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move some unittest (PaddlePaddle#63980)
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YuanRisheng authored and co63oc committed May 10, 2024
1 parent cdcc06c commit c316322
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65 changes: 65 additions & 0 deletions test/deprecated/distribution/mock_data.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.

import paddle


class Exponential(paddle.distribution.ExponentialFamily):
"""mock exponential distribution, which support computing entropy and
kl use bregman divergence
"""

_mean_carrier_measure = 0

def __init__(self, rate):
self._rate = rate
super().__init__(batch_shape=rate.shape)

@property
def rate(self):
return self._rate

def entropy(self):
return 1.0 - paddle.log(self._rate)

@property
def _natural_parameters(self):
return (-self._rate,)

def _log_normalizer(self, x):
return -paddle.log(-x)


class DummyExpFamily(paddle.distribution.ExponentialFamily):
"""dummy class extend from exponential family"""

def __init__(self, *args):
pass

def entropy(self):
return 1.0

@property
def _natural_parameters(self):
return (1.0,)

def _log_normalizer(self, x):
return -paddle.log(-x)


@paddle.distribution.register_kl(Exponential, Exponential)
def _kl_exponential_exponential(p, q):
rate_ratio = q.rate / p.rate
t1 = -rate_ratio.log()
return t1 + rate_ratio - 1
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