未验证 提交 0fb66355 编写于 作者: Z zhangbo9674 提交者: GitHub

set_state_dict not use state_dict hook (#43407) (#43711)

在 amp-o2功能开发过程中,为了支持指定网络存储数据类型的功能,添加state_dict hook功能,但是在Layer的set_state_dict是通过state_dict获取网络参数并加载的,hook接口的存在导致 set_state_dict无法加载到原本网络参数。
本pr通过增加hook控制开关,在set_state_dict中禁用hook解决该问题。

详见pr43407
上级 0b879318
......@@ -1323,7 +1323,8 @@ class Layer(object):
destination=None,
include_sublayers=True,
structured_name_prefix="",
include_non_persistable_buffer=False):
include_non_persistable_buffer=False,
use_hook=True):
"""
Get all parameters and persistable buffers of current layer and its sub-layers. And set them into a dict
......@@ -1331,6 +1332,7 @@ class Layer(object):
destination(dict, optional) : If provide, all the parameters and persistable buffers will be set to this dict . Default: None
include_sublayers(bool, optional) : If true, also include the parameters and persistable buffers from sublayers. Default: True
include_non_persistable_buffer(bool, optional): If true, include non persistable buffers of current layer and its sub-layers, it is used in pure fp16 and jit.save. Default: False
use_hook(bool, optional) : If true, the operations contained in _state_dict_hooks will be appended to the destination. Default: True
"""
if destination is None:
......@@ -1354,25 +1356,28 @@ class Layer(object):
layer_item._state_dict_impl(
destination_temp, include_sublayers,
structured_name_prefix + layer_name + ".",
include_non_persistable_buffer))
include_non_persistable_buffer, use_hook))
destination = destination_temp
for state_dict_hook in self._state_dict_hooks.values():
hook_result = state_dict_hook(destination)
if hook_result is not None:
destination = hook_result
if use_hook:
for state_dict_hook in self._state_dict_hooks.values():
hook_result = state_dict_hook(destination)
if hook_result is not None:
destination = hook_result
return destination
def to_static_state_dict(self,
destination=None,
include_sublayers=True,
structured_name_prefix=""):
structured_name_prefix="",
use_hook=True):
'''
Get all parameters and buffers of current layer and its sub-layers. And set them into a dict
Parameters:
destination(dict, optional) : If provide, all the parameters and persistable buffers will be set to this dict . Default: None
include_sublayers(bool, optional) : If true, also include the parameters and persistable buffers from sublayers. Default: True
use_hook(bool, optional) : If true, the operations contained in _state_dict_hooks will be appended to the destination. Default: True
Retruns:
dict: a dict contains all the parameters and persistable buffers.
......@@ -1392,18 +1397,21 @@ class Layer(object):
destination=destination,
include_sublayers=include_sublayers,
structured_name_prefix=structured_name_prefix,
include_non_persistable_buffer=True)
include_non_persistable_buffer=True,
use_hook=use_hook)
def state_dict(self,
destination=None,
include_sublayers=True,
structured_name_prefix=""):
structured_name_prefix="",
use_hook=True):
'''
Get all parameters and persistable buffers of current layer and its sub-layers. And set them into a dict
Parameters:
destination(dict, optional) : If provide, all the parameters and persistable buffers will be set to this dict . Default: None
include_sublayers(bool, optional) : If true, also include the parameters and persistable buffers from sublayers. Default: True
use_hook(bool, optional) : If true, the operations contained in _state_dict_hooks will be appended to the destination. Default: True
Retruns:
dict: a dict contains all the parameters and persistable buffers.
......@@ -1423,7 +1431,8 @@ class Layer(object):
destination=destination,
include_sublayers=include_sublayers,
structured_name_prefix=structured_name_prefix,
include_non_persistable_buffer=False)
include_non_persistable_buffer=False,
use_hook=use_hook)
@framework.deprecate_stat_dict
def set_state_dict(self, state_dict, use_structured_name=True):
......@@ -1474,7 +1483,7 @@ class Layer(object):
return param, state
matched_param_state = []
for key, param in self.state_dict().items():
for key, param in self.state_dict(use_hook=False).items():
key_name = key if use_structured_name else param.name
try:
match_res = _check_match(key_name, param)
......
......@@ -696,6 +696,37 @@ class TestAmpDecorator(unittest.TestCase):
self.assertEqual((param.dtype == paddle.float32), True)
class TestStateDictHookForAMP(unittest.TestCase):
def test_state_dict_hook(self):
def func_isinstance():
paddle.seed(100)
model = paddle.nn.Linear(2, 4)
model = paddle.amp.decorate(models=model,
level='O2',
save_dtype='float32')
param_value_ori = {}
for param in model.parameters():
param_value_ori[param.name] = param.numpy()
state_dict = model.state_dict()
for key, value in state_dict.items():
state_dict[key] = value.cast("float16")
model.set_state_dict(state_dict)
param_value_now = {}
for param in model.parameters():
param_value_now[param.name] = param.numpy()
for key in param_value_ori.keys():
print(np.equal(param_value_ori[key], param_value_now[key]))
with _test_eager_guard():
func_isinstance()
func_isinstance()
class TestPureFp16SaveLoad(unittest.TestCase):
def setUp(self):
self.temp_dir = tempfile.TemporaryDirectory()
......
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