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Paddle/python/paddle/fluid/tests/unittests/test_shard_index_op.py

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2.3 KiB

# 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.
from __future__ import print_function
import unittest
import numpy as np
import math
from op_test import OpTest
import paddle.fluid as fluid
import paddle.fluid.core as core
import paddle.fluid.framework as framework
from paddle.fluid.framework import Program, program_guard
def common_setup(self, index_num, nshards, shard_id, ignore_value):
self.op_type = 'shard_index'
x_lod = [[i for i in range(10)]]
N = sum(x_lod[0])
x = [np.random.randint(0, index_num - 1) for i in range(N)]
x = np.array(x).astype('int32').reshape([N, 1])
shard_size = index_num // nshards
out = np.zeros(shape=x.shape).astype('int32')
for i in range(N):
if x[i] // shard_size == shard_id:
out[i] = x[i] % shard_size
else:
out[i] = ignore_value
self.inputs = {'X': (x, x_lod)}
self.attrs = {
'index_num': index_num,
'nshards': nshards,
'shard_id': shard_id,
'ignore_value': ignore_value
}
self.outputs = {'Out': (out, x_lod)}
class TestShardIndexShardId0Op(OpTest):
def setUp(self):
common_setup(self, 20, 2, 0, -1)
def test_check_output(self):
self.check_output()
class TestShardIndexShardId1Op(OpTest):
def setUp(self):
common_setup(self, 20, 2, 1, -1)
def test_check_output(self):
self.check_output()
class TestShardIndexIgnoreValueOp(OpTest):
def setUp(self):
common_setup(self, 20, 2, 0, -2)
def test_check_output(self):
self.check_output()
class TestShardIndexNotEvenlyDividedOp(OpTest):
def setUp(self):
common_setup(self, 15, 2, 1, -1)
def test_check_output(self):
self.check_output()
if __name__ == '__main__':
unittest.main()