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added missing test file
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jakpiase committed Jul 23, 2021
1 parent b9b34fe commit 3bd6438
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103 changes: 103 additions & 0 deletions python/paddle/fluid/tests/unittests/mkldnn/test_expand_v2_mkldnn_op.py
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# 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.

from __future__ import print_function
import unittest
import numpy as np
import paddle
import paddle.fluid as fluid
from paddle.fluid import compiler, Program, program_guard, core
from paddle.fluid.tests.unittests.op_test import OpTest, OpTestTool, convert_float_to_uint16


class TestExpandV2OneDNNOp(OpTest):
def setUp(self):
self.op_type = "expand_v2"
self.init_data()
self.x = np.random.random(self.ori_shape).astype("float32")
self.set_inputs()
self.attrs = {'shape': self.shape, 'use_mkldnn': True}
output = np.tile(self.inputs['X'], self.expand_times)
self.outputs = {'Out': output}

def set_inputs(self):
self.inputs = {'X': self.x}

def init_data(self):
self.ori_shape = [1, 140]
self.shape = [12, 140]
self.expand_times = [12, 1]

def test_check_output(self):
self.check_output_with_place(core.CPUPlace())

def test_check_grad(self):
self.check_grad_with_place(core.CPUPlace(), ["X"], "Out")


class TestExpandV2ExpandDimOneDNNOp(TestExpandV2OneDNNOp):
def init_data(self):
self.ori_shape = [120]
self.shape = [2, 120]
self.expand_times = [2, 1]

class TestExpandV2CopyScenarioOneDNNOp(TestExpandV2OneDNNOp):
def init_data(self):
self.ori_shape = (2, 10, 5)
self.shape = (2, 10, 5)
self.expand_times = (1, 1, 1)

class TestExpandV2CopyScenarioShapeNotGivenOneDNNOp(TestExpandV2OneDNNOp):
def init_data(self):
self.ori_shape = (2, 4, 5, 7)
self.shape = (-1, -1, -1, -1)
self.expand_times = (1, 1, 1, 1)


# BF16 TESTS
def create_expand_v2_bf16_test_class(parent):
@OpTestTool.skip_if_not_cpu_bf16()
class TestExpandV2BF16OneDNNOp(parent):
def set_inputs(self):
self.inputs = {"X": convert_float_to_uint16(self.x)}

def calculate_grads(self):
self.dout = self.outputs['Out']
self.dx = self.dout.copy()

for i in range (len(self.shape)):
if self.expand_times[i] != 1:
self.dx = np.sum(self.dx, axis=i, keepdims=True)

def test_check_grad(self):
self.calculate_grads()
self.check_grad_with_place(
core.CPUPlace(), ["X"],
"Out",
user_defined_grads=[convert_float_to_uint16(self.dx)],
user_defined_grad_outputs=[convert_float_to_uint16(self.dout)])

cls_name = "{0}_{1}".format(parent.__name__, "Expand_v2_BF16")
TestExpandV2BF16OneDNNOp.__name__ = cls_name
globals()[cls_name] = TestExpandV2BF16OneDNNOp


create_expand_v2_bf16_test_class(TestExpandV2OneDNNOp)
create_expand_v2_bf16_test_class(TestExpandV2ExpandDimOneDNNOp)
create_expand_v2_bf16_test_class(TestExpandV2CopyScenarioOneDNNOp)
create_expand_v2_bf16_test_class(TestExpandV2CopyScenarioShapeNotGivenOneDNNOp)

if __name__ == '__main__':
paddle.enable_static()
unittest.main()

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