https://github.com/GPflow/GPflow
Tip revision: 97d2d56a002f1c9c1d91c90e6bf75e17e3b66dd7 authored by Artem Artemev on 14 November 2019, 14:55:16 UTC
Change regexp
Change regexp
Tip revision: 97d2d56
test_config.py
# Copyright 2018 the GPflow authors.
#
# 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 numpy as np
import pytest
import tensorflow as tf
import gpflow
from gpflow.config import (default_float, default_int, default_jitter, set_default_float, set_default_int,
set_default_jitter, set_default_summary_fmt, default_summary_fmt)
from gpflow.utilities import to_default_float, to_default_int
@pytest.mark.parametrize('getter, setter, valid_type_1, valid_type_2', [
(default_int, set_default_int, tf.int64, np.int32),
(default_float, set_default_float, tf.float32, np.float64),
])
def test_dtype_setting(getter, setter, valid_type_1, valid_type_2):
if valid_type_1 == valid_type_2:
raise ValueError("cannot test config setting/getting when both types are equal")
setter(valid_type_1)
assert getter() == valid_type_1
setter(valid_type_2)
assert getter() == valid_type_2
@pytest.mark.parametrize('setter, invalid_type', [
(set_default_int, str),
(set_default_int, np.float64),
(set_default_float, list),
(set_default_float, tf.int32),
])
def test_dtype_errorcheck(setter, invalid_type):
with pytest.raises(TypeError):
setter(invalid_type)
def test_jitter_setting():
set_default_jitter(1e-3)
assert default_jitter() == 1e-3
set_default_jitter(1e-6)
assert default_jitter() == 1e-6
def test_jitter_errorcheck():
with pytest.raises(TypeError):
set_default_jitter("not a float")
with pytest.raises(ValueError):
set_default_jitter(-1e-10)
def test_default_summary_fmt_setting():
set_default_summary_fmt("html")
assert default_summary_fmt() == "html"
set_default_summary_fmt(None)
assert default_summary_fmt() is None
def test_default_summary_fmt_errorcheck():
with pytest.raises(ValueError):
set_default_summary_fmt("this_format_definitely_does_not_exist")
@pytest.mark.parametrize('setter, getter, converter, dtype, value', [
(set_default_int, default_int, to_default_int, np.int32, 3),
(set_default_int, default_int, to_default_int, tf.int32, 3),
(set_default_int, default_int, to_default_int, tf.int64, [3, 1, 4, 1, 5, 9]),
(set_default_int, default_int, to_default_int, np.int64, [3, 1, 4, 1, 5, 9]),
(set_default_float, default_float, to_default_float, np.float32, 3.14159),
(set_default_float, default_float, to_default_float, tf.float32, [3.14159, 3.14159, 3.14159]),
(set_default_float, default_float, to_default_float, np.float64, [3.14159, 3.14159, 3.14159]),
(set_default_float, default_float, to_default_float, tf.float64, [3.14159, 3.14159, 3.14159]),
])
def test_native_to_default_dtype(setter, getter, converter, dtype, value):
with gpflow.config.as_context():
setter(dtype)
assert converter(value).dtype == dtype
assert converter(value).dtype == getter()