="1" cellpadding="2" cellspacing="0">')
+ for p in probes():
+ if even:
+ print('<tr style="background-color:#CFCFCF">')
+ even = False
+ else:
+ print('<tr>')
+ even = True
+ print('<td>%s</td><td>%s</td></tr>' % (p, insert_line_breaks(probe_description(p), 40)))
+ print('</table>')
+ else:
+ for p in probes():
+ print('%s : %s' % (p, probe_description(p)))
+
+def _probe_nary(f, args, ctx):
+ if __debug__:
+ _z3_assert(len(args) > 0, "At least one argument expected")
+ num = len(args)
+ r = _to_probe(args[0], ctx)
+ for i in range(num - 1):
+ r = Probe(f(ctx.ref(), r.probe, _to_probe(args[i+1], ctx).probe), ctx)
+ return r
+
+def _probe_and(args, ctx):
+ return _probe_nary(Z3_probe_and, args, ctx)
+
+def _probe_or(args, ctx):
+ return _probe_nary(Z3_probe_or, args, ctx)
+
+def FailIf(p, ctx=None):
+ """Return a tactic that fails if the probe `p` evaluates to true. Otherwise, it returns the input goal unmodified.
+
+ In the following example, the tactic applies 'simplify' if and only if there are more than 2 constraints in the goal.
+
+ >>> t = OrElse(FailIf(Probe('size') > 2), Tactic('simplify'))
+ >>> x, y = Ints('x y')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(y > 0)
+ >>> t(g)
+ [[x > 0, y > 0]]
+ >>> g.add(x == y + 1)
+ >>> t(g)
+ [[Not(x <= 0), Not(y <= 0), x == 1 + y]]
+ """
+ p = _to_probe(p, ctx)
+ return Tactic(Z3_tactic_fail_if(p.ctx.ref(), p.probe), p.ctx)
+
+def When(p, t, ctx=None):
+ """Return a tactic that applies tactic `t` only if probe `p` evaluates to true. Otherwise, it returns the input goal unmodified.
+
+ >>> t = When(Probe('size') > 2, Tactic('simplify'))
+ >>> x, y = Ints('x y')
+ >>> g = Goal()
+ >>> g.add(x > 0)
+ >>> g.add(y > 0)
+ >>> t(g)
+ [[x > 0, y > 0]]
+ >>> g.add(x == y + 1)
+ >>> t(g)
+ [[Not(x <= 0), Not(y <= 0), x == 1 + y]]
+ """
+ p = _to_probe(p, ctx)
+ t = _to_tactic(t, ctx)
+ return Tactic(Z3_tactic_when(t.ctx.ref(), p.probe, t.tactic), t.ctx)
+
+def Cond(p, t1, t2, ctx=None):
+ """Return a tactic that applies tactic `t1` to a goal if probe `p` evaluates to true, and `t2` otherwise.
+
+ >>> t = Cond(Probe('is-qfnra'), Tactic('qfnra'), Tactic('smt'))
+ """
+ p = _to_probe(p, ctx)
+ t1 = _to_tactic(t1, ctx)
+ t2 = _to_tactic(t2, ctx)
+ return Tactic(Z3_tactic_cond(t1.ctx.ref(), p.probe, t1.tactic, t2.tactic), t1.ctx)
+
+#########################################
+#
+# Utils
+#
+#########################################
+
+def simplify(a, *arguments, **keywords):
+ """Simplify the expression `a` using the given options.
+
+ This function has many options. Use `help_simplify` to obtain the complete list.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> simplify(x + 1 + y + x + 1)
+ 2 + 2*x + y
+ >>> simplify((x + 1)*(y + 1), som=True)
+ 1 + x + y + x*y
+ >>> simplify(Distinct(x, y, 1), blast_distinct=True)
+ And(Not(x == y), Not(x == 1), Not(y == 1))
+ >>> simplify(And(x == 0, y == 1), elim_and=True)
+ Not(Or(Not(x == 0), Not(y == 1)))
+ """
+ if __debug__:
+ _z3_assert(is_expr(a), "Z3 expression expected")
+ if len(arguments) > 0 or len(keywords) > 0:
+ p = args2params(arguments, keywords, a.ctx)
+ return _to_expr_ref(Z3_simplify_ex(a.ctx_ref(), a.as_ast(), p.params), a.ctx)
+ else:
+ return _to_expr_ref(Z3_simplify(a.ctx_ref(), a.as_ast()), a.ctx)
+
+def help_simplify():
+ """Return a string describing all options available for Z3 `simplify` procedure."""
+ print(Z3_simplify_get_help(main_ctx().ref()))
+
+def simplify_param_descrs():
+ """Return the set of parameter descriptions for Z3 `simplify` procedure."""
+ return ParamDescrsRef(Z3_simplify_get_param_descrs(main_ctx().ref()), main_ctx())
+
+def substitute(t, *m):
+ """Apply substitution m on t, m is a list of pairs of the form (from, to). Every occurrence in t of from is replaced with to.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> substitute(x + 1, (x, y + 1))
+ y + 1 + 1
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> substitute(f(x) + f(y), (f(x), IntVal(1)), (f(y), IntVal(1)))
+ 1 + 1
+ """
+ if isinstance(m, tuple):
+ m1 = _get_args(m)
+ if isinstance(m1, list):
+ m = m1
+ if __debug__:
+ _z3_assert(is_expr(t), "Z3 expression expected")
+ _z3_assert(all([isinstance(p, tuple) and is_expr(p[0]) and is_expr(p[1]) and p[0].sort().eq(p[1].sort()) for p in m]), "Z3 invalid substitution, expression pairs expected.")
+ num = len(m)
+ _from = (Ast * num)()
+ _to = (Ast * num)()
+ for i in range(num):
+ _from[i] = m[i][0].as_ast()
+ _to[i] = m[i][1].as_ast()
+ return _to_expr_ref(Z3_substitute(t.ctx.ref(), t.as_ast(), num, _from, _to), t.ctx)
+
+def substitute_vars(t, *m):
+ """Substitute the free variables in t with the expression in m.
+
+ >>> v0 = Var(0, IntSort())
+ >>> v1 = Var(1, IntSort())
+ >>> x = Int('x')
+ >>> f = Function('f', IntSort(), IntSort(), IntSort())
+ >>> # replace v0 with x+1 and v1 with x
+ >>> substitute_vars(f(v0, v1), x + 1, x)
+ f(x + 1, x)
+ """
+ if __debug__:
+ _z3_assert(is_expr(t), "Z3 expression expected")
+ _z3_assert(all([is_expr(n) for n in m]), "Z3 invalid substitution, list of expressions expected.")
+ num = len(m)
+ _to = (Ast * num)()
+ for i in range(num):
+ _to[i] = m[i].as_ast()
+ return _to_expr_ref(Z3_substitute_vars(t.ctx.ref(), t.as_ast(), num, _to), t.ctx)
+
+def Sum(*args):
+ """Create the sum of the Z3 expressions.
+
+ >>> a, b, c = Ints('a b c')
+ >>> Sum(a, b, c)
+ a + b + c
+ >>> Sum([a, b, c])
+ a + b + c
+ >>> A = IntVector('a', 5)
+ >>> Sum(A)
+ a__0 + a__1 + a__2 + a__3 + a__4
+ """
+ args = _get_args(args)
+ if len(args) == 0:
+ return 0
+ ctx = _ctx_from_ast_arg_list(args)
+ if ctx is None:
+ return _reduce(lambda a, b: a + b, args, 0)
+ args = _coerce_expr_list(args, ctx)
+ if is_bv(args[0]):
+ return _reduce(lambda a, b: a + b, args, 0)
+ else:
+ _args, sz = _to_ast_array(args)
+ return ArithRef(Z3_mk_add(ctx.ref(), sz, _args), ctx)
+
+
+def Product(*args):
+ """Create the product of the Z3 expressions.
+
+ >>> a, b, c = Ints('a b c')
+ >>> Product(a, b, c)
+ a*b*c
+ >>> Product([a, b, c])
+ a*b*c
+ >>> A = IntVector('a', 5)
+ >>> Product(A)
+ a__0*a__1*a__2*a__3*a__4
+ """
+ args = _get_args(args)
+ if len(args) == 0:
+ return 1
+ ctx = _ctx_from_ast_arg_list(args)
+ if ctx is None:
+ return _reduce(lambda a, b: a * b, args, 1)
+ args = _coerce_expr_list(args, ctx)
+ if is_bv(args[0]):
+ return _reduce(lambda a, b: a * b, args, 1)
+ else:
+ _args, sz = _to_ast_array(args)
+ return ArithRef(Z3_mk_mul(ctx.ref(), sz, _args), ctx)
+
+def AtMost(*args):
+ """Create an at-most Pseudo-Boolean k constraint.
+
+ >>> a, b, c = Bools('a b c')
+ >>> f = AtMost(a, b, c, 2)
+ """
+ args = _get_args(args)
+ if __debug__:
+ _z3_assert(len(args) > 1, "Non empty list of arguments expected")
+ ctx = _ctx_from_ast_arg_list(args)
+ if __debug__:
+ _z3_assert(ctx is not None, "At least one of the arguments must be a Z3 expression")
+ args1 = _coerce_expr_list(args[:-1], ctx)
+ k = args[-1]
+ _args, sz = _to_ast_array(args1)
+ return BoolRef(Z3_mk_atmost(ctx.ref(), sz, _args, k), ctx)
+
+def AtLeast(*args):
+ """Create an at-most Pseudo-Boolean k constraint.
+
+ >>> a, b, c = Bools('a b c')
+ >>> f = AtLeast(a, b, c, 2)
+ """
+ args = _get_args(args)
+ if __debug__:
+ _z3_assert(len(args) > 1, "Non empty list of arguments expected")
+ ctx = _ctx_from_ast_arg_list(args)
+ if __debug__:
+ _z3_assert(ctx is not None, "At least one of the arguments must be a Z3 expression")
+ args1 = _coerce_expr_list(args[:-1], ctx)
+ k = args[-1]
+ _args, sz = _to_ast_array(args1)
+ return BoolRef(Z3_mk_atleast(ctx.ref(), sz, _args, k), ctx)
+
+
+def _pb_args_coeffs(args):
+ args = _get_args(args)
+ args, coeffs = zip(*args)
+ if __debug__:
+ _z3_assert(len(args) > 0, "Non empty list of arguments expected")
+ ctx = _ctx_from_ast_arg_list(args)
+ if __debug__:
+ _z3_assert(ctx is not None, "At least one of the arguments must be a Z3 expression")
+ args = _coerce_expr_list(args, ctx)
+ _args, sz = _to_ast_array(args)
+ _coeffs = (ctypes.c_int * len(coeffs))()
+ for i in range(len(coeffs)):
+ _coeffs[i] = coeffs[i]
+ return ctx, sz, _args, _coeffs
+
+def PbLe(args, k):
+ """Create a Pseudo-Boolean inequality k constraint.
+
+ >>> a, b, c = Bools('a b c')
+ >>> f = PbLe(((a,1),(b,3),(c,2)), 3)
+ """
+ ctx, sz, _args, _coeffs = _pb_args_coeffs(args)
+ return BoolRef(Z3_mk_pble(ctx.ref(), sz, _args, _coeffs, k), ctx)
+
+def PbGe(args, k):
+ """Create a Pseudo-Boolean inequality k constraint.
+
+ >>> a, b, c = Bools('a b c')
+ >>> f = PbGe(((a,1),(b,3),(c,2)), 3)
+ """
+ ctx, sz, _args, _coeffs = _pb_args_coeffs(args)
+ return BoolRef(Z3_mk_pbge(ctx.ref(), sz, _args, _coeffs, k), ctx)
+
+def PbEq(args, k):
+ """Create a Pseudo-Boolean inequality k constraint.
+
+ >>> a, b, c = Bools('a b c')
+ >>> f = PbEq(((a,1),(b,3),(c,2)), 3)
+ """
+ ctx, sz, _args, _coeffs = _pb_args_coeffs(args)
+ return BoolRef(Z3_mk_pbeq(ctx.ref(), sz, _args, _coeffs, k), ctx)
+
+
+def solve(*args, **keywords):
+ """Solve the constraints `*args`.
+
+ This is a simple function for creating demonstrations. It creates a solver,
+ configure it using the options in `keywords`, adds the constraints
+ in `args`, and invokes check.
+
+ >>> a = Int('a')
+ >>> solve(a > 0, a < 2)
+ [a = 1]
+ """
+ s = Solver()
+ s.set(**keywords)
+ s.add(*args)
+ if keywords.get('show', False):
+ print(s)
+ r = s.check()
+ if r == unsat:
+ print("no solution")
+ elif r == unknown:
+ print("failed to solve")
+ try:
+ print(s.model())
+ except Z3Exception:
+ return
+ else:
+ print(s.model())
+
+def solve_using(s, *args, **keywords):
+ """Solve the constraints `*args` using solver `s`.
+
+ This is a simple function for creating demonstrations. It is similar to `solve`,
+ but it uses the given solver `s`.
+ It configures solver `s` using the options in `keywords`, adds the constraints
+ in `args`, and invokes check.
+ """
+ if __debug__:
+ _z3_assert(isinstance(s, Solver), "Solver object expected")
+ s.set(**keywords)
+ s.add(*args)
+ if keywords.get('show', False):
+ print("Problem:")
+ print(s)
+ r = s.check()
+ if r == unsat:
+ print("no solution")
+ elif r == unknown:
+ print("failed to solve")
+ try:
+ print(s.model())
+ except Z3Exception:
+ return
+ else:
+ if keywords.get('show', False):
+ print("Solution:")
+ print(s.model())
+
+def prove(claim, **keywords):
+ """Try to prove the given claim.
+
+ This is a simple function for creating demonstrations. It tries to prove
+ `claim` by showing the negation is unsatisfiable.
+
+ >>> p, q = Bools('p q')
+ >>> prove(Not(And(p, q)) == Or(Not(p), Not(q)))
+ proved
+ """
+ if __debug__:
+ _z3_assert(is_bool(claim), "Z3 Boolean expression expected")
+ s = Solver()
+ s.set(**keywords)
+ s.add(Not(claim))
+ if keywords.get('show', False):
+ print(s)
+ r = s.check()
+ if r == unsat:
+ print("proved")
+ elif r == unknown:
+ print("failed to prove")
+ print(s.model())
+ else:
+ print("counterexample")
+ print(s.model())
+
+def _solve_html(*args, **keywords):
+ """Version of funcion `solve` used in RiSE4Fun."""
+ s = Solver()
+ s.set(**keywords)
+ s.add(*args)
+ if keywords.get('show', False):
+ print("<b>Problem:</b>")
+ print(s)
+ r = s.check()
+ if r == unsat:
+ print("<b>no solution</b>")
+ elif r == unknown:
+ print("<b>failed to solve</b>")
+ try:
+ print(s.model())
+ except Z3Exception:
+ return
+ else:
+ if keywords.get('show', False):
+ print("<b>Solution:</b>")
+ print(s.model())
+
+def _solve_using_html(s, *args, **keywords):
+ """Version of funcion `solve_using` used in RiSE4Fun."""
+ if __debug__:
+ _z3_assert(isinstance(s, Solver), "Solver object expected")
+ s.set(**keywords)
+ s.add(*args)
+ if keywords.get('show', False):
+ print("<b>Problem:</b>")
+ print(s)
+ r = s.check()
+ if r == unsat:
+ print("<b>no solution</b>")
+ elif r == unknown:
+ print("<b>failed to solve</b>")
+ try:
+ print(s.model())
+ except Z3Exception:
+ return
+ else:
+ if keywords.get('show', False):
+ print("<b>Solution:</b>")
+ print(s.model())
+
+def _prove_html(claim, **keywords):
+ """Version of funcion `prove` used in RiSE4Fun."""
+ if __debug__:
+ _z3_assert(is_bool(claim), "Z3 Boolean expression expected")
+ s = Solver()
+ s.set(**keywords)
+ s.add(Not(claim))
+ if keywords.get('show', False):
+ print(s)
+ r = s.check()
+ if r == unsat:
+ print("<b>proved</b>")
+ elif r == unknown:
+ print("<b>failed to prove</b>")
+ print(s.model())
+ else:
+ print("<b>counterexample</b>")
+ print(s.model())
+
+def _dict2sarray(sorts, ctx):
+ sz = len(sorts)
+ _names = (Symbol * sz)()
+ _sorts = (Sort * sz) ()
+ i = 0
+ for k in sorts:
+ v = sorts[k]
+ if __debug__:
+ _z3_assert(isinstance(k, str), "String expected")
+ _z3_assert(is_sort(v), "Z3 sort expected")
+ _names[i] = to_symbol(k, ctx)
+ _sorts[i] = v.ast
+ i = i + 1
+ return sz, _names, _sorts
+
+def _dict2darray(decls, ctx):
+ sz = len(decls)
+ _names = (Symbol * sz)()
+ _decls = (FuncDecl * sz) ()
+ i = 0
+ for k in decls:
+ v = decls[k]
+ if __debug__:
+ _z3_assert(isinstance(k, str), "String expected")
+ _z3_assert(is_func_decl(v) or is_const(v), "Z3 declaration or constant expected")
+ _names[i] = to_symbol(k, ctx)
+ if is_const(v):
+ _decls[i] = v.decl().ast
+ else:
+ _decls[i] = v.ast
+ i = i + 1
+ return sz, _names, _decls
+
+def _handle_parse_error(ex, ctx):
+ msg = Z3_get_parser_error(ctx.ref())
+ if msg != "":
+ raise Z3Exception(msg)
+ raise ex
+
+def parse_smt2_string(s, sorts={}, decls={}, ctx=None):
+ """Parse a string in SMT 2.0 format using the given sorts and decls.
+
+ The arguments sorts and decls are Python dictionaries used to initialize
+ the symbol table used for the SMT 2.0 parser.
+
+ >>> parse_smt2_string('(declare-const x Int) (assert (> x 0)) (assert (< x 10))')
+ And(x > 0, x < 10)
+ >>> x, y = Ints('x y')
+ >>> f = Function('f', IntSort(), IntSort())
+ >>> parse_smt2_string('(assert (> (+ foo (g bar)) 0))', decls={ 'foo' : x, 'bar' : y, 'g' : f})
+ x + f(y) > 0
+ >>> parse_smt2_string('(declare-const a U) (assert (> a 0))', sorts={ 'U' : IntSort() })
+ a > 0
+ """
+ ctx = _get_ctx(ctx)
+ ssz, snames, ssorts = _dict2sarray(sorts, ctx)
+ dsz, dnames, ddecls = _dict2darray(decls, ctx)
+ try:
+ return _to_expr_ref(Z3_parse_smtlib2_string(ctx.ref(), s, ssz, snames, ssorts, dsz, dnames, ddecls), ctx)
+ except Z3Exception as e:
+ _handle_parse_error(e, ctx)
+
+def parse_smt2_file(f, sorts={}, decls={}, ctx=None):
+ """Parse a file in SMT 2.0 format using the given sorts and decls.
+
+ This function is similar to parse_smt2_string().
+ """
+ ctx = _get_ctx(ctx)
+ ssz, snames, ssorts = _dict2sarray(sorts, ctx)
+ dsz, dnames, ddecls = _dict2darray(decls, ctx)
+ try:
+ return _to_expr_ref(Z3_parse_smtlib2_file(ctx.ref(), f, ssz, snames, ssorts, dsz, dnames, ddecls), ctx)
+ except Z3Exception as e:
+ _handle_parse_error(e, ctx)
+
+def Interpolant(a,ctx=None):
+ """Create an interpolation operator.
+
+ The argument is an interpolation pattern (see tree_interpolant).
+
+ >>> x = Int('x')
+ >>> print(Interpolant(x>0))
+ interp(x > 0)
+ """
+ ctx = _get_ctx(_ctx_from_ast_arg_list([a], ctx))
+ s = BoolSort(ctx)
+ a = s.cast(a)
+ return BoolRef(Z3_mk_interpolant(ctx.ref(), a.as_ast()), ctx)
+
+def tree_interpolant(pat,p=None,ctx=None):
+ """Compute interpolant for a tree of formulas.
+
+ The input is an interpolation pattern over a set of formulas C.
+ The pattern pat is a formula combining the formulas in C using
+ logical conjunction and the "interp" operator (see Interp). This
+ interp operator is logically the identity operator. It marks the
+ sub-formulas of the pattern for which interpolants should be
+ computed. The interpolant is a map sigma from marked subformulas
+ to formulas, such that, for each marked subformula phi of pat
+ (where phi sigma is phi with sigma(psi) substituted for each
+ subformula psi of phi such that psi in dom(sigma)):
+
+ 1) phi sigma implies sigma(phi), and
+
+ 2) sigma(phi) is in the common uninterpreted vocabulary between
+ the formulas of C occurring in phi and those not occurring in
+ phi
+
+ and moreover pat sigma implies false. In the simplest case
+ an interpolant for the pattern "(and (interp A) B)" maps A
+ to an interpolant for A /\ B.
+
+ The return value is a vector of formulas representing sigma. This
+ vector contains sigma(phi) for each marked subformula of pat, in
+ pre-order traversal. This means that subformulas of phi occur before phi
+ in the vector. Also, subformulas that occur multiply in pat will
+ occur multiply in the result vector.
+
+ If pat is satisfiable, raises an object of class ModelRef
+ that represents a model of pat.
+
+ If neither a proof of unsatisfiability nor a model is obtained
+ (for example, because of a timeout, or because models are disabled)
+ then None is returned.
+
+ If parameters p are supplied, these are used in creating the
+ solver that determines satisfiability.
+
+ >>> x = Int('x')
+ >>> y = Int('y')
+ >>> print(tree_interpolant(And(Interpolant(x < 0), Interpolant(y > 2), x == y)))
+ [Not(x >= 0), Not(y <= 2)]
+
+ # >>> g = And(Interpolant(x<0),x<2)
+ # >>> try:
+ # ... print tree_interpolant(g).sexpr()
+ # ... except ModelRef as m:
+ # ... print m.sexpr()
+ (define-fun x () Int
+ (- 1))
+ """
+ f = pat
+ ctx = _get_ctx(_ctx_from_ast_arg_list([f], ctx))
+ ptr = (AstVectorObj * 1)()
+ mptr = (Model * 1)()
+ if p is None:
+ p = ParamsRef(ctx)
+ res = Z3_compute_interpolant(ctx.ref(),f.as_ast(),p.params,ptr,mptr)
+ if res == Z3_L_FALSE:
+ return AstVector(ptr[0],ctx)
+ if mptr[0]:
+ raise ModelRef(mptr[0], ctx)
+ return None
+
+def binary_interpolant(a,b,p=None,ctx=None):
+ """Compute an interpolant for a binary conjunction.
+
+ If a & b is unsatisfiable, returns an interpolant for a & b.
+ This is a formula phi such that
+
+ 1) a implies phi
+ 2) b implies not phi
+ 3) All the uninterpreted symbols of phi occur in both a and b.
+
+ If a & b is satisfiable, raises an object of class ModelRef
+ that represents a model of a &b.
+
+ If neither a proof of unsatisfiability nor a model is obtained
+ (for example, because of a timeout, or because models are disabled)
+ then None is returned.
+
+ If parameters p are supplied, these are used in creating the
+ solver that determines satisfiability.
+
+ x = Int('x')
+ print(binary_interpolant(x<0,x>2))
+ Not(x >= 0)
+ """
+ f = And(Interpolant(a),b)
+ ti = tree_interpolant(f,p,ctx)
+ return ti[0] if ti is not None else None
+
+def sequence_interpolant(v,p=None,ctx=None):
+ """Compute interpolant for a sequence of formulas.
+
+ If len(v) == N, and if the conjunction of the formulas in v is
+ unsatisfiable, the interpolant is a sequence of formulas w
+ such that len(w) = N-1 and v[0] implies w[0] and for i in 0..N-1:
+
+ 1) w[i] & v[i+1] implies w[i+1] (or false if i+1 = N)
+ 2) All uninterpreted symbols in w[i] occur in both v[0]..v[i]
+ and v[i+1]..v[n]
+
+ Requires len(v) >= 1.
+
+ If a & b is satisfiable, raises an object of class ModelRef
+ that represents a model of a & b.
+
+ If neither a proof of unsatisfiability nor a model is obtained
+ (for example, because of a timeout, or because models are disabled)
+ then None is returned.
+
+ If parameters p are supplied, these are used in creating the
+ solver that determines satisfiability.
+
+ x = Int('x')
+ y = Int('y')
+ print(sequence_interpolant([x < 0, y == x , y > 2]))
+ [Not(x >= 0), Not(y >= 0)]
+ """
+ f = v[0]
+ for i in range(1,len(v)):
+ f = And(Interpolant(f),v[i])
+ return tree_interpolant(f,p,ctx)
+
+
+#########################################
+#
+# Floating-Point Arithmetic
+#
+#########################################
+
+
+# Global default rounding mode
+_dflt_rounding_mode = Z3_OP_FPA_RM_TOWARD_ZERO
+_dflt_fpsort_ebits = 11
+_dflt_fpsort_sbits = 53
+
+def get_default_rounding_mode(ctx=None):
+ """Retrieves the global default rounding mode."""
+ global _dflt_rounding_mode
+ if _dflt_rounding_mode == Z3_OP_FPA_RM_TOWARD_ZERO:
+ return RTZ(ctx)
+ elif _dflt_rounding_mode == Z3_OP_FPA_RM_TOWARD_NEGATIVE:
+ return RTN(ctx)
+ elif _dflt_rounding_mode == Z3_OP_FPA_RM_TOWARD_POSITIVE:
+ return RTP(ctx)
+ elif _dflt_rounding_mode == Z3_OP_FPA_RM_NEAREST_TIES_TO_EVEN:
+ return RNE(ctx)
+ elif _dflt_rounding_mode == Z3_OP_FPA_RM_NEAREST_TIES_TO_AWAY:
+ return RNA(ctx)
+
+def set_default_rounding_mode(rm, ctx=None):
+ global _dflt_rounding_mode
+ if is_fprm_value(rm):
+ _dflt_rounding_mode = rm.decl().kind()
+ else:
+ _z3_assert(_dflt_rounding_mode == Z3_OP_FPA_RM_TOWARD_ZERO or
+ _dflt_rounding_mode == Z3_OP_FPA_RM_TOWARD_NEGATIVE or
+ _dflt_rounding_mode == Z3_OP_FPA_RM_TOWARD_POSITIVE or
+ _dflt_rounding_mode == Z3_OP_FPA_RM_NEAREST_TIES_TO_EVEN or
+ _dflt_rounding_mode == Z3_OP_FPA_RM_NEAREST_TIES_TO_AWAY,
+ "illegal rounding mode")
+ _dflt_rounding_mode = rm
+
+def get_default_fp_sort(ctx=None):
+ return FPSort(_dflt_fpsort_ebits, _dflt_fpsort_sbits, ctx)
+
+def set_default_fp_sort(ebits, sbits, ctx=None):
+ global _dflt_fpsort_ebits
+ global _dflt_fpsort_sbits
+ _dflt_fpsort_ebits = ebits
+ _dflt_fpsort_sbits = sbits
+
+def _dflt_rm(ctx=None):
+ return get_default_rounding_mode(ctx)
+
+def _dflt_fps(ctx=None):
+ return get_default_fp_sort(ctx)
+
+def _coerce_fp_expr_list(alist, ctx):
+ first_fp_sort = None
+ for a in alist:
+ if is_fp(a):
+ if first_fp_sort is None:
+ first_fp_sort = a.sort()
+ elif first_fp_sort == a.sort():
+ pass # OK, same as before
+ else:
+ # we saw at least 2 different float sorts; something will
+ # throw a sort mismatch later, for now assume None.
+ first_fp_sort = None
+ break
+
+ r = []
+ for i in range(len(alist)):
+ a = alist[i]
+ if (isinstance(a, str) and a.contains('2**(') and a.endswith(')')) or _is_int(a) or isinstance(a, float) or isinstance(a, bool):
+ r.append(FPVal(a, None, first_fp_sort, ctx))
+ else:
+ r.append(a)
+ return _coerce_expr_list(r, ctx)
+
+
+### FP Sorts
+
+class FPSortRef(SortRef):
+ """Floating-point sort."""
+
+ def ebits(self):
+ """Retrieves the number of bits reserved for the exponent in the FloatingPoint sort `self`.
+ >>> b = FPSort(8, 24)
+ >>> b.ebits()
+ 8
+ """
+ return int(Z3_fpa_get_ebits(self.ctx_ref(), self.ast))
+
+ def sbits(self):
+ """Retrieves the number of bits reserved for the significand in the FloatingPoint sort `self`.
+ >>> b = FPSort(8, 24)
+ >>> b.sbits()
+ 24
+ """
+ return int(Z3_fpa_get_sbits(self.ctx_ref(), self.ast))
+
+ def cast(self, val):
+ """Try to cast `val` as a floating-point expression.
+ >>> b = FPSort(8, 24)
+ >>> b.cast(1.0)
+ 1
+ >>> b.cast(1.0).sexpr()
+ '(fp #b0 #x7f #b00000000000000000000000)'
+ """
+ if is_expr(val):
+ if __debug__:
+ _z3_assert(self.ctx == val.ctx, "Context mismatch")
+ return val
+ else:
+ return FPVal(val, None, self, self.ctx)
+
+
+def Float16(ctx=None):
+ """Floating-point 16-bit (half) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_16(ctx.ref()), ctx)
+
+def FloatHalf(ctx=None):
+ """Floating-point 16-bit (half) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_half(ctx.ref()), ctx)
+
+def Float32(ctx=None):
+ """Floating-point 32-bit (single) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_32(ctx.ref()), ctx)
+
+def FloatSingle(ctx=None):
+ """Floating-point 32-bit (single) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_single(ctx.ref()), ctx)
+
+def Float64(ctx=None):
+ """Floating-point 64-bit (double) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_64(ctx.ref()), ctx)
+
+def FloatDouble(ctx=None):
+ """Floating-point 64-bit (double) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_double(ctx.ref()), ctx)
+
+def Float128(ctx=None):
+ """Floating-point 128-bit (quadruple) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_128(ctx.ref()), ctx)
+
+def FloatQuadruple(ctx=None):
+ """Floating-point 128-bit (quadruple) sort."""
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort_quadruple(ctx.ref()), ctx)
+
+class FPRMSortRef(SortRef):
+ """"Floating-point rounding mode sort."""
+
+
+def is_fp_sort(s):
+ """Return True if `s` is a Z3 floating-point sort.
+
+ >>> is_fp_sort(FPSort(8, 24))
+ True
+ >>> is_fp_sort(IntSort())
+ False
+ """
+ return isinstance(s, FPSortRef)
+
+def is_fprm_sort(s):
+ """Return True if `s` is a Z3 floating-point rounding mode sort.
+
+ >>> is_fprm_sort(FPSort(8, 24))
+ False
+ >>> is_fprm_sort(RNE().sort())
+ True
+ """
+ return isinstance(s, FPRMSortRef)
+
+### FP Expressions
+
+class FPRef(ExprRef):
+ """Floating-point expressions."""
+
+ def sort(self):
+ """Return the sort of the floating-point expression `self`.
+
+ >>> x = FP('1.0', FPSort(8, 24))
+ >>> x.sort()
+ FPSort(8, 24)
+ >>> x.sort() == FPSort(8, 24)
+ True
+ """
+ return FPSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def ebits(self):
+ """Retrieves the number of bits reserved for the exponent in the FloatingPoint expression `self`.
+ >>> b = FPSort(8, 24)
+ >>> b.ebits()
+ 8
+ """
+ return self.sort().ebits();
+
+ def sbits(self):
+ """Retrieves the number of bits reserved for the exponent in the FloatingPoint expression `self`.
+ >>> b = FPSort(8, 24)
+ >>> b.sbits()
+ 24
+ """
+ return self.sort().sbits();
+
+ def as_string(self):
+ """Return a Z3 floating point expression as a Python string."""
+ return Z3_ast_to_string(self.ctx_ref(), self.as_ast())
+
+ def __le__(self, other):
+ return fpLEQ(self, other, self.ctx)
+
+ def __lt__(self, other):
+ return fpLT(self, other, self.ctx)
+
+ def __ge__(self, other):
+ return fpGEQ(self, other, self.ctx)
+
+ def __gt__(self, other):
+ return fpGT(self, other, self.ctx)
+
+ def __add__(self, other):
+ """Create the Z3 expression `self + other`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = FP('y', FPSort(8, 24))
+ >>> x + y
+ x + y
+ >>> (x + y).sort()
+ FPSort(8, 24)
+ """
+ [a, b] = _coerce_fp_expr_list([self, other], self.ctx)
+ return fpAdd(_dflt_rm(), a, b, self.ctx)
+
+ def __radd__(self, other):
+ """Create the Z3 expression `other + self`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> 10 + x
+ 1.25*(2**3) + x
+ """
+ [a, b] = _coerce_fp_expr_list([other, self], self.ctx)
+ return fpAdd(_dflt_rm(), a, b, self.ctx)
+
+ def __sub__(self, other):
+ """Create the Z3 expression `self - other`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = FP('y', FPSort(8, 24))
+ >>> x - y
+ x - y
+ >>> (x - y).sort()
+ FPSort(8, 24)
+ """
+ [a, b] = _coerce_fp_expr_list([self, other], self.ctx)
+ return fpSub(_dflt_rm(), a, b, self.ctx)
+
+ def __rsub__(self, other):
+ """Create the Z3 expression `other - self`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> 10 - x
+ 1.25*(2**3) - x
+ """
+ [a, b] = _coerce_fp_expr_list([other, self], self.ctx)
+ return fpSub(_dflt_rm(), a, b, self.ctx)
+
+ def __mul__(self, other):
+ """Create the Z3 expression `self * other`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = FP('y', FPSort(8, 24))
+ >>> x * y
+ x * y
+ >>> (x * y).sort()
+ FPSort(8, 24)
+ >>> 10 * y
+ 1.25*(2**3) * y
+ """
+ [a, b] = _coerce_fp_expr_list([self, other], self.ctx)
+ return fpMul(_dflt_rm(), a, b, self.ctx)
+
+ def __rmul__(self, other):
+ """Create the Z3 expression `other * self`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = FP('y', FPSort(8, 24))
+ >>> x * y
+ x * y
+ >>> x * 10
+ x * 1.25*(2**3)
+ """
+ [a, b] = _coerce_fp_expr_list([other, self], self.ctx)
+ return fpMul(_dflt_rm(), a, b, self.ctx)
+
+ def __pos__(self):
+ """Create the Z3 expression `+self`."""
+ return self
+
+ def __neg__(self):
+ """Create the Z3 expression `-self`.
+
+ >>> x = FP('x', Float32())
+ >>> -x
+ -x
+ """
+ return fpNeg(self)
+
+ def __div__(self, other):
+ """Create the Z3 expression `self / other`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = FP('y', FPSort(8, 24))
+ >>> x / y
+ x / y
+ >>> (x / y).sort()
+ FPSort(8, 24)
+ >>> 10 / y
+ 1.25*(2**3) / y
+ """
+ [a, b] = _coerce_fp_expr_list([self, other], self.ctx)
+ return fpDiv(_dflt_rm(), a, b, self.ctx)
+
+ def __rdiv__(self, other):
+ """Create the Z3 expression `other / self`.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = FP('y', FPSort(8, 24))
+ >>> x / y
+ x / y
+ >>> x / 10
+ x / 1.25*(2**3)
+ """
+ [a, b] = _coerce_fp_expr_list([other, self], self.ctx)
+ return fpDiv(_dflt_rm(), a, b, self.ctx)
+
+ if not sys.version < '3':
+ def __truediv__(self, other):
+ """Create the Z3 expression division `self / other`."""
+ return self.__div__(other)
+
+ def __rtruediv__(self, other):
+ """Create the Z3 expression division `other / self`."""
+ return self.__rdiv__(other)
+
+ def __mod__(self, other):
+ """Create the Z3 expression mod `self % other`."""
+ return fpRem(self, other)
+
+ def __rmod__(self, other):
+ """Create the Z3 expression mod `other % self`."""
+ return fpRem(other, self)
+
+class FPRMRef(ExprRef):
+ """Floating-point rounding mode expressions"""
+
+ def as_string(self):
+ """Return a Z3 floating point expression as a Python string."""
+ return Z3_ast_to_string(self.ctx_ref(), self.as_ast())
+
+
+def RoundNearestTiesToEven(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_nearest_ties_to_even(ctx.ref()), ctx)
+
+def RNE (ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_nearest_ties_to_even(ctx.ref()), ctx)
+
+def RoundNearestTiesToAway(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_nearest_ties_to_away(ctx.ref()), ctx)
+
+def RNA (ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_nearest_ties_to_away(ctx.ref()), ctx)
+
+def RoundTowardPositive(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_toward_positive(ctx.ref()), ctx)
+
+def RTP(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_toward_positive(ctx.ref()), ctx)
+
+def RoundTowardNegative(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_toward_negative(ctx.ref()), ctx)
+
+def RTN(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_toward_negative(ctx.ref()), ctx)
+
+def RoundTowardZero(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_toward_zero(ctx.ref()), ctx)
+
+def RTZ(ctx=None):
+ ctx = _get_ctx(ctx)
+ return FPRMRef(Z3_mk_fpa_round_toward_zero(ctx.ref()), ctx)
+
+def is_fprm(a):
+ """Return `True` if `a` is a Z3 floating-point rounding mode expression.
+
+ >>> rm = RNE()
+ >>> is_fprm(rm)
+ True
+ >>> rm = 1.0
+ >>> is_fprm(rm)
+ False
+ """
+ return isinstance(a, FPRMRef)
+
+def is_fprm_value(a):
+ """Return `True` if `a` is a Z3 floating-point rounding mode numeral value."""
+ return is_fprm(a) and _is_numeral(a.ctx, a.ast)
+
+### FP Numerals
+
+class FPNumRef(FPRef):
+ """The sign of the numeral.
+
+ >>> x = FPVal(+1.0, FPSort(8, 24))
+ >>> x.sign()
+ False
+ >>> x = FPVal(-1.0, FPSort(8, 24))
+ >>> x.sign()
+ True
+ """
+ def sign(self):
+ l = (ctypes.c_int)()
+ if Z3_fpa_get_numeral_sign(self.ctx.ref(), self.as_ast(), byref(l)) == False:
+ raise Z3Exception("error retrieving the sign of a numeral.")
+ return l.value != 0
+
+ """The sign of a floating-point numeral as a bit-vector expression.
+
+ Remark: NaN's are invalid arguments.
+ """
+ def sign_as_bv(self):
+ return BitVecNumRef(Z3_fpa_get_numeral_sign_bv(self.ctx.ref(), self.as_ast()), self.ctx)
+
+ """The significand of the numeral.
+
+ >>> x = FPVal(2.5, FPSort(8, 24))
+ >>> x.significand()
+ 1.25
+ """
+ def significand(self):
+ return Z3_fpa_get_numeral_significand_string(self.ctx.ref(), self.as_ast())
+
+ """The significand of the numeral as a long.
+
+ >>> x = FPVal(2.5, FPSort(8, 24))
+ >>> x.significand_as_long()
+ 1.25
+ """
+ def significand_as_long(self):
+ return Z3_fpa_get_numeral_significand_uint64(self.ctx.ref(), self.as_ast())
+
+ """The significand of the numeral as a bit-vector expression.
+
+ Remark: NaN are invalid arguments.
+ """
+ def significand_as_bv(self):
+ return BitVecNumRef(Z3_fpa_get_numeral_significand_bv(self.ctx.ref(), self.as_ast()), self.ctx)
+
+ """The exponent of the numeral.
+
+ >>> x = FPVal(2.5, FPSort(8, 24))
+ >>> x.exponent()
+ 1
+ """
+ def exponent(self, biased=True):
+ return Z3_fpa_get_numeral_exponent_string(self.ctx.ref(), self.as_ast(), biased)
+
+ """The exponent of the numeral as a long.
+
+ >>> x = FPVal(2.5, FPSort(8, 24))
+ >>> x.exponent_as_long()
+ 1
+ """
+ def exponent_as_long(self, biased=True):
+ ptr = (ctypes.c_longlong * 1)()
+ if not Z3_fpa_get_numeral_exponent_int64(self.ctx.ref(), self.as_ast(), ptr, biased):
+ raise Z3Exception("error retrieving the exponent of a numeral.")
+ return ptr[0]
+
+ """The exponent of the numeral as a bit-vector expression.
+
+ Remark: NaNs are invalid arguments.
+ """
+ def exponent_as_bv(self, biased=True):
+ return BitVecNumRef(Z3_fpa_get_numeral_exponent_bv(self.ctx.ref(), self.as_ast(), biased), self.ctx)
+
+ """Indicates whether the numeral is a NaN."""
+ def isNaN(self):
+ return Z3_fpa_is_numeral_nan(self.ctx.ref(), self.as_ast())
+
+ """Indicates whether the numeral is +oo or -oo."""
+ def isInf(self):
+ return Z3_fpa_is_numeral_inf(self.ctx.ref(), self.as_ast())
+
+ """Indicates whether the numeral is +zero or -zero."""
+ def isZero(self):
+ return Z3_fpa_is_numeral_zero(self.ctx.ref(), self.as_ast())
+
+ """Indicates whether the numeral is normal."""
+ def isNormal(self):
+ return Z3_fpa_is_numeral_normal(self.ctx.ref(), self.as_ast())
+
+ """Indicates whether the numeral is subnormal."""
+ def isSubnormal(self):
+ return Z3_fpa_is_numeral_subnormal(self.ctx.ref(), self.as_ast())
+
+ """Indicates whether the numeral is postitive."""
+ def isPositive(self):
+ return Z3_fpa_is_numeral_positive(self.ctx.ref(), self.as_ast())
+
+ """Indicates whether the numeral is negative."""
+ def isNegative(self):
+ return Z3_fpa_is_numeral_negative(self.ctx.ref(), self.as_ast())
+
+ """
+ The string representation of the numeral.
+
+ >>> x = FPVal(20, FPSort(8, 24))
+ >>> x.as_string()
+ 1.25*(2**4)
+ """
+ def as_string(self):
+ s = Z3_get_numeral_string(self.ctx.ref(), self.as_ast())
+ return ("FPVal(%s, %s)" % (s, self.sort()))
+
+def is_fp(a):
+ """Return `True` if `a` is a Z3 floating-point expression.
+
+ >>> b = FP('b', FPSort(8, 24))
+ >>> is_fp(b)
+ True
+ >>> is_fp(b + 1.0)
+ True
+ >>> is_fp(Int('x'))
+ False
+ """
+ return isinstance(a, FPRef)
+
+def is_fp_value(a):
+ """Return `True` if `a` is a Z3 floating-point numeral value.
+
+ >>> b = FP('b', FPSort(8, 24))
+ >>> is_fp_value(b)
+ False
+ >>> b = FPVal(1.0, FPSort(8, 24))
+ >>> b
+ 1
+ >>> is_fp_value(b)
+ True
+ """
+ return is_fp(a) and _is_numeral(a.ctx, a.ast)
+
+def FPSort(ebits, sbits, ctx=None):
+ """Return a Z3 floating-point sort of the given sizes. If `ctx=None`, then the global context is used.
+
+ >>> Single = FPSort(8, 24)
+ >>> Double = FPSort(11, 53)
+ >>> Single
+ FPSort(8, 24)
+ >>> x = Const('x', Single)
+ >>> eq(x, FP('x', FPSort(8, 24)))
+ True
+ """
+ ctx = _get_ctx(ctx)
+ return FPSortRef(Z3_mk_fpa_sort(ctx.ref(), ebits, sbits), ctx)
+
+def _to_float_str(val, exp=0):
+ if isinstance(val, float):
+ if math.isnan(val):
+ res = "NaN"
+ elif val == 0.0:
+ sone = math.copysign(1.0, val)
+ if sone < 0.0:
+ return "-0.0"
+ else:
+ return "+0.0"
+ elif val == float("+inf"):
+ res = "+oo"
+ elif val == float("-inf"):
+ res = "-oo"
+ else:
+ v = val.as_integer_ratio()
+ num = v[0]
+ den = v[1]
+ rvs = str(num) + '/' + str(den)
+ res = rvs + 'p' + _to_int_str(exp)
+ elif isinstance(val, bool):
+ if val:
+ res = "1.0"
+ else:
+ res = "0.0"
+ elif _is_int(val):
+ res = str(val)
+ elif isinstance(val, str):
+ inx = val.find('*(2**')
+ if inx == -1:
+ res = val
+ elif val[-1] == ')':
+ res = val[0:inx]
+ exp = str(int(val[inx+5:-1]) + int(exp))
+ else:
+ _z3_assert(False, "String does not have floating-point numeral form.")
+ elif __debug__:
+ _z3_assert(False, "Python value cannot be used to create floating-point numerals.")
+ if exp == 0:
+ return res
+ else:
+ return res + 'p' + exp
+
+
+def fpNaN(s):
+ """Create a Z3 floating-point NaN term.
+
+ >>> s = FPSort(8, 24)
+ >>> set_fpa_pretty(True)
+ >>> fpNaN(s)
+ NaN
+ >>> pb = get_fpa_pretty()
+ >>> set_fpa_pretty(False)
+ >>> fpNaN(s)
+ fpNaN(FPSort(8, 24))
+ >>> set_fpa_pretty(pb)
+ """
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ return FPNumRef(Z3_mk_fpa_nan(s.ctx_ref(), s.ast), s.ctx)
+
+def fpPlusInfinity(s):
+ """Create a Z3 floating-point +oo term.
+
+ >>> s = FPSort(8, 24)
+ >>> pb = get_fpa_pretty()
+ >>> set_fpa_pretty(True)
+ >>> fpPlusInfinity(s)
+ +oo
+ >>> set_fpa_pretty(False)
+ >>> fpPlusInfinity(s)
+ fpPlusInfinity(FPSort(8, 24))
+ >>> set_fpa_pretty(pb)
+ """
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ return FPNumRef(Z3_mk_fpa_inf(s.ctx_ref(), s.ast, False), s.ctx)
+
+def fpMinusInfinity(s):
+ """Create a Z3 floating-point -oo term."""
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ return FPNumRef(Z3_mk_fpa_inf(s.ctx_ref(), s.ast, True), s.ctx)
+
+def fpInfinity(s, negative):
+ """Create a Z3 floating-point +oo or -oo term."""
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ _z3_assert(isinstance(negative, bool), "expected Boolean flag")
+ return FPNumRef(Z3_mk_fpa_inf(s.ctx_ref(), s.ast, negative), s.ctx)
+
+def fpPlusZero(s):
+ """Create a Z3 floating-point +0.0 term."""
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ return FPNumRef(Z3_mk_fpa_zero(s.ctx_ref(), s.ast, False), s.ctx)
+
+def fpMinusZero(s):
+ """Create a Z3 floating-point -0.0 term."""
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ return FPNumRef(Z3_mk_fpa_zero(s.ctx_ref(), s.ast, True), s.ctx)
+
+def fpZero(s, negative):
+ """Create a Z3 floating-point +0.0 or -0.0 term."""
+ _z3_assert(isinstance(s, FPSortRef), "sort mismatch")
+ _z3_assert(isinstance(negative, bool), "expected Boolean flag")
+ return FPNumRef(Z3_mk_fpa_zero(s.ctx_ref(), s.ast, negative), s.ctx)
+
+def FPVal(sig, exp=None, fps=None, ctx=None):
+ """Return a floating-point value of value `val` and sort `fps`. If `ctx=None`, then the global context is used.
+
+ >>> v = FPVal(20.0, FPSort(8, 24))
+ >>> v
+ 1.25*(2**4)
+ >>> print("0x%.8x" % v.exponent_as_long(False))
+ 0x00000004
+ >>> v = FPVal(2.25, FPSort(8, 24))
+ >>> v
+ 1.125*(2**1)
+ >>> v = FPVal(-2.25, FPSort(8, 24))
+ >>> v
+ -1.125*(2**1)
+ >>> FPVal(-0.0, FPSort(8, 24))
+ -0.0
+ >>> FPVal(0.0, FPSort(8, 24))
+ +0.0
+ >>> FPVal(+0.0, FPSort(8, 24))
+ +0.0
+ """
+ ctx = _get_ctx(ctx)
+ if is_fp_sort(exp):
+ fps = exp
+ exp = None
+ elif fps is None:
+ fps = _dflt_fps(ctx)
+ _z3_assert(is_fp_sort(fps), "sort mismatch")
+ if exp is None:
+ exp = 0
+ val = _to_float_str(sig)
+ if val == "NaN" or val == "nan":
+ return fpNaN(fps)
+ elif val == "-0.0":
+ return fpMinusZero(fps)
+ elif val == "0.0" or val == "+0.0":
+ return fpPlusZero(fps)
+ elif val == "+oo" or val == "+inf" or val == "+Inf":
+ return fpPlusInfinity(fps)
+ elif val == "-oo" or val == "-inf" or val == "-Inf":
+ return fpMinusInfinity(fps)
+ else:
+ return FPNumRef(Z3_mk_numeral(ctx.ref(), val, fps.ast), ctx)
+
+def FP(name, fpsort, ctx=None):
+ """Return a floating-point constant named `name`.
+ `fpsort` is the floating-point sort.
+ If `ctx=None`, then the global context is used.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> is_fp(x)
+ True
+ >>> x.ebits()
+ 8
+ >>> x.sort()
+ FPSort(8, 24)
+ >>> word = FPSort(8, 24)
+ >>> x2 = FP('x', word)
+ >>> eq(x, x2)
+ True
+ """
+ if isinstance(fpsort, FPSortRef) and ctx is None:
+ ctx = fpsort.ctx
+ else:
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), fpsort.ast), ctx)
+
+def FPs(names, fpsort, ctx=None):
+ """Return an array of floating-point constants.
+
+ >>> x, y, z = FPs('x y z', FPSort(8, 24))
+ >>> x.sort()
+ FPSort(8, 24)
+ >>> x.sbits()
+ 24
+ >>> x.ebits()
+ 8
+ >>> fpMul(RNE(), fpAdd(RNE(), x, y), z)
+ fpMul(RNE(), fpAdd(RNE(), x, y), z)
+ """
+ ctx = _get_ctx(ctx)
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [FP(name, fpsort, ctx) for name in names]
+
+def fpAbs(a, ctx=None):
+ """Create a Z3 floating-point absolute value expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FPVal(1.0, s)
+ >>> fpAbs(x)
+ fpAbs(1)
+ >>> y = FPVal(-20.0, s)
+ >>> y
+ -1.25*(2**4)
+ >>> fpAbs(y)
+ fpAbs(-1.25*(2**4))
+ >>> fpAbs(-1.25*(2**4))
+ fpAbs(-1.25*(2**4))
+ >>> fpAbs(x).sort()
+ FPSort(8, 24)
+ """
+ ctx = _get_ctx(ctx)
+ [a] = _coerce_fp_expr_list([a], ctx)
+ return FPRef(Z3_mk_fpa_abs(ctx.ref(), a.as_ast()), ctx)
+
+def fpNeg(a, ctx=None):
+ """Create a Z3 floating-point addition expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> fpNeg(x)
+ -x
+ >>> fpNeg(x).sort()
+ FPSort(8, 24)
+ """
+ ctx = _get_ctx(ctx)
+ [a] = _coerce_fp_expr_list([a], ctx)
+ return FPRef(Z3_mk_fpa_neg(ctx.ref(), a.as_ast()), ctx)
+
+def _mk_fp_unary(f, rm, a, ctx):
+ ctx = _get_ctx(ctx)
+ [a] = _coerce_fp_expr_list([a], ctx)
+ if __debug__:
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression")
+ _z3_assert(is_fp(a), "Second argument must be a Z3 floating-point expression")
+ return FPRef(f(ctx.ref(), rm.as_ast(), a.as_ast()), ctx)
+
+def _mk_fp_unary_norm(f, a, ctx):
+ ctx = _get_ctx(ctx)
+ [a] = _coerce_fp_expr_list([a], ctx)
+ if __debug__:
+ _z3_assert(is_fp(a), "First argument must be a Z3 floating-point expression")
+ return FPRef(f(ctx.ref(), a.as_ast()), ctx)
+
+def _mk_fp_unary_pred(f, a, ctx):
+ ctx = _get_ctx(ctx)
+ [a] = _coerce_fp_expr_list([a], ctx)
+ if __debug__:
+ _z3_assert(is_fp(a) or is_fp(b), "Second or third argument must be a Z3 floating-point expression")
+ return BoolRef(f(ctx.ref(), a.as_ast()), ctx)
+
+def _mk_fp_bin(f, rm, a, b, ctx):
+ ctx = _get_ctx(ctx)
+ [a, b] = _coerce_fp_expr_list([a, b], ctx)
+ if __debug__:
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression")
+ _z3_assert(is_fp(a) or is_fp(b), "Second or third argument must be a Z3 floating-point expression")
+ return FPRef(f(ctx.ref(), rm.as_ast(), a.as_ast(), b.as_ast()), ctx)
+
+def _mk_fp_bin_norm(f, a, b, ctx):
+ ctx = _get_ctx(ctx)
+ [a, b] = _coerce_fp_expr_list([a, b], ctx)
+ if __debug__:
+ _z3_assert(is_fp(a) or is_fp(b), "First or second argument must be a Z3 floating-point expression")
+ return FPRef(f(ctx.ref(), a.as_ast(), b.as_ast()), ctx)
+
+def _mk_fp_bin_pred(f, a, b, ctx):
+ ctx = _get_ctx(ctx)
+ [a, b] = _coerce_fp_expr_list([a, b], ctx)
+ if __debug__:
+ _z3_assert(is_fp(a) or is_fp(b), "Second or third argument must be a Z3 floating-point expression")
+ return BoolRef(f(ctx.ref(), a.as_ast(), b.as_ast()), ctx)
+
+def _mk_fp_tern(f, rm, a, b, c, ctx):
+ ctx = _get_ctx(ctx)
+ [a, b, c] = _coerce_fp_expr_list([a, b, c], ctx)
+ if __debug__:
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression")
+ _z3_assert(is_fp(a) or is_fp(b) or is_fp(c), "At least one of the arguments must be a Z3 floating-point expression")
+ return FPRef(f(ctx.ref(), rm.as_ast(), a.as_ast(), b.as_ast(), c.as_ast()), ctx)
+
+def fpAdd(rm, a, b, ctx=None):
+ """Create a Z3 floating-point addition expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpAdd(rm, x, y)
+ fpAdd(RNE(), x, y)
+ >>> fpAdd(RTZ(), x, y) # default rounding mode is RTZ
+ x + y
+ >>> fpAdd(rm, x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin(Z3_mk_fpa_add, rm, a, b, ctx)
+
+def fpSub(rm, a, b, ctx=None):
+ """Create a Z3 floating-point subtraction expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpSub(rm, x, y)
+ fpSub(RNE(), x, y)
+ >>> fpSub(rm, x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin(Z3_mk_fpa_sub, rm, a, b, ctx)
+
+def fpMul(rm, a, b, ctx=None):
+ """Create a Z3 floating-point multiplication expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpMul(rm, x, y)
+ fpMul(RNE(), x, y)
+ >>> fpMul(rm, x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin(Z3_mk_fpa_mul, rm, a, b, ctx)
+
+def fpDiv(rm, a, b, ctx=None):
+ """Create a Z3 floating-point divison expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpDiv(rm, x, y)
+ fpDiv(RNE(), x, y)
+ >>> fpDiv(rm, x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin(Z3_mk_fpa_div, rm, a, b, ctx)
+
+def fpRem(a, b, ctx=None):
+ """Create a Z3 floating-point remainder expression.
+
+ >>> s = FPSort(8, 24)
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpRem(x, y)
+ fpRem(x, y)
+ >>> fpRem(x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin_norm(Z3_mk_fpa_rem, a, b, ctx)
+
+def fpMin(a, b, ctx=None):
+ """Create a Z3 floating-point minimium expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpMin(x, y)
+ fpMin(x, y)
+ >>> fpMin(x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin_norm(Z3_mk_fpa_min, a, b, ctx)
+
+def fpMax(a, b, ctx=None):
+ """Create a Z3 floating-point maximum expression.
+
+ >>> s = FPSort(8, 24)
+ >>> rm = RNE()
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpMax(x, y)
+ fpMax(x, y)
+ >>> fpMax(x, y).sort()
+ FPSort(8, 24)
+ """
+ return _mk_fp_bin_norm(Z3_mk_fpa_max, a, b, ctx)
+
+def fpFMA(rm, a, b, c, ctx=None):
+ """Create a Z3 floating-point fused multiply-add expression.
+ """
+ return _mk_fp_tern(Z3_mk_fpa_fma, rm, a, b, c, ctx)
+
+def fpSqrt(rm, a, ctx=None):
+ """Create a Z3 floating-point square root expression.
+ """
+ return _mk_fp_unary(Z3_mk_fpa_sqrt, rm, a, ctx)
+
+def fpRoundToIntegral(rm, a, ctx=None):
+ """Create a Z3 floating-point roundToIntegral expression.
+ """
+ return _mk_fp_unary(Z3_mk_fpa_round_to_integral, rm, a, ctx)
+
+def fpIsNaN(a, ctx=None):
+ """Create a Z3 floating-point isNaN expression.
+
+ >>> s = FPSort(8, 24)
+ >>> x = FP('x', s)
+ >>> y = FP('y', s)
+ >>> fpIsNaN(x)
+ fpIsNaN(x)
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_nan, a, ctx)
+
+def fpIsInf(a, ctx=None):
+ """Create a Z3 floating-point isInfinite expression.
+
+ >>> s = FPSort(8, 24)
+ >>> x = FP('x', s)
+ >>> fpIsInf(x)
+ fpIsInf(x)
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_infinite, a, ctx)
+
+def fpIsZero(a, ctx=None):
+ """Create a Z3 floating-point isZero expression.
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_zero, a, ctx)
+
+def fpIsNormal(a, ctx=None):
+ """Create a Z3 floating-point isNormal expression.
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_normal, a, ctx)
+
+def fpIsSubnormal(a, ctx=None):
+ """Create a Z3 floating-point isSubnormal expression.
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_subnormal, a, ctx)
+
+def fpIsNegative(a, ctx=None):
+ """Create a Z3 floating-point isNegative expression.
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_negative, a, ctx)
+
+def fpIsPositive(a, ctx=None):
+ """Create a Z3 floating-point isPositive expression.
+ """
+ return _mk_fp_unary_norm(Z3_mk_fpa_is_positive, a, ctx)
+ return FPRef(Z3_mk_fpa_is_positive(a.ctx_ref(), a.as_ast()), a.ctx)
+
+def _check_fp_args(a, b):
+ if __debug__:
+ _z3_assert(is_fp(a) or is_fp(b), "At least one of the arguments must be a Z3 floating-point expression")
+
+def fpLT(a, b, ctx=None):
+ """Create the Z3 floating-point expression `other < self`.
+
+ >>> x, y = FPs('x y', FPSort(8, 24))
+ >>> fpLT(x, y)
+ x < y
+ >>> (x < y).sexpr()
+ '(fp.lt x y)'
+ """
+ return _mk_fp_bin_pred(Z3_mk_fpa_lt, a, b, ctx)
+
+def fpLEQ(a, b, ctx=None):
+ """Create the Z3 floating-point expression `other <= self`.
+
+ >>> x, y = FPs('x y', FPSort(8, 24))
+ >>> fpLEQ(x, y)
+ x <= y
+ >>> (x <= y).sexpr()
+ '(fp.leq x y)'
+ """
+ return _mk_fp_bin_pred(Z3_mk_fpa_leq, a, b, ctx)
+
+def fpGT(a, b, ctx=None):
+ """Create the Z3 floating-point expression `other > self`.
+
+ >>> x, y = FPs('x y', FPSort(8, 24))
+ >>> fpGT(x, y)
+ x > y
+ >>> (x > y).sexpr()
+ '(fp.gt x y)'
+ """
+ return _mk_fp_bin_pred(Z3_mk_fpa_gt, a, b, ctx)
+
+def fpGEQ(a, b, ctx=None):
+ """Create the Z3 floating-point expression `other >= self`.
+
+ >>> x, y = FPs('x y', FPSort(8, 24))
+ >>> fpGEQ(x, y)
+ x >= y
+ >>> (x >= y).sexpr()
+ '(fp.geq x y)'
+ """
+ return _mk_fp_bin_pred(Z3_mk_fpa_geq, a, b, ctx)
+
+def fpEQ(a, b, ctx=None):
+ """Create the Z3 floating-point expression `fpEQ(other, self)`.
+
+ >>> x, y = FPs('x y', FPSort(8, 24))
+ >>> fpEQ(x, y)
+ fpEQ(x, y)
+ >>> fpEQ(x, y).sexpr()
+ '(fp.eq x y)'
+ """
+ return _mk_fp_bin_pred(Z3_mk_fpa_eq, a, b, ctx)
+
+def fpNEQ(a, b, ctx=None):
+ """Create the Z3 floating-point expression `Not(fpEQ(other, self))`.
+
+ >>> x, y = FPs('x y', FPSort(8, 24))
+ >>> fpNEQ(x, y)
+ Not(fpEQ(x, y))
+ >>> (x != y).sexpr()
+ '(distinct x y)'
+ """
+ return Not(fpEQ(a, b, ctx))
+
+def fpFP(sgn, exp, sig, ctx=None):
+ """Create the Z3 floating-point value `fpFP(sgn, sig, exp)` from the three bit-vectors sgn, sig, and exp.
+
+ >>> s = FPSort(8, 24)
+ >>> x = fpFP(BitVecVal(1, 1), BitVecVal(2**7-1, 8), BitVecVal(2**22, 23))
+ >>> print(x)
+ fpFP(1, 127, 4194304)
+ >>> xv = FPVal(-1.5, s)
+ >>> print(xv)
+ -1.5
+ >>> slvr = Solver()
+ >>> slvr.add(fpEQ(x, xv))
+ >>> slvr.check()
+ sat
+ >>> xv = FPVal(+1.5, s)
+ >>> print(xv)
+ 1.5
+ >>> slvr = Solver()
+ >>> slvr.add(fpEQ(x, xv))
+ >>> slvr.check()
+ unsat
+ """
+ _z3_assert(is_bv(sgn) and is_bv(exp) and is_bv(sig), "sort mismatch")
+ _z3_assert(sgn.sort().size() == 1, "sort mismatch")
+ ctx = _get_ctx(ctx)
+ _z3_assert(ctx == sgn.ctx == exp.ctx == sig.ctx, "context mismatch")
+ return FPRef(Z3_mk_fpa_fp(ctx.ref(), sgn.ast, exp.ast, sig.ast), ctx)
+
+def fpToFP(a1, a2=None, a3=None, ctx=None):
+ """Create a Z3 floating-point conversion expression from other term sorts
+ to floating-point.
+
+ From a bit-vector term in IEEE 754-2008 format:
+ >>> x = FPVal(1.0, Float32())
+ >>> x_bv = fpToIEEEBV(x)
+ >>> simplify(fpToFP(x_bv, Float32()))
+ 1
+
+ From a floating-point term with different precision:
+ >>> x = FPVal(1.0, Float32())
+ >>> x_db = fpToFP(RNE(), x, Float64())
+ >>> x_db.sort()
+ FPSort(11, 53)
+
+ From a real term:
+ >>> x_r = RealVal(1.5)
+ >>> simplify(fpToFP(RNE(), x_r, Float32()))
+ 1.5
+
+ From a signed bit-vector term:
+ >>> x_signed = BitVecVal(-5, BitVecSort(32))
+ >>> simplify(fpToFP(RNE(), x_signed, Float32()))
+ -1.25*(2**2)
+ """
+ ctx = _get_ctx(ctx)
+ if is_bv(a1) and is_fp_sort(a2):
+ return FPRef(Z3_mk_fpa_to_fp_bv(ctx.ref(), a1.ast, a2.ast), ctx)
+ elif is_fprm(a1) and is_fp(a2) and is_fp_sort(a3):
+ return FPRef(Z3_mk_fpa_to_fp_float(ctx.ref(), a1.ast, a2.ast, a3.ast), ctx)
+ elif is_fprm(a1) and is_real(a2) and is_fp_sort(a3):
+ return FPRef(Z3_mk_fpa_to_fp_real(ctx.ref(), a1.ast, a2.ast, a3.ast), ctx)
+ elif is_fprm(a1) and is_bv(a2) and is_fp_sort(a3):
+ return FPRef(Z3_mk_fpa_to_fp_signed(ctx.ref(), a1.ast, a2.ast, a3.ast), ctx)
+ else:
+ raise Z3Exception("Unsupported combination of arguments for conversion to floating-point term.")
+
+def fpBVToFP(v, sort, ctx=None):
+ """Create a Z3 floating-point conversion expression that represents the
+ conversion from a bit-vector term to a floating-point term.
+
+ >>> x_bv = BitVecVal(0x3F800000, 32)
+ >>> x_fp = fpBVToFP(x_bv, Float32())
+ >>> x_fp
+ fpToFP(1065353216)
+ >>> simplify(x_fp)
+ 1
+ """
+ _z3_assert(is_bv(v), "First argument must be a Z3 floating-point rounding mode expression.")
+ _z3_assert(is_fp_sort(sort), "Second argument must be a Z3 floating-point sort.")
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_fpa_to_fp_bv(ctx.ref(), v.ast, sort.ast), ctx)
+
+def fpFPToFP(rm, v, sort, ctx=None):
+ """Create a Z3 floating-point conversion expression that represents the
+ conversion from a floating-point term to a floating-point term of different precision.
+
+ >>> x_sgl = FPVal(1.0, Float32())
+ >>> x_dbl = fpFPToFP(RNE(), x_sgl, Float64())
+ >>> x_dbl
+ fpToFP(RNE(), 1)
+ >>> simplify(x_dbl)
+ 1
+ >>> x_dbl.sort()
+ FPSort(11, 53)
+ """
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression.")
+ _z3_assert(is_fp(v), "Second argument must be a Z3 floating-point expression.")
+ _z3_assert(is_fp_sort(sort), "Third argument must be a Z3 floating-point sort.")
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_fpa_to_fp_float(ctx.ref(), rm.ast, v.ast, sort.ast), ctx)
+
+def fpRealToFP(rm, v, sort, ctx=None):
+ """Create a Z3 floating-point conversion expression that represents the
+ conversion from a real term to a floating-point term.
+
+ >>> x_r = RealVal(1.5)
+ >>> x_fp = fpRealToFP(RNE(), x_r, Float32())
+ >>> x_fp
+ fpToFP(RNE(), 3/2)
+ >>> simplify(x_fp)
+ 1.5
+ """
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression.")
+ _z3_assert(is_real(v), "Second argument must be a Z3 expression or real sort.")
+ _z3_assert(is_fp_sort(sort), "Third argument must be a Z3 floating-point sort.")
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_fpa_to_fp_real(ctx.ref(), rm.ast, v.ast, sort.ast), ctx)
+
+def fpSignedToFP(rm, v, sort, ctx=None):
+ """Create a Z3 floating-point conversion expression that represents the
+ conversion from a signed bit-vector term (encoding an integer) to a floating-point term.
+
+ >>> x_signed = BitVecVal(-5, BitVecSort(32))
+ >>> x_fp = fpSignedToFP(RNE(), x_signed, Float32())
+ >>> x_fp
+ fpToFP(RNE(), 4294967291)
+ >>> simplify(x_fp)
+ -1.25*(2**2)
+ """
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression.")
+ _z3_assert(is_bv(v), "Second argument must be a Z3 expression or real sort.")
+ _z3_assert(is_fp_sort(sort), "Third argument must be a Z3 floating-point sort.")
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_fpa_to_fp_signed(ctx.ref(), rm.ast, v.ast, sort.ast), ctx)
+
+def fpUnsignedToFP(rm, v, sort, ctx=None):
+ """Create a Z3 floating-point conversion expression that represents the
+ conversion from an unsigned bit-vector term (encoding an integer) to a floating-point term.
+
+ >>> x_signed = BitVecVal(-5, BitVecSort(32))
+ >>> x_fp = fpUnsignedToFP(RNE(), x_signed, Float32())
+ >>> x_fp
+ fpToFPUnsigned(RNE(), 4294967291)
+ >>> simplify(x_fp)
+ 1*(2**32)
+ """
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression.")
+ _z3_assert(is_bv(v), "Second argument must be a Z3 expression or real sort.")
+ _z3_assert(is_fp_sort(sort), "Third argument must be a Z3 floating-point sort.")
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_fpa_to_fp_unsigned(ctx.ref(), rm.ast, v.ast, sort.ast), ctx)
+
+def fpToFPUnsigned(rm, x, s, ctx=None):
+ """Create a Z3 floating-point conversion expression, from unsigned bit-vector to floating-point expression."""
+ if __debug__:
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression")
+ _z3_assert(is_bv(x), "Second argument must be a Z3 bit-vector expression")
+ _z3_assert(is_fp_sort(s), "Third argument must be Z3 floating-point sort")
+ ctx = _get_ctx(ctx)
+ return FPRef(Z3_mk_fpa_to_fp_unsigned(ctx.ref(), rm.ast, x.ast, s.ast), ctx)
+
+def fpToSBV(rm, x, s, ctx=None):
+ """Create a Z3 floating-point conversion expression, from floating-point expression to signed bit-vector.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = fpToSBV(RTZ(), x, BitVecSort(32))
+ >>> print(is_fp(x))
+ True
+ >>> print(is_bv(y))
+ True
+ >>> print(is_fp(y))
+ False
+ >>> print(is_bv(x))
+ False
+ """
+ if __debug__:
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression")
+ _z3_assert(is_fp(x), "Second argument must be a Z3 floating-point expression")
+ _z3_assert(is_bv_sort(s), "Third argument must be Z3 bit-vector sort")
+ ctx = _get_ctx(ctx)
+ return BitVecRef(Z3_mk_fpa_to_sbv(ctx.ref(), rm.ast, x.ast, s.size()), ctx)
+
+def fpToUBV(rm, x, s, ctx=None):
+ """Create a Z3 floating-point conversion expression, from floating-point expression to unsigned bit-vector.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = fpToUBV(RTZ(), x, BitVecSort(32))
+ >>> print(is_fp(x))
+ True
+ >>> print(is_bv(y))
+ True
+ >>> print(is_fp(y))
+ False
+ >>> print(is_bv(x))
+ False
+ """
+ if __debug__:
+ _z3_assert(is_fprm(rm), "First argument must be a Z3 floating-point rounding mode expression")
+ _z3_assert(is_fp(x), "Second argument must be a Z3 floating-point expression")
+ _z3_assert(is_bv_sort(s), "Third argument must be Z3 bit-vector sort")
+ ctx = _get_ctx(ctx)
+ return BitVecRef(Z3_mk_fpa_to_ubv(ctx.ref(), rm.ast, x.ast, s.size()), ctx)
+
+def fpToReal(x, ctx=None):
+ """Create a Z3 floating-point conversion expression, from floating-point expression to real.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = fpToReal(x)
+ >>> print(is_fp(x))
+ True
+ >>> print(is_real(y))
+ True
+ >>> print(is_fp(y))
+ False
+ >>> print(is_real(x))
+ False
+ """
+ if __debug__:
+ _z3_assert(is_fp(x), "First argument must be a Z3 floating-point expression")
+ ctx = _get_ctx(ctx)
+ return ArithRef(Z3_mk_fpa_to_real(ctx.ref(), x.ast), ctx)
+
+def fpToIEEEBV(x, ctx=None):
+ """\brief Conversion of a floating-point term into a bit-vector term in IEEE 754-2008 format.
+
+ The size of the resulting bit-vector is automatically determined.
+
+ Note that IEEE 754-2008 allows multiple different representations of NaN. This conversion
+ knows only one NaN and it will always produce the same bit-vector represenatation of
+ that NaN.
+
+ >>> x = FP('x', FPSort(8, 24))
+ >>> y = fpToIEEEBV(x)
+ >>> print(is_fp(x))
+ True
+ >>> print(is_bv(y))
+ True
+ >>> print(is_fp(y))
+ False
+ >>> print(is_bv(x))
+ False
+ """
+ if __debug__:
+ _z3_assert(is_fp(x), "First argument must be a Z3 floating-point expression")
+ ctx = _get_ctx(ctx)
+ return BitVecRef(Z3_mk_fpa_to_ieee_bv(ctx.ref(), x.ast), ctx)
+
+
+
+#########################################
+#
+# Strings, Sequences and Regular expressions
+#
+#########################################
+
+class SeqSortRef(SortRef):
+ """Sequence sort."""
+
+ def is_string(self):
+ """Determine if sort is a string
+ >>> s = StringSort()
+ >>> s.is_string()
+ True
+ >>> s = SeqSort(IntSort())
+ >>> s.is_string()
+ False
+ """
+ return Z3_is_string_sort(self.ctx_ref(), self.ast)
+
+
+def StringSort(ctx=None):
+ """Create a string sort
+ >>> s = StringSort()
+ >>> print(s)
+ String
+ """
+ ctx = _get_ctx(ctx)
+ return SeqSortRef(Z3_mk_string_sort(ctx.ref()), ctx)
+
+
+def SeqSort(s):
+ """Create a sequence sort over elements provided in the argument
+ >>> s = SeqSort(IntSort())
+ >>> s == Unit(IntVal(1)).sort()
+ True
+ """
+ return SeqSortRef(Z3_mk_seq_sort(s.ctx_ref(), s.ast), s.ctx)
+
+class SeqRef(ExprRef):
+ """Sequence expression."""
+
+ def sort(self):
+ return SeqSortRef(Z3_get_sort(self.ctx_ref(), self.as_ast()), self.ctx)
+
+ def __add__(self, other):
+ return Concat(self, other)
+
+ def __radd__(self, other):
+ return Concat(other, self)
+
+ def __getitem__(self, i):
+ if _is_int(i):
+ i = IntVal(i, self.ctx)
+ return SeqRef(Z3_mk_seq_at(self.ctx_ref(), self.as_ast(), i.as_ast()), self.ctx)
+
+ def is_string(self):
+ return Z3_is_string_sort(self.ctx_ref(), Z3_get_sort(self.ctx_ref(), self.as_ast()))
+
+ def is_string_value(self):
+ return Z3_is_string(self.ctx_ref(), self.as_ast())
+
+ def as_string(self):
+ """Return a string representation of sequence expression."""
+ return Z3_ast_to_string(self.ctx_ref(), self.as_ast())
+
+
+def _coerce_seq(s, ctx=None):
+ if isinstance(s, str):
+ ctx = _get_ctx(ctx)
+ s = StringVal(s, ctx)
+ if not is_expr(s):
+ raise Z3Exception("Non-expression passed as a sequence")
+ if not is_seq(s):
+ raise Z3Exception("Non-sequence passed as a sequence")
+ return s
+
+def _get_ctx2(a, b, ctx=None):
+ if is_expr(a):
+ return a.ctx
+ if is_expr(b):
+ return b.ctx
+ if ctx is None:
+ ctx = main_ctx()
+ return ctx
+
+def is_seq(a):
+ """Return `True` if `a` is a Z3 sequence expression.
+ >>> print (is_seq(Unit(IntVal(0))))
+ True
+ >>> print (is_seq(StringVal("abc")))
+ True
+ """
+ return isinstance(a, SeqRef)
+
+def is_string(a):
+ """Return `True` if `a` is a Z3 string expression.
+ >>> print (is_string(StringVal("ab")))
+ True
+ """
+ return isinstance(a, SeqRef) and a.is_string()
+
+def is_string_value(a):
+ """return 'True' if 'a' is a Z3 string constant expression.
+ >>> print (is_string_value(StringVal("a")))
+ True
+ >>> print (is_string_value(StringVal("a") + StringVal("b")))
+ False
+ """
+ return isinstance(a, SeqRef) and a.is_string_value()
+
+
+def StringVal(s, ctx=None):
+ """create a string expression"""
+ ctx = _get_ctx(ctx)
+ return SeqRef(Z3_mk_string(ctx.ref(), s), ctx)
+
+def String(name, ctx=None):
+ """Return a string constant named `name`. If `ctx=None`, then the global context is used.
+
+ >>> x = String('x')
+ """
+ ctx = _get_ctx(ctx)
+ return SeqRef(Z3_mk_const(ctx.ref(), to_symbol(name, ctx), StringSort(ctx).ast), ctx)
+
+def Strings(names, ctx=None):
+ """Return a tuple of String constants. """
+ ctx = _get_ctx(ctx)
+ if isinstance(names, str):
+ names = names.split(" ")
+ return [String(name, ctx) for name in names]
+
+def Empty(s):
+ """Create the empty sequence of the given sort
+ >>> e = Empty(StringSort())
+ >>> print(e)
+ ""
+ >>> e2 = StringVal("")
+ >>> print(e.eq(e2))
+ True
+ >>> e3 = Empty(SeqSort(IntSort()))
+ >>> print(e3)
+ seq.empty
+ >>> e4 = Empty(ReSort(SeqSort(IntSort())))
+ >>> print(e4)
+ re.empty
+ """
+ if isinstance(s, SeqSortRef):
+ return SeqRef(Z3_mk_seq_empty(s.ctx_ref(), s.ast), s.ctx)
+ if isinstance(s, ReSortRef):
+ return ReRef(Z3_mk_re_empty(s.ctx_ref(), s.ast), s.ctx)
+ raise Z3Exception("Non-sequence, non-regular expression sort passed to Empty")
+
+def Full(s):
+ """Create the regular expression that accepts the universal langauge
+ >>> e = Full(ReSort(SeqSort(IntSort())))
+ >>> print(e)
+ re.all
+ >>> e1 = Full(ReSort(StringSort()))
+ >>> print(e1)
+ re.allchar
+ """
+ if isinstance(s, ReSortRef):
+ return ReRef(Z3_mk_re_full(s.ctx_ref(), s.ast), s.ctx)
+ raise Z3Exception("Non-sequence, non-regular expression sort passed to Full")
+
+
+def Unit(a):
+ """Create a singleton sequence"""
+ return SeqRef(Z3_mk_seq_unit(a.ctx_ref(), a.as_ast()), a.ctx)
+
+def PrefixOf(a, b):
+ """Check if 'a' is a prefix of 'b'
+ >>> s1 = PrefixOf("ab", "abc")
+ >>> simplify(s1)
+ True
+ >>> s2 = PrefixOf("bc", "abc")
+ >>> simplify(s2)
+ False
+ """
+ ctx = _get_ctx2(a, b)
+ a = _coerce_seq(a, ctx)
+ b = _coerce_seq(b, ctx)
+ return BoolRef(Z3_mk_seq_prefix(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def SuffixOf(a, b):
+ """Check if 'a' is a suffix of 'b'
+ >>> s1 = SuffixOf("ab", "abc")
+ >>> simplify(s1)
+ False
+ >>> s2 = SuffixOf("bc", "abc")
+ >>> simplify(s2)
+ True
+ """
+ ctx = _get_ctx2(a, b)
+ a = _coerce_seq(a, ctx)
+ b = _coerce_seq(b, ctx)
+ return BoolRef(Z3_mk_seq_suffix(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+def Contains(a, b):
+ """Check if 'a' contains 'b'
+ >>> s1 = Contains("abc", "ab")
+ >>> simplify(s1)
+ True
+ >>> s2 = Contains("abc", "bc")
+ >>> simplify(s2)
+ True
+ >>> x, y, z = Strings('x y z')
+ >>> s3 = Contains(Concat(x,y,z), y)
+ >>> simplify(s3)
+ True
+ """
+ ctx = _get_ctx2(a, b)
+ a = _coerce_seq(a, ctx)
+ b = _coerce_seq(b, ctx)
+ return BoolRef(Z3_mk_seq_contains(a.ctx_ref(), a.as_ast(), b.as_ast()), a.ctx)
+
+
+def Replace(s, src, dst):
+ """Replace the first occurrence of 'src' by 'dst' in 's'
+ >>> r = Replace("aaa", "a", "b")
+ >>> simplify(r)
+ "baa"
+ """
+ ctx = _get_ctx2(dst, s)
+ if ctx is None and is_expr(src):
+ ctx = src.ctx
+ src = _coerce_seq(src, ctx)
+ dst = _coerce_seq(dst, ctx)
+ s = _coerce_seq(s, ctx)
+ return SeqRef(Z3_mk_seq_replace(src.ctx_ref(), s.as_ast(), src.as_ast(), dst.as_ast()), s.ctx)
+
+def IndexOf(s, substr):
+ return IndexOf(s, substr, IntVal(0))
+
+def IndexOf(s, substr, offset):
+ """Retrieve the index of substring within a string starting at a specified offset.
+ >>> simplify(IndexOf("abcabc", "bc", 0))
+ 1
+ >>> simplify(IndexOf("abcabc", "bc", 2))
+ 4
+ """
+ ctx = None
+ if is_expr(offset):
+ ctx = offset.ctx
+ ctx = _get_ctx2(s, substr, ctx)
+ s = _coerce_seq(s, ctx)
+ substr = _coerce_seq(substr, ctx)
+ if _is_int(offset):
+ offset = IntVal(offset, ctx)
+ return SeqRef(Z3_mk_seq_index(s.ctx_ref(), s.as_ast(), substr.as_ast(), offset.as_ast()), s.ctx)
+
+def Length(s):
+ """Obtain the length of a sequence 's'
+ >>> l = Length(StringVal("abc"))
+ >>> simplify(l)
+ 3
+ """
+ s = _coerce_seq(s)
+ return ArithRef(Z3_mk_seq_length(s.ctx_ref(), s.as_ast()), s.ctx)
+
+def StrToInt(s):
+ """Convert string expression to integer
+ >>> a = StrToInt("1")
+ >>> simplify(1 == a)
+ True
+ >>> b = StrToInt("2")
+ >>> simplify(1 == b)
+ False
+ >>> c = StrToInt(IntToStr(2))
+ >>> simplify(1 == c)
+ False
+ """
+ s = _coerce_seq(s)
+ return ArithRef(Z3_mk_str_to_int(s.ctx_ref(), s.as_ast()), s.ctx)
+
+
+def IntToStr(s):
+ """Convert integer expression to string"""
+ if not is_expr(s):
+ s = _py2expr(s)
+ return SeqRef(Z3_mk_int_to_str(s.ctx_ref(), s.as_ast()), s.ctx)
+
+
+def Re(s, ctx=None):
+ """The regular expression that accepts sequence 's'
+ >>> s1 = Re("ab")
+ >>> s2 = Re(StringVal("ab"))
+ >>> s3 = Re(Unit(BoolVal(True)))
+ """
+ s = _coerce_seq(s, ctx)
+ return ReRef(Z3_mk_seq_to_re(s.ctx_ref(), s.as_ast()), s.ctx)
+
+
+
+
+## Regular expressions
+
+class ReSortRef(SortRef):
+ """Regular expression sort."""
+
+
+def ReSort(s):
+ if is_ast(s):
+ return ReSortRef(Z3_mk_re_sort(s.ctx.ref(), s.ast), s.ctx)
+ if s is None or isinstance(s, Context):
+ ctx = _get_ctx(s)
+ return ReSortRef(Z3_mk_re_sort(ctx.ref(), Z3_mk_string_sort(ctx.ref())), s.ctx)
+ raise Z3Exception("Regular expression sort constructor expects either a string or a context or no argument")
+
+
+class ReRef(ExprRef):
+ """Regular expressions."""
+
+ def __add__(self, other):
+ return Union(self, other)
+
+
+def is_re(s):
+ return isinstance(s, ReRef)
+
+
+def InRe(s, re):
+ """Create regular expression membership test
+ >>> re = Union(Re("a"),Re("b"))
+ >>> print (simplify(InRe("a", re)))
+ True
+ >>> print (simplify(InRe("b", re)))
+ True
+ >>> print (simplify(InRe("c", re)))
+ False
+ """
+ s = _coerce_seq(s, re.ctx)
+ return BoolRef(Z3_mk_seq_in_re(s.ctx_ref(), s.as_ast(), re.as_ast()), s.ctx)
+
+def Union(*args):
+ """Create union of regular expressions.
+ >>> re = Union(Re("a"), Re("b"), Re("c"))
+ >>> print (simplify(InRe("d", re)))
+ False
+ """
+ args = _get_args(args)
+ sz = len(args)
+ if __debug__:
+ _z3_assert(sz > 0, "At least one argument expected.")
+ _z3_assert(all([is_re(a) for a in args]), "All arguments must be regular expressions.")
+ if sz == 1:
+ return args[0]
+ ctx = args[0].ctx
+ v = (Ast * sz)()
+ for i in range(sz):
+ v[i] = args[i].as_ast()
+ return ReRef(Z3_mk_re_union(ctx.ref(), sz, v), ctx)
+
+def Plus(re):
+ """Create the regular expression accepting one or more repetitions of argument.
+ >>> re = Plus(Re("a"))
+ >>> print(simplify(InRe("aa", re)))
+ True
+ >>> print(simplify(InRe("ab", re)))
+ False
+ >>> print(simplify(InRe("", re)))
+ False
+ """
+ return ReRef(Z3_mk_re_plus(re.ctx_ref(), re.as_ast()), re.ctx)
+
+def Option(re):
+ """Create the regular expression that optionally accepts the argument.
+ >>> re = Option(Re("a"))
+ >>> print(simplify(InRe("a", re)))
+ True
+ >>> print(simplify(InRe("", re)))
+ True
+ >>> print(simplify(InRe("aa", re)))
+ False
+ """
+ return ReRef(Z3_mk_re_option(re.ctx_ref(), re.as_ast()), re.ctx)
+
+def Complement(re):
+ """Create the complement regular expression."""
+ return ReRef(Z3_mk_re_complement(re.ctx_ref(), re.as_ast()), re.ctx)
+
+def Star(re):
+ """Create the regular expression accepting zero or more repetitions of argument.
+ >>> re = Star(Re("a"))
+ >>> print(simplify(InRe("aa", re)))
+ True
+ >>> print(simplify(InRe("ab", re)))
+ False
+ >>> print(simplify(InRe("", re)))
+ True
+ """
+ return ReRef(Z3_mk_re_star(re.ctx_ref(), re.as_ast()), re.ctx)
+
+def Loop(re, lo, hi=0):
+ """Create the regular expression accepting between a lower and upper bound repetitions
+ >>> re = Loop(Re("a"), 1, 3)
+ >>> print(simplify(InRe("aa", re)))
+ True
+ >>> print(simplify(InRe("aaaa", re)))
+ False
+ >>> print(simplify(InRe("", re)))
+ False
+ """
+ return ReRef(Z3_mk_re_loop(re.ctx_ref(), re.as_ast(), lo, hi), re.ctx)