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pylowering.py
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"""
Lowering implementation for object mode.
"""
import builtins
import operator
import inspect
from functools import cached_property
import llvmlite.ir
from numba.core import types, utils, ir, generators, cgutils
from numba.core.errors import (ForbiddenConstruct, LoweringError,
NumbaNotImplementedError)
from numba.core.lowering import BaseLower
# Issue #475: locals() is unsupported as calling it naively would give
# out wrong results.
_unsupported_builtins = set([locals])
class _Undefined:
"""
A sentinel value for undefined variable created by Expr.undef.
"""
def __repr__(self):
return "<undefined>"
_UNDEFINED = _Undefined()
# Map operators to methods on the PythonAPI class
PYTHON_BINOPMAP = {
operator.add: ("number_add", False),
operator.sub: ("number_subtract", False),
operator.mul: ("number_multiply", False),
operator.truediv: ("number_truedivide", False),
operator.floordiv: ("number_floordivide", False),
operator.mod: ("number_remainder", False),
operator.pow: ("number_power", False),
operator.lshift: ("number_lshift", False),
operator.rshift: ("number_rshift", False),
operator.and_: ("number_and", False),
operator.or_: ("number_or", False),
operator.xor: ("number_xor", False),
# inplace operators
operator.iadd: ("number_add", True),
operator.isub: ("number_subtract", True),
operator.imul: ("number_multiply", True),
operator.itruediv: ("number_truedivide", True),
operator.ifloordiv: ("number_floordivide", True),
operator.imod: ("number_remainder", True),
operator.ipow: ("number_power", True),
operator.ilshift: ("number_lshift", True),
operator.irshift: ("number_rshift", True),
operator.iand: ("number_and", True),
operator.ior: ("number_or", True),
operator.ixor: ("number_xor", True),
}
PYTHON_BINOPMAP[operator.matmul] = ("number_matrix_multiply", False)
PYTHON_BINOPMAP[operator.imatmul] = ("number_matrix_multiply", True)
PYTHON_COMPAREOPMAP = {
operator.eq: '==',
operator.ne: '!=',
operator.lt: '<',
operator.le: '<=',
operator.gt: '>',
operator.ge: '>=',
operator.is_: 'is',
operator.is_not: 'is not',
operator.contains: 'in'
}
class PyLower(BaseLower):
GeneratorLower = generators.PyGeneratorLower
def init(self):
# Strings to be frozen into the Environment object
self._frozen_strings = set()
self._live_vars = set()
def pre_lower(self):
super(PyLower, self).pre_lower()
self.init_pyapi()
def post_lower(self):
pass
def pre_block(self, block):
self.init_vars(block)
def lower_inst(self, inst):
if isinstance(inst, ir.Assign):
value = self.lower_assign(inst)
self.storevar(value, inst.target.name)
elif isinstance(inst, ir.SetItem):
target = self.loadvar(inst.target.name)
index = self.loadvar(inst.index.name)
value = self.loadvar(inst.value.name)
ok = self.pyapi.object_setitem(target, index, value)
self.check_int_status(ok)
elif isinstance(inst, ir.DelItem):
target = self.loadvar(inst.target.name)
index = self.loadvar(inst.index.name)
ok = self.pyapi.object_delitem(target, index)
self.check_int_status(ok)
elif isinstance(inst, ir.SetAttr):
target = self.loadvar(inst.target.name)
value = self.loadvar(inst.value.name)
ok = self.pyapi.object_setattr(target,
self._freeze_string(inst.attr),
value)
self.check_int_status(ok)
elif isinstance(inst, ir.DelAttr):
target = self.loadvar(inst.target.name)
ok = self.pyapi.object_delattr(target,
self._freeze_string(inst.attr))
self.check_int_status(ok)
elif isinstance(inst, ir.StoreMap):
dct = self.loadvar(inst.dct.name)
key = self.loadvar(inst.key.name)
value = self.loadvar(inst.value.name)
ok = self.pyapi.dict_setitem(dct, key, value)
self.check_int_status(ok)
elif isinstance(inst, ir.Return):
retval = self.loadvar(inst.value.name)
if self.generator_info:
# StopIteration
# We own a reference to the "return value", but we
# don't return it.
self.pyapi.decref(retval)
self.genlower.return_from_generator(self)
return
# No need to incref() as the reference is already owned.
self.call_conv.return_value(self.builder, retval)
elif isinstance(inst, ir.Branch):
cond = self.loadvar(inst.cond.name)
if cond.type == llvmlite.ir.IntType(1):
istrue = cond
else:
istrue = self.pyapi.object_istrue(cond)
zero = llvmlite.ir.Constant(istrue.type, None)
pred = self.builder.icmp_unsigned('!=', istrue, zero)
tr = self.blkmap[inst.truebr]
fl = self.blkmap[inst.falsebr]
self.builder.cbranch(pred, tr, fl)
elif isinstance(inst, ir.Jump):
target = self.blkmap[inst.target]
self.builder.branch(target)
elif isinstance(inst, ir.Del):
self.delvar(inst.value)
elif isinstance(inst, ir.PopBlock):
pass # this is just a marker
elif isinstance(inst, ir.Raise):
if inst.exception is not None:
exc = self.loadvar(inst.exception.name)
# A reference will be stolen by raise_object() and another
# by return_exception_raised().
self.incref(exc)
else:
exc = None
self.pyapi.raise_object(exc)
self.return_exception_raised()
else:
msg = f"{type(inst)}, {inst}"
raise NumbaNotImplementedError(msg)
@cached_property
def _omitted_typobj(self):
"""Return a `OmittedArg` type instance as a LLVM value suitable for
testing at runtime.
"""
from numba.core.dispatcher import OmittedArg
return self.pyapi.unserialize(
self.pyapi.serialize_object(OmittedArg))
def lower_assign(self, inst):
"""
The returned object must have a new reference
"""
value = inst.value
if isinstance(value, (ir.Const, ir.FreeVar)):
return self.lower_const(value.value)
elif isinstance(value, ir.Var):
val = self.loadvar(value.name)
self.incref(val)
return val
elif isinstance(value, ir.Expr):
return self.lower_expr(value)
elif isinstance(value, ir.Global):
return self.lower_global(value.name, value.value)
elif isinstance(value, ir.Yield):
return self.lower_yield(value)
elif isinstance(value, ir.Arg):
param = self.func_ir.func_id.pysig.parameters.get(value.name)
obj = self.fnargs[value.index]
slot = cgutils.alloca_once_value(self.builder, obj)
# Don't check for OmittedArg unless the argument has a default
if param is not None and param.default is inspect.Parameter.empty:
self.incref(obj)
self.builder.store(obj, slot)
else:
# When an argument is omitted, the dispatcher hands it as
# _OmittedArg(<default value>)
typobj = self.pyapi.get_type(obj)
is_omitted = self.builder.icmp_unsigned('==', typobj,
self._omitted_typobj)
with self.builder.if_else(is_omitted, likely=False) as (omitted, present):
with present:
self.incref(obj)
self.builder.store(obj, slot)
with omitted:
# The argument is omitted => get the default value
obj = self.pyapi.object_getattr_string(obj, 'value')
self.builder.store(obj, slot)
return self.builder.load(slot)
else:
raise NotImplementedError(type(value), value)
def lower_yield(self, inst):
yp = self.generator_info.yield_points[inst.index]
assert yp.inst is inst
self.genlower.init_generator_state(self)
# Save live vars in state
# We also need to save live vars that are del'ed afterwards.
y = generators.LowerYield(self, yp, yp.live_vars | yp.weak_live_vars)
y.lower_yield_suspend()
# Yield to caller
val = self.loadvar(inst.value.name)
# Let caller own the reference
self.pyapi.incref(val)
self.call_conv.return_value(self.builder, val)
# Resumption point
y.lower_yield_resume()
# None is returned by the yield expression
return self.pyapi.make_none()
def lower_binop(self, expr, op, inplace=False):
lhs = self.loadvar(expr.lhs.name)
rhs = self.loadvar(expr.rhs.name)
assert not isinstance(op, str)
if op in PYTHON_BINOPMAP:
fname, inplace = PYTHON_BINOPMAP[op]
fn = getattr(self.pyapi, fname)
res = fn(lhs, rhs, inplace=inplace)
else:
# Assumed to be rich comparison
fn = PYTHON_COMPAREOPMAP.get(expr.fn, expr.fn)
if fn == 'in': # 'in' and operator.contains have args reversed
lhs, rhs = rhs, lhs
res = self.pyapi.object_richcompare(lhs, rhs, fn)
self.check_error(res)
return res
def lower_expr(self, expr):
if expr.op == 'binop':
return self.lower_binop(expr, expr.fn, inplace=False)
elif expr.op == 'inplace_binop':
return self.lower_binop(expr, expr.fn, inplace=True)
elif expr.op == 'unary':
value = self.loadvar(expr.value.name)
if expr.fn == operator.neg:
res = self.pyapi.number_negative(value)
elif expr.fn == operator.pos:
res = self.pyapi.number_positive(value)
elif expr.fn == operator.not_:
res = self.pyapi.object_not(value)
self.check_int_status(res)
res = self.pyapi.bool_from_bool(res)
elif expr.fn == operator.invert:
res = self.pyapi.number_invert(value)
else:
raise NotImplementedError(expr)
self.check_error(res)
return res
elif expr.op == 'call':
argvals = [self.loadvar(a.name) for a in expr.args]
fn = self.loadvar(expr.func.name)
args = self.pyapi.tuple_pack(argvals)
if expr.vararg:
# Expand *args
varargs = self.pyapi.sequence_tuple(
self.loadvar(expr.vararg.name))
new_args = self.pyapi.sequence_concat(args, varargs)
self.decref(varargs)
self.decref(args)
args = new_args
if not expr.kws:
# No named arguments
ret = self.pyapi.call(fn, args, None)
else:
# Named arguments
keyvalues = [(k, self.loadvar(v.name)) for k, v in expr.kws]
kws = self.pyapi.dict_pack(keyvalues)
ret = self.pyapi.call(fn, args, kws)
self.decref(kws)
self.decref(args)
self.check_error(ret)
return ret
elif expr.op == 'getattr':
obj = self.loadvar(expr.value.name)
res = self.pyapi.object_getattr(obj, self._freeze_string(expr.attr))
self.check_error(res)
return res
elif expr.op == 'build_tuple':
items = [self.loadvar(it.name) for it in expr.items]
res = self.pyapi.tuple_pack(items)
self.check_error(res)
return res
elif expr.op == 'build_list':
items = [self.loadvar(it.name) for it in expr.items]
res = self.pyapi.list_pack(items)
self.check_error(res)
return res
elif expr.op == 'build_map':
res = self.pyapi.dict_new(expr.size)
self.check_error(res)
for k, v in expr.items:
key = self.loadvar(k.name)
value = self.loadvar(v.name)
ok = self.pyapi.dict_setitem(res, key, value)
self.check_int_status(ok)
return res
elif expr.op == 'build_set':
items = [self.loadvar(it.name) for it in expr.items]
res = self.pyapi.set_new()
self.check_error(res)
for it in items:
ok = self.pyapi.set_add(res, it)
self.check_int_status(ok)
return res
elif expr.op == 'getiter':
obj = self.loadvar(expr.value.name)
res = self.pyapi.object_getiter(obj)
self.check_error(res)
return res
elif expr.op == 'iternext':
iterobj = self.loadvar(expr.value.name)
item = self.pyapi.iter_next(iterobj)
is_valid = cgutils.is_not_null(self.builder, item)
pair = self.pyapi.tuple_new(2)
with self.builder.if_else(is_valid) as (then, otherwise):
with then:
self.pyapi.tuple_setitem(pair, 0, item)
with otherwise:
self.check_occurred()
# Make the tuple valid by inserting None as dummy
# iteration "result" (it will be ignored).
self.pyapi.tuple_setitem(pair, 0, self.pyapi.make_none())
self.pyapi.tuple_setitem(pair, 1, self.pyapi.bool_from_bool(is_valid))
return pair
elif expr.op == 'pair_first':
pair = self.loadvar(expr.value.name)
first = self.pyapi.tuple_getitem(pair, 0)
self.incref(first)
return first
elif expr.op == 'pair_second':
pair = self.loadvar(expr.value.name)
second = self.pyapi.tuple_getitem(pair, 1)
self.incref(second)
return second
elif expr.op == 'exhaust_iter':
iterobj = self.loadvar(expr.value.name)
tup = self.pyapi.sequence_tuple(iterobj)
self.check_error(tup)
# Check tuple size is as expected
tup_size = self.pyapi.tuple_size(tup)
expected_size = self.context.get_constant(types.intp, expr.count)
has_wrong_size = self.builder.icmp_unsigned('!=',
tup_size, expected_size)
with cgutils.if_unlikely(self.builder, has_wrong_size):
self.return_exception(ValueError)
return tup
elif expr.op == 'getitem':
value = self.loadvar(expr.value.name)
index = self.loadvar(expr.index.name)
res = self.pyapi.object_getitem(value, index)
self.check_error(res)
return res
elif expr.op == 'static_getitem':
value = self.loadvar(expr.value.name)
index = self.context.get_constant(types.intp, expr.index)
indexobj = self.pyapi.long_from_ssize_t(index)
self.check_error(indexobj)
res = self.pyapi.object_getitem(value, indexobj)
self.decref(indexobj)
self.check_error(res)
return res
elif expr.op == 'getslice':
target = self.loadvar(expr.target.name)
start = self.loadvar(expr.start.name)
stop = self.loadvar(expr.stop.name)
slicefn = self.get_builtin_obj("slice")
sliceobj = self.pyapi.call_function_objargs(slicefn, (start, stop))
self.decref(slicefn)
self.check_error(sliceobj)
res = self.pyapi.object_getitem(target, sliceobj)
self.check_error(res)
return res
elif expr.op == 'cast':
val = self.loadvar(expr.value.name)
self.incref(val)
return val
elif expr.op == 'phi':
raise LoweringError("PHI not stripped")
elif expr.op == 'null':
# Make null value
return cgutils.get_null_value(self.pyapi.pyobj)
elif expr.op == 'undef':
# Use a sentinel value for undefined variable
return self.lower_const(_UNDEFINED)
else:
raise NotImplementedError(expr)
def lower_const(self, const):
# All constants are frozen inside the environment
index = self.env_manager.add_const(const)
ret = self.env_manager.read_const(index)
self.check_error(ret)
self.incref(ret)
return ret
def lower_global(self, name, value):
"""
1) Check global scope dictionary.
2) Check __builtins__.
2a) is it a dictionary (for non __main__ module)
2b) is it a module (for __main__ module)
"""
moddict = self.get_module_dict()
obj = self.pyapi.dict_getitem(moddict, self._freeze_string(name))
self.incref(obj) # obj is borrowed
try:
if value in _unsupported_builtins:
raise ForbiddenConstruct("builtins %s() is not supported"
% name, loc=self.loc)
except TypeError:
# `value` is unhashable, ignore
pass
if hasattr(builtins, name):
obj_is_null = self.is_null(obj)
bbelse = self.builder.basic_block
with self.builder.if_then(obj_is_null):
mod = self.pyapi.dict_getitem(moddict,
self._freeze_string("__builtins__"))
builtin = self.builtin_lookup(mod, name)
bbif = self.builder.basic_block
retval = self.builder.phi(self.pyapi.pyobj)
retval.add_incoming(obj, bbelse)
retval.add_incoming(builtin, bbif)
else:
retval = obj
with cgutils.if_unlikely(self.builder, self.is_null(retval)):
self.pyapi.raise_missing_global_error(name)
self.return_exception_raised()
return retval
# -------------------------------------------------------------------------
def get_module_dict(self):
return self.env_body.globals
def get_builtin_obj(self, name):
# XXX The builtins dict could be bound into the environment
moddict = self.get_module_dict()
mod = self.pyapi.dict_getitem(moddict,
self._freeze_string("__builtins__"))
return self.builtin_lookup(mod, name)
def builtin_lookup(self, mod, name):
"""
Args
----
mod:
The __builtins__ dictionary or module, as looked up in
a module's globals.
name: str
The object to lookup
"""
fromdict = self.pyapi.dict_getitem(mod, self._freeze_string(name))
self.incref(fromdict) # fromdict is borrowed
bbifdict = self.builder.basic_block
with cgutils.if_unlikely(self.builder, self.is_null(fromdict)):
# This happen if we are using the __main__ module
frommod = self.pyapi.object_getattr(mod, self._freeze_string(name))
with cgutils.if_unlikely(self.builder, self.is_null(frommod)):
self.pyapi.raise_missing_global_error(name)
self.return_exception_raised()
bbifmod = self.builder.basic_block
builtin = self.builder.phi(self.pyapi.pyobj)
builtin.add_incoming(fromdict, bbifdict)
builtin.add_incoming(frommod, bbifmod)
return builtin
def check_occurred(self):
"""
Return if an exception occurred.
"""
err_occurred = cgutils.is_not_null(self.builder,
self.pyapi.err_occurred())
with cgutils.if_unlikely(self.builder, err_occurred):
self.return_exception_raised()
def check_error(self, obj):
"""
Return if *obj* is NULL.
"""
with cgutils.if_unlikely(self.builder, self.is_null(obj)):
self.return_exception_raised()
return obj
def check_int_status(self, num, ok_value=0):
"""
Raise an exception if *num* is smaller than *ok_value*.
"""
ok = llvmlite.ir.Constant(num.type, ok_value)
pred = self.builder.icmp_signed('<', num, ok)
with cgutils.if_unlikely(self.builder, pred):
self.return_exception_raised()
def is_null(self, obj):
return cgutils.is_null(self.builder, obj)
def return_exception_raised(self):
"""
Return with the currently raised exception.
"""
self.cleanup_vars()
self.call_conv.return_exc(self.builder)
def init_vars(self, block):
"""
Initialize live variables for *block*.
"""
self._live_vars = set(self.func_ir.get_block_entry_vars(block))
def _getvar(self, name, ltype=None):
if name not in self.varmap:
self.varmap[name] = self.alloca(name, ltype=ltype)
return self.varmap[name]
def loadvar(self, name):
"""
Load the llvm value of the variable named *name*.
"""
# If this raises then the live variables analysis is wrong
assert name in self._live_vars, name
ptr = self.varmap[name]
val = self.builder.load(ptr)
with cgutils.if_unlikely(self.builder, self.is_null(val)):
self.pyapi.raise_missing_name_error(name)
self.return_exception_raised()
return val
def delvar(self, name):
"""
Delete the variable slot with the given name. This will decref
the corresponding Python object.
"""
# If this raises then the live variables analysis is wrong
self._live_vars.remove(name)
ptr = self._getvar(name) # initializes `name` if not already
self.decref(self.builder.load(ptr))
# This is a safety guard against double decref's, but really
# the IR should be correct and have only one Del per variable
# and code path.
self.builder.store(cgutils.get_null_value(ptr.type.pointee), ptr)
def storevar(self, value, name, clobber=False):
"""
Stores a llvm value and allocate stack slot if necessary.
The llvm value can be of arbitrary type.
"""
is_redefine = name in self._live_vars and not clobber
ptr = self._getvar(name, ltype=value.type)
if is_redefine:
old = self.builder.load(ptr)
else:
self._live_vars.add(name)
assert value.type == ptr.type.pointee, (str(value.type),
str(ptr.type.pointee))
self.builder.store(value, ptr)
# Safe to call decref even on non python object
if is_redefine:
self.decref(old)
def cleanup_vars(self):
"""
Cleanup live variables.
"""
for name in self._live_vars:
ptr = self._getvar(name)
self.decref(self.builder.load(ptr))
def alloca(self, name, ltype=None):
"""
Allocate a stack slot and initialize it to NULL.
The default is to allocate a pyobject pointer.
Use ``ltype`` to override.
"""
if ltype is None:
ltype = self.context.get_value_type(types.pyobject)
with self.builder.goto_block(self.entry_block):
ptr = self.builder.alloca(ltype, name=name)
self.builder.store(cgutils.get_null_value(ltype), ptr)
return ptr
def _alloca_var(self, name, fetype):
# This is here for API compatibility with lowering.py::Lower.
# NOTE: fetype is unused
return self.alloca(name)
def incref(self, value):
self.pyapi.incref(value)
def decref(self, value):
"""
This is allow to be called on non pyobject pointer, in which case
no code is inserted.
"""
lpyobj = self.context.get_value_type(types.pyobject)
if value.type == lpyobj:
self.pyapi.decref(value)
def _freeze_string(self, string):
"""
Freeze a Python string object into the code.
"""
return self.lower_const(string)