def _create_cond_expr(self, results, test, body_name, orelse_name,
state_getter_name,
state_setter_name):
if results is not None:
template = """
results = ag__.if_stmt(test, body_name, orelse_name,
state_getter_name, state_setter_name)
"""
return templates.replace(
template,
test=test,
results=results,
body_name=body_name,
orelse_name=orelse_name,
state_getter_name=state_getter_name,
state_setter_name=state_setter_name)
else:
template = """
ag__.if_stmt(test, body_name, orelse_name, getter_name, setter_name)
"""
return templates.replace(
template,
test=test,
body_name=body_name,
orelse_name=orelse_name,
getter_name=state_getter_name,
setter_name=state_setter_name)
def _create_cond_branch(self, body_name, aliased_orig_names,
aliased_new_names, body, returns):
if len(returns) == 1:
template = """
return retval
"""
return_stmt = templates.replace(template, retval=returns[0])
else:
template = """
return (retvals,)
"""
return_stmt = templates.replace(template, retvals=returns)
if aliased_orig_names:
template = """
def body_name():
aliased_new_names, = aliased_orig_names,
body
return_stmt
"""
return templates.replace(
template,
body_name=body_name,
body=body,
aliased_orig_names=aliased_orig_names,
aliased_new_names=aliased_new_names,
return_stmt=return_stmt)
else:
template = """
def body_name():
body
return_stmt
"""
return templates.replace(
template, body_name=body_name, body=body, return_stmt=return_stmt)
def _create_state_functions(self, composites,
state_getter_name, state_setter_name):
if composites:
composite_tuple = tuple(composites)
template = """
def state_getter_name():
return composite_tuple,
def state_setter_name(vals):
composite_tuple, = vals
"""
node = templates.replace(
template,
state_getter_name=state_getter_name,
state_setter_name=state_setter_name,
composite_tuple=composite_tuple)
else:
template = """
def state_getter_name():
return ()
def state_setter_name(_):
pass
"""
node = templates.replace(
template,
state_getter_name=state_getter_name,
state_setter_name=state_setter_name)
return node
def visit_For(self, node):
self.generic_visit(node)
loop_state, reserved_symbols = self._get_loop_state(node)
loop_state, state_ssf, state_ast_tuple, ssf_map = self._state_constructs(
loop_state, reserved_symbols)
node_body = ast_util.rename_symbols(node.body, ssf_map)
if anno.hasanno(node, 'extra_test'):
extra_test = anno.getanno(node, 'extra_test')
extra_test = ast_util.rename_symbols(extra_test, ssf_map)
else:
extra_test = parser.parse_expression('True')
if loop_state:
template = """
def extra_test_name(state_ssf):
return extra_test_expr
def body_name(loop_vars, state_ssf):
# Workaround for PEP-3113
iterate = loop_vars
body
return state_ssf,
state_ast_tuple = ag__.for_stmt(
iter_, extra_test_name, body_name, (state,))
"""
node = templates.replace(
template,
state=loop_state,
state_ssf=state_ssf,
state_ast_tuple=state_ast_tuple,
iter_=node.iter,
iterate=node.target,
extra_test_name=self.ctx.namer.new_symbol('extra_test',
reserved_symbols),
extra_test_expr=extra_test,
body_name=self.ctx.namer.new_symbol('loop_body', reserved_symbols),
body=node_body)
else:
template = """
def extra_test_name():
return extra_test_expr
def body_name(loop_vars):
# Workaround for PEP-3113
iterate = loop_vars
body
return ()
ag__.for_stmt(iter_, extra_test_name, body_name, ())
"""
node = templates.replace(
template,
iter_=node.iter,
iterate=node.target,
extra_test_name=self.ctx.namer.new_symbol('extra_test',
reserved_symbols),
extra_test_expr=extra_test,
body_name=self.ctx.namer.new_symbol('loop_body', reserved_symbols),
body=node_body)
return node
def test_replace_name_mixed_attr_subscript(self, expression_source):
template = 'foo = bar'
replacement = _parse_with_unset_ctx(expression_source)
target_node = templates.replace(template, foo=replacement)[0].targets[0]
self.assertExpectedCtxSet(target_node, gast.Store)
value_node = templates.replace(template, bar=replacement)[0].value
self.assertExpectedCtxSet(value_node, gast.Load)
def visit_With(self, node):
# Depth-first traversal of syntax
node = self.generic_visit(node)
# If the with statement returns, lift the return
if isinstance(node.body[-1], gast.Return):
node.body[-1] = templates.replace(
'a = b', a=self.common_return_name, b=node.body[-1].value)[0]
return_node = templates.replace('return a', a=self.common_return_name)[0]
node = self.generic_visit(node)
self.changes_made = True
return [node, return_node]
else:
return node
def test_replace_attribute(self):
template = """
def test_fn(a):
return a.foo
"""
node = templates.replace(template, foo='b')[0]
result, _ = compiler.ast_to_object(node)
mod = imp.new_module('test')
mod.b = 3
self.assertEquals(3, result.test_fn(mod))
with self.assertRaises(ValueError):
templates.replace(template, foo=1)
def _for_loop_with_extra_test(self, loop_state, state_ssf, state_ast_tuple,
original_node, extra_test_name, extra_test,
body_name, loop_body, ssf_map):
target_nodes = ast_util.rename_symbols(original_node.target, ssf_map)
template = """
def extra_test_name(state_ssf):
return extra_test_expr
def body_name(loop_vars, state_ssf):
# Workaround for PEP-3113
target = loop_vars
body
return state_ssf,
state_ast_tuple = ag__.for_stmt(
iter_, extra_test_name, body_name, (state,))
"""
return templates.replace(
template,
state=loop_state,
state_ssf=state_ssf,
state_ast_tuple=state_ast_tuple,
iter_=original_node.iter,
target=target_nodes,
extra_test_name=extra_test_name,
extra_test_expr=extra_test,
body_name=body_name,
body=loop_body)
def visit_Continue(self, node):
self.set_local(CONTINUE_USED, True)
template = """
var_name = tf.constant(True)
"""
return templates.replace(
template, var_name=self.get_local(CONTROL_VAR_NAME))
def visit_Assert(self, node):
self.generic_visit(node)
# Note: The lone tf.Assert call will be wrapped with control_dependencies
# by side_effect_guards.
template = """
tf.Assert(test, (msg,))
"""
if node.msg is None:
return templates.replace(
template, test=node.test, msg=gast.Str('Assertion error'))
elif isinstance(node.msg, gast.Str):
return templates.replace(template, test=node.test, msg=node.msg)
else:
raise NotImplementedError('can only convert string messages for now.')
def visit_While(self, node):
original_node = node
scope = anno.getanno(node, NodeAnno.BODY_SCOPE)
break_var = self.ctx.namer.new_symbol('break_', scope.referenced)
node.test = self.visit(node.test)
node.body, break_used = self._process_body(node.body, break_var)
# A break in the else clause applies to the containing scope.
node.orelse = self.visit_block(node.orelse)
if break_used:
# Python's else clause only triggers if the loop exited cleanly (e.g.
# break did not trigger).
guarded_orelse = self._guard_if_present(node.orelse, break_var)
template = """
var_name = False
while ag__.and_(lambda: test, lambda: ag__.not_(var_name)):
body
else:
orelse
"""
node = templates.replace(template,
var_name=break_var,
test=node.test,
body=node.body,
orelse=guarded_orelse)
new_while_node = node[1]
anno.copyanno(original_node, new_while_node, anno.Basic.DIRECTIVES)
return node
def create_assignment(self, target, expression):
template = """
target = expression
"""
return templates.replace(template,
target=target,
expression=expression)
def test_replace_code_block(self):
template = """
def test_fn(a):
block
return a
"""
class ShouldBeReplaced(object):
pass
node = templates.replace(
template,
block=[
gast.Assign(
[
gast.Name('a',
ctx=ShouldBeReplaced,
annotation=None,
type_comment=None)
],
gast.BinOp(
gast.Name('a',
ctx=ShouldBeReplaced,
annotation=None,
type_comment=None), gast.Add(),
gast.Constant(1, kind=None)),
),
] * 2)[0]
result, _, _ = loader.load_ast(node)
self.assertEqual(3, result.test_fn(1))
def test_replace_call_keyword(self):
template = """
def test_fn():
def f(a, d, f):
return a + d + f
return f(1, kws=None)
"""
source = parser.parse_expression('f(d=3, f=5)')
node = templates.replace(template, kws=source.keywords)[0]
result, _, _ = loader.load_ast(node)
self.assertEqual(9, result.test_fn())
with self.assertRaises(ValueError):
templates.replace(template, kws=[])
templates.replace(template, kws=1)
def _insert_dynamic_conversion(self, node):
"""Inlines a dynamic conversion for a dynamic function."""
# TODO(mdan): Pass information on the statically compiled functions.
# Having access to the statically compiled functions can help avoid
# unnecessary compilation.
# For example, this would lead to function `a` being compiled twice:
#
# def a():
# v = b
# b()
# def b():
# a()
#
# This is really a problem with recursive calls, which currently can
# only be gated by a static condition, and should be rare.
# TODO(mdan): It probably makes sense to use dynamic conversion every time.
# Before we could convert all the time though, we'd need a reasonable
# caching mechanism.
template = """
ag__.converted_call(
func,
ag__.ConversionOptions.new(recursive=recursive_val),
args)
"""
call_expr = templates.replace(template,
func=node.func,
recursive_val=parser.parse_expression(
str(self.ctx.program.recursive)),
args=node.args)
new_call = call_expr[0].value
# TODO(mdan): Improve the template mechanism to better support this.
new_call.keywords = node.keywords
return new_call
def _insert_dynamic_conversion(self, node):
"""Inlines a dynamic conversion for a dynamic function."""
# TODO(mdan): Pass information on the statically compiled functions.
# Having access to the statically compiled functions can help avoid
# unnecessary compilation.
# For example, this would lead to function `a` being compiled twice:
#
# def a():
# v = b
# b()
# def b():
# a()
#
# This is really a problem with recursive calls, which currently can
# only be gated by a static condition, and should be rare.
# TODO(mdan): It probably makes sense to use dynamic conversion every time.
# Before we could convert all the time though, we'd need a reasonable
# caching mechanism.
template = """
ag__.converted_call(func, options, args)
"""
call_expr = templates.replace(
template,
func=node.func,
options=self.ctx.program.options.to_ast(self.ctx.info.namespace),
args=node.args)
new_call = call_expr[0].value
# TODO(mdan): Improve the template mechanism to better support this.
new_call.keywords = node.keywords
return new_call
def to_ast(self):
"""Returns a representation of this object as an AST node.
The AST node encodes a constructor that would create an object with the
same contents.
Returns:
ast.Node
"""
if self == STANDARD_OPTIONS:
return parser.parse_expression('ag__.STD')
template = """
ag__.ConversionOptions(
recursive=recursive_val,
user_requested=user_requested_val,
optional_features=optional_features_val,
internal_convert_user_code=internal_convert_user_code_val)
"""
def list_of_features(values):
return parser.parse_expression('({})'.format(', '.join(
'ag__.{}'.format(str(v)) for v in values)))
expr_ast = templates.replace(
template,
recursive_val=parser.parse_expression(str(self.recursive)),
user_requested_val=parser.parse_expression(str(
self.user_requested)),
internal_convert_user_code_val=parser.parse_expression(
str(self.internal_convert_user_code)),
optional_features_val=list_of_features(self.optional_features))
return expr_ast[0].value
def test_replace_call_keyword(self):
template = """
def test_fn():
def f(a, d, f):
return a + d + f
return f(1, kws=None)
"""
source = parser.parse_expression('f(d=3, f=5)')
node = templates.replace(template, kws=source.keywords)[0]
result, _ = compiler.ast_to_object(node)
self.assertEquals(9, result.test_fn())
with self.assertRaises(ValueError):
templates.replace(template, kws=[])
templates.replace(template, kws=1)
def visit_Delete(self, node):
node = self.generic_visit(node)
rewrite_targets = []
for tgt in node.targets:
# Don't rewrite composites like `del a[0]`.
if isinstance(tgt, gast.Name):
rewrite_targets.append(tgt)
if not rewrite_targets:
return node
results = []
for tgt in rewrite_targets:
template = """
var_ = ag__.Undefined(var_name)
"""
results.extend(
templates.replace(template,
var_=tgt,
var_name=gast.Constant(tgt.id, kind=None)))
remaining_targets = [
n for n in node.targets if n not in rewrite_targets
]
if remaining_targets:
results.append(gast.Delete(targets=remaining_targets))
return results
def _rename_compilable_function(self, node):
assert anno.hasanno(node.func, 'live_val')
assert anno.hasanno(node.func, 'fqn')
target_entity = anno.getanno(node.func, 'live_val')
target_fqn = anno.getanno(node.func, 'fqn')
if not self._should_compile(node, target_fqn):
return node
if anno.hasanno(node, 'is_constructor'):
new_name = self.ctx.namer.compiled_class_name(
target_fqn, live_entity=target_entity)
do_rename = True
else:
if anno.hasanno(node.func, 'parent_type'):
owner_type = anno.getanno(node.func, 'parent_type')
else:
# Fallback - not reliable.
owner_type = inspect_utils.getmethodclass(target_entity)
new_name, do_rename = self.ctx.namer.compiled_function_name(
target_fqn, live_entity=target_entity, owner_type=owner_type)
if do_rename:
if target_entity is not None:
if tf_inspect.ismethod(target_entity):
# The renaming process will transform it into a regular function.
# TODO(mdan): Is this complete? How does it work with nested members?
node.args = [node.func.value] + node.args
node.func = templates.replace('func_name', func_name=new_name)[0]
return node
def visit_Continue(self, node):
self.state[_Continue].used = True
template = """
var_name = True
"""
return templates.replace(
template, var_name=self.state[_Continue].control_var_name)
def _rename_compilable_function(self, node):
assert anno.hasanno(node.func, 'live_val')
assert anno.hasanno(node.func, 'fqn')
target_entity = anno.getanno(node.func, 'live_val')
target_fqn = anno.getanno(node.func, 'fqn')
if not self._should_compile(node, target_fqn):
return node
if anno.hasanno(node, 'is_constructor'):
new_name = self.ctx.namer.compiled_class_name(
target_fqn, live_entity=target_entity)
do_rename = True
else:
if anno.hasanno(node.func, 'parent_type'):
owner_type = anno.getanno(node.func, 'parent_type')
else:
# Fallback - not reliable.
owner_type = inspect_utils.getmethodclass(target_entity)
new_name, do_rename = self.ctx.namer.compiled_function_name(
target_fqn, live_entity=target_entity, owner_type=owner_type)
if do_rename:
if target_entity is not None:
if tf_inspect.ismethod(target_entity):
# The renaming process will transform it into a regular function.
# TODO(mdan): Is this complete? How does it work with nested members?
node.args = [node.func.value] + node.args
node.func = templates.replace('func_name', func_name=new_name)[0]
return node
def visit_While(self, node):
scope = anno.getanno(node, NodeAnno.BODY_SCOPE)
break_var = self.ctx.namer.new_symbol('break_', scope.referenced)
node.test = self.visit(node.test)
node.body, break_used = self._process_body(node.body, break_var)
# A break in the else clause applies to the containing scope.
node.orelse = self.visit_block(node.orelse)
if break_used:
# Python's else clause only triggers if the loop exited cleanly (e.g.
# break did not trigger).
guarded_orelse = self._guard_if_present(node.orelse, break_var)
template = """
var_name = tf.constant(False)
while test and not var_name:
body
else:
orelse
"""
node = templates.replace(
template,
var_name=break_var,
test=node.test,
body=node.body,
orelse=guarded_orelse)
return node
def to_ast(self, ctx, internal_convert_user_code=None):
"""Returns a representation of this object as an AST node.
The AST node encodes a constructor that would create an object with the
same contents.
Args:
ctx: EntityContext, the entity with which this AST needs to be consistent.
internal_convert_user_code: Optional[bool], allows ovrriding the
corresponding value.
Returns:
ast.Node
"""
template = """
constructor_name(
recursive=recursive_val,
verbose=verbose_val,
strip_decorators=strip_decorators_val,
force_conversion=force_conversion_val,
optional_features=optional_features_val,
internal_convert_user_code=internal_convert_user_code_val)
"""
def as_qualified_name(o):
name = inspect_utils.getqualifiedname(ctx.info.namespace,
o,
max_depth=1)
if not name:
# TODO(mdan): This needs to account for the symbols defined locally.
name = ctx.namer.new_symbol(o.__name__, ())
ctx.program.add_symbol(name, weakref.ref(o))
return name
def list_of_names(values):
return parser.parse_expression('({})'.format(', '.join(
tuple(as_qualified_name(v) for v in values))))
def list_of_features(values):
return parser.parse_expression('({})'.format(', '.join(
'ag__.Feature.{}'.format(v) for v in Feature.__members__
if v in values)))
if internal_convert_user_code is not None:
internal_convert_user_code = self.internal_convert_user_code
expr_ast = templates.replace(
template,
constructor_name=parser.parse_expression(
as_qualified_name(ConversionOptions)),
recursive_val=parser.parse_expression(str(self.recursive)),
verbose_val=parser.parse_expression(str(int(self.verbose))),
strip_decorators_val=list_of_names(self._strip_decorators),
force_conversion_val=parser.parse_expression(
str(self.force_conversion)),
internal_convert_user_code_val=parser.parse_expression(
str(internal_convert_user_code)),
optional_features_val=list_of_features(self.optional_features))
return expr_ast[0].value
def visit_If(self, node):
node = self.generic_visit(node)
body_scope = anno.getanno(node, annos.NodeAnno.BODY_SCOPE)
orelse_scope = anno.getanno(node, annos.NodeAnno.ORELSE_SCOPE)
cond_vars, undefined, nouts = self._get_block_vars(
node, body_scope.bound | orelse_scope.bound)
undefined_assigns = self._create_undefined_assigns(undefined)
nonlocal_declarations = self._create_nonlocal_declarations(cond_vars)
reserved = body_scope.referenced | orelse_scope.referenced
state_getter_name = self.ctx.namer.new_symbol('get_state', reserved)
state_setter_name = self.ctx.namer.new_symbol('set_state', reserved)
state_functions = self._create_state_functions(cond_vars,
nonlocal_declarations,
state_getter_name,
state_setter_name)
orelse_body = node.orelse
if not orelse_body:
orelse_body = [gast.Pass()]
template = """
state_functions
def body_name():
nonlocal_declarations
body
def orelse_name():
nonlocal_declarations
orelse
undefined_assigns
ag__.if_stmt(
test,
body_name,
orelse_name,
state_getter_name,
state_setter_name,
(symbol_names,),
nouts)
"""
new_nodes = templates.replace(
template,
body=node.body,
body_name=self.ctx.namer.new_symbol('if_body', reserved),
orelse=orelse_body,
orelse_name=self.ctx.namer.new_symbol('else_body', reserved),
nonlocal_declarations=nonlocal_declarations,
nouts=gast.Constant(nouts, kind=None),
state_functions=state_functions,
state_getter_name=state_getter_name,
state_setter_name=state_setter_name,
symbol_names=tuple(
gast.Constant(str(s), kind=None) for s in cond_vars),
test=node.test,
undefined_assigns=undefined_assigns)
origin_info.copy_origin(node, new_nodes[-1])
return new_nodes
def to_ast(self, ctx, internal_convert_user_code=None):
"""Returns a representation of this object as an AST node.
The AST node encodes a constructor that would create an object with the
same contents.
Args:
ctx: EntityContext, the entity with which this AST needs to be consistent.
internal_convert_user_code: Optional[bool], allows ovrriding the
corresponding value.
Returns:
ast.Node
"""
template = """
ag__.ConversionOptions(
recursive=recursive_val,
verbose=verbose_val,
strip_decorators=strip_decorators_val,
force_conversion=force_conversion_val,
optional_features=optional_features_val,
internal_convert_user_code=internal_convert_user_code_val)
"""
def as_qualified_name(o):
name = inspect_utils.getqualifiedname(ctx.info.namespace, o, max_depth=1)
if not name:
if isinstance(o, weakref.ref):
# `o` might already be a weak reference, if this object was
# constructed from code generated by `to_ast` itself.
# If so, unpack it.
o = o()
# TODO(mdan): This needs to account for the symbols defined locally.
name = ctx.namer.new_symbol(o.__name__, ())
ctx.program.add_symbol(name, weakref.ref(o))
return name
def list_of_names(values):
return parser.parse_expression('({})'.format(', '.join(
tuple(as_qualified_name(v) for v in values))))
def list_of_features(values):
return parser.parse_expression('({})'.format(', '.join(
'ag__.{}'.format(str(v)) for v in values)))
if internal_convert_user_code is None:
internal_convert_user_code = self.internal_convert_user_code
expr_ast = templates.replace(
template,
recursive_val=parser.parse_expression(str(self.recursive)),
verbose_val=parser.parse_expression(str(int(self.verbose))),
strip_decorators_val=list_of_names(self._strip_decorators),
force_conversion_val=parser.parse_expression(
str(self.force_conversion)),
internal_convert_user_code_val=parser.parse_expression(
str(internal_convert_user_code)),
optional_features_val=list_of_features(self.optional_features))
return expr_ast[0].value
def _create_undefined_assigns(self, undefined_symbols):
assignments = []
for s in undefined_symbols:
template = '''
var = ag__.UNDEFINED
'''
assignments += templates.replace(template, var=s)
return assignments
def visit_Continue(self, node):
self.state[_Continue].used = True
self.state[_Block].reset_guard_state()
template = """
var_name = tf.constant(True)
"""
return templates.replace(template,
var_name=self.get_local(CONTROL_VAR_NAME))
def _create_cond_expr(self, results, test, body_name, orelse_name):
if results is not None:
template = """
results = ag__.utils.run_cond(test, body_name, orelse_name)
"""
return templates.replace(
template,
test=test,
results=results,
body_name=body_name,
orelse_name=orelse_name)
else:
template = """
ag__.utils.run_cond(test, body_name, orelse_name)
"""
return templates.replace(
template, test=test, body_name=body_name, orelse_name=orelse_name)
def visit_While(self, node):
self.generic_visit(node)
loop_state, reserved_symbols, possibly_undefs = self._get_loop_state(
node, anno.getanno(node, annos.NodeAnno.BODY_SCOPE).modified)
loop_state, state_ssf, state_ast_tuple, ssf_map = self._state_constructs(
loop_state, reserved_symbols)
node_body = ast_util.rename_symbols(node.body, ssf_map)
test = ast_util.rename_symbols(node.test, ssf_map)
if loop_state:
template = """
def test_name(state_ssf):
return test
def body_name(state_ssf):
body
return state_ssf,
state_ast_tuple = ag__.while_stmt(test_name, body_name, (state,))
"""
node = templates.replace(
template,
state=loop_state,
state_ssf=state_ssf,
state_ast_tuple=state_ast_tuple,
test_name=self.ctx.namer.new_symbol('loop_test', reserved_symbols),
test=test,
body_name=self.ctx.namer.new_symbol('loop_body', reserved_symbols),
body=node_body)
else:
template = """
def test_name():
return test
def body_name():
body
return ()
ag__.while_stmt(test_name, body_name, ())
"""
node = templates.replace(
template,
test_name=self.ctx.namer.new_symbol('loop_test', reserved_symbols),
test=test,
body_name=self.ctx.namer.new_symbol('loop_body', reserved_symbols),
body=node_body)
undefined_assigns = self._create_undefined_assigns(possibly_undefs)
return undefined_assigns + node
def visit_Continue(self, node):
self.state[_Continue].used = True
self.state[_Block].reset_guard_state()
template = """
var_name = True
"""
return templates.replace(
template, var_name=self.state[_Continue].control_var_name)
def visit_Return(self, node):
if node.value is None:
return node
node = self.generic_visit(node)
return templates.replace(
'return function_context_name.mark_return_value(value)',
function_context_name=self.state[_Function].context_name,
value=node.value)
def _create_undefined_assigns(self, undefined_symbols):
assignments = []
for s in undefined_symbols:
template = '''
var = ag__.UNDEFINED
'''
assignments += templates.replace(template, var=s)
return assignments
def _create_cond_expr(self, results, test, body_name, orelse_name):
if results is not None:
template = """
results = ag__.utils.run_cond(test, body_name, orelse_name)
"""
return templates.replace(
template,
test=test,
results=results,
body_name=body_name,
orelse_name=orelse_name)
else:
template = """
ag__.utils.run_cond(test, body_name, orelse_name)
"""
return templates.replace(
template, test=test, body_name=body_name, orelse_name=orelse_name)
def visit_While(self, node):
self.generic_visit(node)
loop_state, reserved_symbols, possibly_undefs = self._get_loop_state(
node, anno.getanno(node, annos.NodeAnno.BODY_SCOPE).modified)
loop_state, state_ssf, state_ast_tuple, ssf_map = self._state_constructs(
loop_state, reserved_symbols)
node_body = ast_util.rename_symbols(node.body, ssf_map)
test = ast_util.rename_symbols(node.test, ssf_map)
if loop_state:
template = """
def test_name(state_ssf):
return test
def body_name(state_ssf):
body
return state_ssf,
state_ast_tuple = ag__.while_stmt(test_name, body_name, (state,))
"""
node = templates.replace(
template,
state=loop_state,
state_ssf=state_ssf,
state_ast_tuple=state_ast_tuple,
test_name=self.ctx.namer.new_symbol('loop_test', reserved_symbols),
test=test,
body_name=self.ctx.namer.new_symbol('loop_body', reserved_symbols),
body=node_body)
else:
template = """
def test_name():
return test
def body_name():
body
return ()
ag__.while_stmt(test_name, body_name, ())
"""
node = templates.replace(
template,
test_name=self.ctx.namer.new_symbol('loop_test', reserved_symbols),
test=test,
body_name=self.ctx.namer.new_symbol('loop_body', reserved_symbols),
body=node_body)
undefined_assigns = self._create_undefined_assigns(possibly_undefs)
return undefined_assigns + node
def to_ast(self, namespace, internal_convert_user_code=None):
"""Returns a representation of this object as an AST node.
The AST node encodes a constructor that would create an object with the
same contents.
Args:
namespace: Dict[str, Any], the namespace to use when serializing values to
names.
internal_convert_user_code: Optional[bool], allows ovrriding the
corresponding value.
Returns:
ast.Node
"""
template = """
constructor_name(
recursive=recursive_val,
verbose=verbose_val,
strip_decorators=strip_decorators_val,
force_conversion=force_conversion_val,
optional_features=optional_features_val,
internal_convert_user_code=internal_convert_user_code_val)
"""
def as_qualified_name(o):
name = inspect_utils.getqualifiedname(namespace, o)
if not name:
raise ValueError('Could not locate entity {} in {}'.format(
o, namespace))
return name
def list_of_names(values):
return parser.parse_expression('({})'.format(', '.join(
tuple(as_qualified_name(v) for v in values))))
def list_of_features(values):
return parser.parse_expression('({})'.format(', '.join(
'ag__.Feature.{}'.format(v)
for v in Feature.__members__
if v in values)))
if internal_convert_user_code is not None:
internal_convert_user_code = self.internal_convert_user_code
expr_ast = templates.replace(
template,
constructor_name=parser.parse_expression(
as_qualified_name(ConversionOptions)),
recursive_val=parser.parse_expression(str(self.recursive)),
verbose_val=parser.parse_expression(str(int(self.verbose))),
strip_decorators_val=list_of_names(self.strip_decorators),
force_conversion_val=parser.parse_expression(
str(self.force_conversion)),
internal_convert_user_code_val=parser.parse_expression(
str(internal_convert_user_code)),
optional_features_val=list_of_features(self.optional_features))
return expr_ast[0].value
def visit_For(self, node):
self.generic_visit(node)
self._validate_no_live_vars_created(node)
body_scope = anno.getanno(node, annos.NodeAnno.BODY_SCOPE)
body_closure = body_scope.modified - body_scope.created
all_referenced = body_scope.referenced
state = list(body_closure)
state_ssf = [
self.ctx.namer.new_symbol(s.ssf(), all_referenced) for s in state
]
ssf_map = {
name: ssf
for name, ssf in zip(state, state_ssf)
if str(name) != ssf
}
if len(state) == 1:
state = state[0]
state_ssf = state_ssf[0]
state_ast_tuple = state
else:
state_ast_tuple = gast.Tuple([n.ast() for n in state], None)
node_body = ast_util.rename_symbols(node.body, ssf_map)
if anno.hasanno(node, 'extra_test'):
extra_test = anno.getanno(node, 'extra_test')
extra_test = ast_util.rename_symbols(extra_test, ssf_map)
else:
extra_test = parser.parse_expression('True')
template = """
def extra_test_name(state_ssf):
return extra_test_expr
def body_name(loop_vars, state_ssf):
# Workaround for PEP-3113
iterate = loop_vars
body
return state_ssf,
state_ast_tuple = ag__.for_stmt(
iter_, extra_test_name, body_name, (state,))
"""
node = templates.replace(
template,
state=state,
state_ssf=state_ssf,
state_ast_tuple=state_ast_tuple,
iter_=node.iter,
iterate=node.target,
extra_test_name=self.ctx.namer.new_symbol('extra_test', all_referenced),
extra_test_expr=extra_test,
body_name=self.ctx.namer.new_symbol('loop_body', all_referenced),
body=node_body)
return node
def to_ast(self, namespace, internal_convert_user_code=None):
"""Returns a representation of this object as an AST node.
The AST node encodes a constructor that would create an object with the
same contents.
Args:
namespace: Dict[str, Any], the namespace to use when serializing values to
names.
internal_convert_user_code: Optional[bool], allows ovrriding the
corresponding value.
Returns:
ast.Node
"""
template = """
constructor_name(
recursive=recursive_val,
verbose=verbose_val,
strip_decorators=strip_decorators_val,
force_conversion=force_conversion_val,
optional_features=optional_features_val,
internal_convert_user_code=internal_convert_user_code_val)
"""
def as_qualified_name(o):
name = inspect_utils.getqualifiedname(namespace, o)
if not name:
raise ValueError('Could not locate entity {} in {}'.format(
o, namespace))
return name
def list_of_names(values):
return parser.parse_expression('({})'.format(', '.join(
tuple(as_qualified_name(v) for v in values))))
def list_of_features(values):
return parser.parse_expression('({})'.format(', '.join(
'ag__.Feature.{}'.format(v)
for v in Feature.__members__
if v in values)))
if internal_convert_user_code is not None:
internal_convert_user_code = self.internal_convert_user_code
expr_ast = templates.replace(
template,
constructor_name=parser.parse_expression(
as_qualified_name(ConversionOptions)),
recursive_val=parser.parse_expression(str(self.recursive)),
verbose_val=parser.parse_expression(str(int(self.verbose))),
strip_decorators_val=list_of_names(self._strip_decorators),
force_conversion_val=parser.parse_expression(
str(self.force_conversion)),
internal_convert_user_code_val=parser.parse_expression(
str(internal_convert_user_code)),
optional_features_val=list_of_features(self.optional_features))
return expr_ast[0].value
def visit_For(self, node):
self.generic_visit(node)
self._validate_no_live_vars_created(node)
body_scope = anno.getanno(node, annos.NodeAnno.BODY_SCOPE)
body_closure = body_scope.modified - body_scope.created
all_referenced = body_scope.referenced
state = list(body_closure)
state_ssf = [
self.ctx.namer.new_symbol(s.ssf(), all_referenced) for s in state
]
ssf_map = {
name: ssf
for name, ssf in zip(state, state_ssf) if str(name) != ssf
}
if len(state) == 1:
state = state[0]
state_ssf = state_ssf[0]
state_ast_tuple = state
else:
state_ast_tuple = gast.Tuple([n.ast() for n in state], None)
node_body = ast_util.rename_symbols(node.body, ssf_map)
if anno.hasanno(node, 'extra_test'):
extra_test = anno.getanno(node, 'extra_test')
extra_test = ast_util.rename_symbols(extra_test, ssf_map)
else:
extra_test = parser.parse_expression('True')
template = """
def extra_test_name(state_ssf):
return extra_test_expr
def body_name(loop_vars, state_ssf):
# Workaround for PEP-3113
iterate = loop_vars
body
return state_ssf,
state_ast_tuple = ag__.for_stmt(
iter_, extra_test_name, body_name, (state,))
"""
node = templates.replace(
template,
state=state,
state_ssf=state_ssf,
state_ast_tuple=state_ast_tuple,
iter_=node.iter,
iterate=node.target,
extra_test_name=self.ctx.namer.new_symbol('extra_test',
all_referenced),
extra_test_expr=extra_test,
body_name=self.ctx.namer.new_symbol('loop_body', all_referenced),
body=node_body)
return node
def test_replace_name_with_subscript(self):
template = """
foo = bar
"""
replacement = qn.QN(qn.QN('dictionary'), subscript=qn.QN('key'))
node = templates.replace(template, foo=replacement)[0].targets[0]
self.assertIsInstance(node.ctx, gast.Store)
self.assertIsInstance(node.value.ctx, gast.Load)
def test_replace_name_with_subscript(self):
template = """
foo = bar
"""
replacement = qn.QN(qn.QN('dictionary'), subscript=qn.QN('key'))
node = templates.replace(template, foo=replacement)[0].targets[0]
self.assertIsInstance(node.ctx, gast.Store)
self.assertIsInstance(node.value.ctx, gast.Load)
def test_lambda_in_function_call(self):
template = """
a = foo(arg)
"""
source = parser.parse_expression('[lambda i: i]')
node = templates.replace(template, arg=source)
lambda_arg = node[0].value.args[0].elts[0]
self.assertIsInstance(lambda_arg.args.args[0].ctx, gast.Param)
self.assertIsInstance(lambda_arg.body.ctx, gast.Load)
def test_star_comprehension_in_function_call(self):
template = """
a = foo(func, args)
"""
source = parser.parse_expression('bar(*[i for i in range(j)])')
node = templates.replace(template, func=source.func, args=source.args)
arg_node = node[0].value.args[1].value
self.assertIsInstance(arg_node.generators[0].target.ctx, gast.Store)
self.assertIsInstance(arg_node.elt.ctx, gast.Load)
def replace_as_expression(self):
template = """
foo(a)
"""
node = templates.replace(template, foo='bar', a='baz')
self.assertTrue(node is gast.Call)
self.assertEqual(node.func.id, 'bar')
self.assertEqual(node.func.args[0].id, 'baz')
def test_lambda_in_function_call(self):
template = """
a = foo(arg)
"""
source = parser.parse_expression('[lambda i: i]')
node = templates.replace(template, arg=source)
lambda_arg = node[0].value.args[0].elts[0]
self.assertIsInstance(lambda_arg.args.args[0].ctx, gast.Param)
self.assertIsInstance(lambda_arg.body.ctx, gast.Load)
def visit_Assert(self, node):
self.generic_visit(node)
# Note: The lone tf.Assert call will be wrapped with control_dependencies
# by side_effect_guards.
template = """
tf.Assert(test, (msg,))
"""
if node.msg is None:
return templates.replace(template,
test=node.test,
msg=gast.Str('Assertion error'))
elif isinstance(node.msg, gast.Str):
return templates.replace(template, test=node.test, msg=node.msg)
else:
raise NotImplementedError(
'can only convert string messages for now.')
def _replace_append_call(self, node):
assert len(node.args) == 1
assert isinstance(node.func, gast.Attribute)
template = """
target = ag__.list_append(target, element)
"""
return templates.replace(template,
target=node.func.value,
element=node.args[0])
def replace_as_expression(self):
template = """
foo(a)
"""
node = templates.replace(template, foo='bar', a='baz')
self.assertTrue(node is gast.Call)
self.assertEqual(node.func.id, 'bar')
self.assertEqual(node.func.args[0].id, 'baz')
def visit_Break(self, node):
self.state[_Break].used = True
var_name = self.state[_Break].control_var_name
# TODO(mdan): This will fail when expanded inside a top-level else block.
template = """
var_name = tf.constant(True)
continue
"""
return templates.replace(template, var_name=var_name)
def test_star_comprehension_in_function_call(self):
template = """
a = foo(func, args)
"""
source = parser.parse_expression('bar(*[i for i in range(j)])')
node = templates.replace(template, func=source.func, args=source.args)
arg_node = node[0].value.args[1].value
self.assertIsInstance(arg_node.generators[0].target.ctx, gast.Store)
self.assertIsInstance(arg_node.elt.ctx, gast.Load)
def visit_If(self, node):
"""Intercepts if statements.
Converts each `if` to up to two separate `with` statements,
`ProgramBuilder.if_(condition_variable)` and `ProgramBuilder.else_()`. If
the incoming `if` had one arm, returns the transformed AST node; if it had
two, returns two nodes in a list.
Args:
node: An `ast.AST` node representing the `if` statement to convert.
Returns:
then_node: A node representing the `with`-guarded consequent branch.
else_node: A node representing the `with`-guarded alternate branch,
if present.
"""
# Transform a branch
# NOTE: this is a little hackery to make sure that prepending works
# properly. Wrapping a list of statements in a Module ensures
# that the AST-visiting machinery won't choke on, e.g., a list.
then = self.generic_visit(gast_util.Module(node.body)).body
# Construct header (goes in the `with`s).
then_header = templates.replace_as_expression(
'_tfp_autobatching_context_.if_(cond)',
cond=self._to_reference(node.test))
# Construct `with` node.
# TODO(axch): Test that this form actually works with multiline bodies.
then_node = templates.replace('with header: body',
header=then_header,
body=then)[0]
if node.orelse:
orelse = self.generic_visit(gast_util.Module(node.orelse)).body
orelse_header = templates.replace_as_expression(
'_tfp_autobatching_context_.else_()')
orelse_node = templates.replace('with header: body',
header=orelse_header,
body=orelse)[0]
# Return both
return [then_node, orelse_node]
else:
return then_node
def test_replace_expression_context(self):
template = """
def test_fn():
foo
"""
node = templates.replace(
template, foo=parser.parse_expression('a + 2 * b / -c'))[0]
self.assertIsInstance(node.body[0].left.ctx, gast.Load)
self.assertIsInstance(node.body[0].right.left.right.ctx, gast.Load)
def _create_undefined_assigns(self, undefined_symbols):
assignments = []
for s in undefined_symbols:
template = '''
var = ag__.Undefined(symbol_name)
'''
assignments += templates.replace(template,
var=s,
symbol_name=gast.Str(s.ssf()))
return assignments
def test_replace_name_with_dict(self):
template = """
def test_fn():
return foo['bar']
"""
source = parser.parse_expression('{\'bar\': 3}')
node = templates.replace(template, foo=source)[0]
result, _, _ = loader.load_ast(node)
self.assertEqual(3, result.test_fn())
def test_replace_tuple(self):
template = """
def test_fn(a, c):
return b,
"""
node = templates.replace(template, b=('a', 'c'))[0]
result, _ = compiler.ast_to_object(node)
self.assertEquals((2, 3), result.test_fn(2, 3))
def test_replace_name_with_dict(self):
template = """
def test_fn():
return foo['bar']
"""
source = parser.parse_expression('{\'bar\': 3}')
node = templates.replace(template, foo=source)[0]
result, _ = compiler.ast_to_object(node)
self.assertEquals(3, result.test_fn())
def test_replace_tuple(self):
template = """
def test_fn(a, c):
return b,
"""
node = templates.replace(template, b=('a', 'c'))[0]
result, _, _ = loader.load_ast(node)
self.assertEqual((2, 3), result.test_fn(2, 3))
def test_replace_expression_context(self):
template = """
def test_fn():
foo
"""
node = templates.replace(
template, foo=parser.parse_expression('a + 2 * b / -c'))[0]
self.assertIsInstance(node.body[0].left.ctx, gast.Load)
self.assertIsInstance(node.body[0].right.left.right.ctx, gast.Load)
