未验证 提交 4e99c2af 编写于 作者: H hong 提交者: GitHub

Add shape check in load model (#19936)

* add parameter shape check when load parameter from file; test=develop

* fix test error; test=develop

* add wrong shape check; test=develop

* remove useless code; test=develop

* add testcase setup

* add teardown, remove temp model_path; test=develop

* add clean process; test=develop
上级 d4bca811
...@@ -21,6 +21,8 @@ import six ...@@ -21,6 +21,8 @@ import six
import logging import logging
from functools import reduce from functools import reduce
import numpy as np
import paddle import paddle
import paddle.reader import paddle.reader
from paddle.reader import * from paddle.reader import *
...@@ -649,11 +651,19 @@ def load_vars(executor, ...@@ -649,11 +651,19 @@ def load_vars(executor,
if not isinstance(main_program, Program): if not isinstance(main_program, Program):
raise TypeError("program should be as Program type or None") raise TypeError("program should be as Program type or None")
#save origin param shape
orig_para_shape = {}
load_var_map = {} load_var_map = {}
for each_var in vars: for each_var in vars:
assert isinstance(each_var, Variable) assert isinstance(each_var, Variable)
if each_var.type == core.VarDesc.VarType.RAW: if each_var.type == core.VarDesc.VarType.RAW:
continue continue
if isinstance(each_var, Parameter):
var_temp = paddle.fluid.global_scope().find_var(each_var.name)
assert var_temp != None, "can't not find var: " + each_var.name
orig_para_shape[each_var.name] = (
np.array(var_temp.get_tensor())).shape
new_var = _clone_var_in_block_(load_block, each_var) new_var = _clone_var_in_block_(load_block, each_var)
if filename is None: if filename is None:
load_block.append_op( load_block.append_op(
...@@ -678,6 +688,21 @@ def load_vars(executor, ...@@ -678,6 +688,21 @@ def load_vars(executor,
attrs={'file_path': os.path.join(load_dirname, filename)}) attrs={'file_path': os.path.join(load_dirname, filename)})
executor.run(load_prog) executor.run(load_prog)
#check var shape
for each_var in vars:
if not isinstance(each_var, Parameter):
continue
var_temp = paddle.fluid.global_scope().find_var(each_var.name)
assert var_temp != None, "can't not find var: " + each_var.name
new_shape = (np.array(var_temp.get_tensor())).shape
assert each_var.name in orig_para_shape, earch_var.name + "MUST in var list"
orig_shape = orig_para_shape.get(each_var.name)
if new_shape != orig_shape:
raise RuntimeError(
"Shape not matching: the Program requires a parameter with a shape of ({}), "
"while the loaded parameter (namely [ {} ]) has a shape of ({}).".
format(orig_shape, each_var.name, new_shape))
def load_params(executor, dirname, main_program=None, filename=None): def load_params(executor, dirname, main_program=None, filename=None):
""" """
......
# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import unittest
import os
import shutil
import numpy as np
import paddle as paddle
import paddle.fluid as fluid
from paddle.fluid.executor import Executor
class TestLoadVarsShapeCheck(unittest.TestCase):
def setUp(self):
self.model_path = "./model_temp/"
def test_shape_check_save_load(self):
program_1 = fluid.Program()
startup_program_1 = fluid.Program()
with fluid.program_guard(program_1, startup_program_1):
input = fluid.layers.data(name="x", shape=[-1, 10], dtype='float32')
out = fluid.layers.fc(input, 20)
place = fluid.CPUPlace()
exe = Executor(place)
exe.run(startup_program_1)
fluid.io.save_params(exe, self.model_path, main_program=program_1)
fluid.io.load_params(exe, self.model_path, main_program=program_1)
def tearDown(self):
if os.path.exists(self.model_path):
shutil.rmtree(self.model_path)
if __name__ == "__main__":
unittest.main()
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