A. Unique TensorFlower 5643e94437 Implement Log determinant of matrix op in XLA.
PiperOrigin-RevId: 276779923
Change-Id: Ia1e0c9d8bc405874febae6f89eae51aa83009065
2019-10-25 16:32:50 -07:00

83 lines
2.4 KiB
C++

/* Copyright 2018 The TensorFlow 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.
==============================================================================*/
#include "tensorflow/compiler/xla/client/lib/logdet.h"
#include "tensorflow/compiler/xla/array2d.h"
#include "tensorflow/compiler/xla/array3d.h"
#include "tensorflow/compiler/xla/client/lib/matrix.h"
#include "tensorflow/compiler/xla/client/xla_builder.h"
#include "tensorflow/compiler/xla/literal.h"
#include "tensorflow/compiler/xla/statusor.h"
#include "tensorflow/compiler/xla/test.h"
#include "tensorflow/compiler/xla/tests/client_library_test_base.h"
#include "tensorflow/compiler/xla/tests/literal_test_util.h"
#include "tensorflow/compiler/xla/tests/test_macros.h"
#include "tensorflow/core/lib/core/status_test_util.h"
namespace {
using LogDetTest = xla::ClientLibraryTestBase;
XLA_TEST_F(LogDetTest, Simple) {
xla::XlaBuilder builder(TestName());
xla::Array2D<float> a_vals({
{4, 6, 8, 10},
{6, 45, 54, 63},
{8, 54, 146, 166},
{10, 63, 166, 310},
});
float expected = 14.1601f;
xla::XlaOp a;
auto a_data = CreateR2Parameter<float>(a_vals, 0, "a", &builder, &a);
xla::LogDet(a);
ComputeAndCompareR0<float>(&builder, expected, {a_data.get()},
xla::ErrorSpec(1e-4));
}
XLA_TEST_F(LogDetTest, SimpleBatched) {
xla::XlaBuilder builder(TestName());
xla::Array3D<float> a_vals({
{
{4, 6, 8, 10},
{6, 45, 54, 63},
{8, 54, 146, 166},
{10, 63, 166, 310},
},
{
{16, 24, 8, 12},
{24, 61, 82, 48},
{8, 82, 456, 106},
{12, 48, 106, 62},
},
});
std::vector<float> expected = {14.1601, 14.3092};
xla::XlaOp a;
auto a_data = CreateR3Parameter<float>(a_vals, 0, "a", &builder, &a);
xla::LogDet(a);
ComputeAndCompareR1<float>(&builder, expected, {a_data.get()},
xla::ErrorSpec(1e-4));
}
} // namespace