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

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# Copyright (c) 2018 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 paddle
from op_test import OpTest
import numpy as np
def output_hist(out):
hist, _ = np.histogram(out, bins=2)
hist = hist.astype("float32")
hist /= float(out.size)
prob = 0.5 * np.ones((2))
return hist, prob
class TestBernoulliOp(OpTest):
def setUp(self):
self.op_type = "bernoulli"
self.inputs = {"X": np.random.uniform(size=(1000, 784))}
self.init_attrs()
self.outputs = {"Out": np.zeros((1000, 784)).astype("float32")}
def init_attrs(self):
self.attrs = {}
self.output_hist = output_hist
def test_check_output(self):
self.check_output_customized(self.verify_output)
def verify_output(self, outs):
hist, prob = self.output_hist(np.array(outs[0]))
self.assertTrue(
np.allclose(
hist, prob, rtol=0, atol=0.01), "hist: " + str(hist))
class TestBernoulliApi(unittest.TestCase):
def test_dygraph(self):
paddle.disable_static()
x = paddle.rand([1024, 1024])
out = paddle.bernoulli(x)
paddle.enable_static()
hist, prob = output_hist(out.numpy())
self.assertTrue(
np.allclose(
hist, prob, rtol=0, atol=0.01), "hist: " + str(hist))
def test_static(self):
x = paddle.rand([1024, 1024])
out = paddle.bernoulli(x)
exe = paddle.static.Executor(paddle.CPUPlace())
out = exe.run(paddle.static.default_main_program(),
fetch_list=[out.name])
hist, prob = output_hist(out[0])
self.assertTrue(
np.allclose(
hist, prob, rtol=0, atol=0.01), "hist: " + str(hist))
if __name__ == "__main__":
unittest.main()