From 832032c2b5f3c9c81084e6776134c883fec94f5d Mon Sep 17 00:00:00 2001 From: WeiXin Date: Tue, 19 Jan 2021 21:35:52 +0800 Subject: [PATCH] =?UTF-8?q?[cherry=20pick]=E4=BF=AE=E5=A4=8Dsave/load?= =?UTF-8?q?=E7=9B=B8=E5=85=B3=E7=9A=84=E4=B8=A4=E4=B8=AAbug=20(#30543)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 原始PR：#30485，#30507 --- python/paddle/fluid/io.py | 19 +++++- .../tests/unittests/test_paddle_save_load.py | 7 ++- .../tests/unittests/test_static_save_load.py | 55 +++++++++++++++--- python/paddle/framework/io.py | 14 ++++- .../static_mode_white_list.cpython-35.pyc | Bin 0 -> 19792 bytes tools/static_mode_white_list.pyc | Bin 0 -> 21803 bytes 6 files changed, 79 insertions(+), 16 deletions(-) create mode 100644 tools/__pycache__/static_mode_white_list.cpython-35.pyc create mode 100644 tools/static_mode_white_list.pyc diff --git a/python/paddle/fluid/io.py b/python/paddle/fluid/io.py index d5963675a82..313855b6c55 100644 --- a/python/paddle/fluid/io.py +++ b/python/paddle/fluid/io.py @@ -22,6 +22,7 @@ import logging import pickle import contextlib from functools import reduce +import sys import numpy as np import math @@ -1715,7 +1716,7 @@ def _unpack_saved_dict(saved_obj): unpack_infor = {} for key, value in saved_obj.items(): if isinstance(value, np.ndarray): - MAX_NUMBER_OF_ELEMENT = 2**22 + MAX_NUMBER_OF_ELEMENT = int((2**30 - 1) / value.dtype.itemsize) num_element = np.prod(value.shape) if num_element > MAX_NUMBER_OF_ELEMENT: unpack_infor[key] = {} @@ -1809,8 +1810,18 @@ def save(program, model_path): parameter_list = list(filter(is_parameter, program.list_vars())) param_dict = {p.name: get_tensor(p) for p in parameter_list} param_dict = _unpack_saved_dict(param_dict) - with open(model_path + ".pdparams", 'wb') as f: - pickle.dump(param_dict, f, protocol=2) + + # When value of dict is lager than 4GB ,there is a Bug on 'MAC python3.5/6' + if sys.platform == 'darwin' and sys.version_info.major == 3 and ( + sys.version_info.minor == 5 or sys.version_info.minor == 6): + pickle_bytes = pickle.dumps(param_dict, protocol=2) + with open(model_path + ".pdparams", 'wb') as f: + max_bytes = 2**30 + for i in range(0, len(pickle_bytes), max_bytes): + f.write(pickle_bytes[i:i + max_bytes]) + else: + with open(model_path + ".pdparams", 'wb') as f: + pickle.dump(param_dict, f, protocol=2) optimizer_var_list = list( filter(is_belong_to_optimizer, program.list_vars())) @@ -2169,6 +2180,7 @@ def load_program_state(model_path, var_list=None): with open(parameter_file_name, 'rb') as f: para_dict = pickle.load(f) if six.PY2 else pickle.load( f, encoding='latin1') + para_dict = _pack_loaded_dict(para_dict) opt_file_name = model_prefix + ".pdopt" if os.path.exists(opt_file_name): @@ -2220,6 +2232,7 @@ def set_program_state(program, state_dict): static.set_program_state(prog, program_state) """ + state_dict = _pack_loaded_dict(state_dict) parameter_list = list(filter(is_persistable, program.list_vars())) used_para_list = {} diff --git a/python/paddle/fluid/tests/unittests/test_paddle_save_load.py b/python/paddle/fluid/tests/unittests/test_paddle_save_load.py index 3d5c8dfb480..3a8531db6f8 100644 --- a/python/paddle/fluid/tests/unittests/test_paddle_save_load.py +++ b/python/paddle/fluid/tests/unittests/test_paddle_save_load.py @@ -16,6 +16,7 @@ from __future__ import print_function import unittest import numpy as np +import os import paddle import paddle.nn as nn import paddle.optimizer as opt @@ -90,13 +91,13 @@ class TestSaveLoadLargeParameters(unittest.TestCase): layer = LayerWithLargeParameters() save_dict = layer.state_dict() - path = "test_paddle_save_load_large_param_save/layer" + ".pdparams" + path = os.path.join("test_paddle_save_load_large_param_save", + "layer.pdparams") paddle.save(layer.state_dict(), path) dict_load = paddle.load(path) # compare results before and after saving for key, value in save_dict.items(): - self.assertTrue( - np.sum(np.abs(dict_load[key] - value.numpy())) < 1e-15) + self.assertTrue(np.array_equal(dict_load[key], value.numpy())) class TestSaveLoad(unittest.TestCase): diff --git a/python/paddle/fluid/tests/unittests/test_static_save_load.py b/python/paddle/fluid/tests/unittests/test_static_save_load.py index 0f4fca6d7f8..68d0e07e0cf 100644 --- a/python/paddle/fluid/tests/unittests/test_static_save_load.py +++ b/python/paddle/fluid/tests/unittests/test_static_save_load.py @@ -1324,7 +1324,7 @@ class TestStaticSaveLoadLargeParameters(unittest.TestCase): name="static_save_load_large_x", shape=[None, 10], dtype='float32') - z = paddle.static.nn.fc(x, LARGE_PARAM) + z = paddle.static.nn.fc(x, LARGE_PARAM, bias_attr=False) place = paddle.CPUPlace() exe = paddle.static.Executor(place) exe.run(paddle.static.default_startup_program()) @@ -1334,16 +1334,55 @@ class TestStaticSaveLoadLargeParameters(unittest.TestCase): result_z = exe.run(program=prog, feed={"static_save_load_large_x": inputs}, fetch_list=[z.name]) - path = "test_static_save_load_large_param/static_save" + base_map = {} + for var in prog.list_vars(): + if isinstance(var, framework.Parameter) or var.persistable: + t = np.array(fluid.global_scope().find_var(var.name) + .get_tensor()) + # make sure all the paramerter or optimizer var have been update + self.assertTrue(np.sum(np.abs(t)) != 0) + base_map[var.name] = t + + path = os.path.join("test_static_save_load_large_param", + "static_save") paddle.fluid.save(prog, path) + # set var to zero + for var in prog.list_vars(): + if isinstance(var, framework.Parameter) or var.persistable: + ten = fluid.global_scope().find_var(var.name).get_tensor() + ten.set(np.zeros_like(np.array(ten)), place) + + new_t = np.array(fluid.global_scope().find_var(var.name) + .get_tensor()) + self.assertTrue(np.sum(np.abs(new_t)) == 0) paddle.fluid.load(prog, path) - result_load = exe.run(program=prog, - feed={"static_save_load_large_x": inputs}, - fetch_list=[z.name]) - # compare results before and after saving - self.assertTrue( - np.sum(np.abs(result_z[0] - result_load[0])) < 1e-15) + + for var in prog.list_vars(): + if isinstance(var, framework.Parameter) or var.persistable: + new_t = np.array(fluid.global_scope().find_var(var.name) + .get_tensor()) + base_t = base_map[var.name] + self.assertTrue(np.array_equal(new_t, base_t)) + + # set var to zero + for var in prog.list_vars(): + if isinstance(var, framework.Parameter) or var.persistable: + ten = fluid.global_scope().find_var(var.name).get_tensor() + ten.set(np.zeros_like(np.array(ten)), place) + + new_t = np.array(fluid.global_scope().find_var(var.name) + .get_tensor()) + self.assertTrue(np.sum(np.abs(new_t)) == 0) + + program_state = fluid.load_program_state(path) + fluid.set_program_state(prog, program_state) + for var in prog.list_vars(): + if isinstance(var, framework.Parameter) or var.persistable: + new_t = np.array(fluid.global_scope().find_var(var.name) + .get_tensor()) + base_t = base_map[var.name] + self.assertTrue(np.array_equal(new_t, base_t)) class TestProgramStateOldSaveSingleModel(unittest.TestCase): diff --git a/python/paddle/framework/io.py b/python/paddle/framework/io.py index 66f843dc05b..2dfad8dc10c 100644 --- a/python/paddle/framework/io.py +++ b/python/paddle/framework/io.py @@ -19,6 +19,7 @@ import collections import pickle import six import warnings +import sys import paddle @@ -262,8 +263,17 @@ def save(obj, path): saved_obj = _build_saved_state_dict(obj) saved_obj = _unpack_saved_dict(saved_obj) - with open(path, 'wb') as f: - pickle.dump(saved_obj, f, protocol=2) + # When value of dict is lager than 4GB ,there is a Bug on 'MAC python3.5/6' + if sys.platform == 'darwin' and sys.version_info.major == 3 and ( + sys.version_info.minor == 5 or sys.version_info.minor == 6): + pickle_bytes = pickle.dumps(saved_obj, protocol=2) + with open(path, 'wb') as f: + max_bytes = 2**30 + for i in range(0, len(pickle_bytes), max_bytes): + f.write(pickle_bytes[i:i + max_bytes]) + 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