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2026-07-13 12:40:42 +08:00

112 lines
3.3 KiB
Python

# Copyright (c) 2021 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 copy
import unittest
import paddle
from paddle.static import amp
paddle.enable_static()
class AMPTest(unittest.TestCase):
def setUp(self):
self.bf16_list = copy.copy(amp.bf16.amp_lists.bf16_list)
self.fp32_list = copy.copy(amp.bf16.amp_lists.fp32_list)
self.gray_list = copy.copy(amp.bf16.amp_lists.gray_list)
self.amp_lists_ = None
def tearDown(self):
self.assertEqual(self.amp_lists_.bf16_list, self.bf16_list)
self.assertEqual(self.amp_lists_.fp32_list, self.fp32_list)
self.assertEqual(self.amp_lists_.gray_list, self.gray_list)
def test_amp_lists(self):
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16()
def test_amp_lists_1(self):
# 1. w={'exp}, b=None
self.bf16_list.add('exp')
self.fp32_list.remove('exp')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16({'exp'})
def test_amp_lists_2(self):
# 2. w={'tanh'}, b=None
self.fp32_list.remove('tan')
self.bf16_list.add('tan')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16({'tan'})
def test_amp_lists_3(self):
# 3. w={'lstm'}, b=None
self.bf16_list.add('lstm')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16({'lstm'})
def test_amp_lists_4(self):
# 4. w=None, b={'matmul_v2'}
self.bf16_list.remove('matmul_v2')
self.fp32_list.add('matmul_v2')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16(
custom_fp32_list={'matmul_v2'}
)
def test_amp_lists_5(self):
# 5. w=None, b={'matmul_v2'}
self.fp32_list.add('matmul_v2')
self.bf16_list.remove('matmul_v2')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16(
custom_fp32_list={'matmul_v2'}
)
def test_amp_lists_6(self):
# 6. w=None, b={'lstm'}
self.fp32_list.add('lstm')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16(
custom_fp32_list={'lstm'}
)
def test_amp_lists_7(self):
self.fp32_list.add('reshape2')
self.gray_list.remove('reshape2')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16(
custom_fp32_list={'reshape2'}
)
def test_amp_list_8(self):
self.bf16_list.add('reshape2')
self.gray_list.remove('reshape2')
self.amp_lists_ = amp.bf16.AutoMixedPrecisionListsBF16(
custom_bf16_list={'reshape2'}
)
class AMPTest2(unittest.TestCase):
def test_amp_lists_(self):
# 7. w={'lstm'} b={'lstm'}
# raise ValueError
self.assertRaises(
ValueError, amp.bf16.AutoMixedPrecisionListsBF16, {'lstm'}, {'lstm'}
)
if __name__ == '__main__':
unittest.main()