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set_state_dict not use state_dict hook (PaddlePaddle#43407)
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* set_state_dict not use state_dict hook

* add ut

* refine doc
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zhangbo9674 authored and sneaxiy committed Jun 27, 2022
1 parent 4170bc3 commit bc0c6a4
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Showing 2 changed files with 51 additions and 11 deletions.
31 changes: 20 additions & 11 deletions python/paddle/fluid/dygraph/layers.py
Original file line number Diff line number Diff line change
Expand Up @@ -1327,14 +1327,16 @@ def _state_dict_impl(self,
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
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
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:
Expand All @@ -1358,25 +1360,28 @@ def _state_dict_impl(self,
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.
Expand All @@ -1396,18 +1401,21 @@ def to_static_state_dict(self,
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.
Expand All @@ -1427,7 +1435,8 @@ def state_dict(self,
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):
Expand Down Expand Up @@ -1478,7 +1487,7 @@ def _check_match(key, param):
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)
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -704,6 +704,37 @@ def test_skip_BatchNorm_Layer_norm(self):
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 test_save_dtype_exception(self):
Expand Down

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