/* Copyright 2017 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.
==============================================================================*/

// Tests that slice operations can be performed.

#include <numeric>
#include <vector>

#include "absl/container/inlined_vector.h"
#include "absl/strings/str_cat.h"
#include "absl/strings/str_format.h"
#include "absl/strings/str_join.h"
#include "absl/types/span.h"
#include "tensorflow/compiler/xla/array2d.h"
#include "tensorflow/compiler/xla/client/local_client.h"
#include "tensorflow/compiler/xla/client/xla_builder.h"
#include "tensorflow/compiler/xla/reference_util.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/platform/test.h"
#include "tensorflow/core/platform/types.h"

namespace xla {
namespace {

class SliceTest : public ClientLibraryTestBase {};

TEST_F(SliceTest, Slice3x3x3_To_3x3x1_F32) {
  Array3D<float> values(3, 3, 3);
  values.FillIota(0);

  XlaBuilder builder(TestName());
  auto original = ConstantR3FromArray3D<float>(&builder, values);
  Slice(original, {0, 0, 0}, {3, 3, 1}, {1, 1, 1});

  Array3D<float> expected{
      {{0.0}, {3.0}, {6.0}}, {{9.0}, {12.0}, {15.0}}, {{18.0}, {21.0}, {24.0}}};
  ComputeAndCompareR3<float>(&builder, expected, {}, ErrorSpec(0.000001));
}

TEST_F(SliceTest, Slice3x3x3_To_3x1x3_F32) {
  Array3D<float> values(3, 3, 3);
  values.FillIota(0);

  XlaBuilder builder(TestName());
  auto original = ConstantR3FromArray3D<float>(&builder, values);
  Slice(original, {0, 0, 0}, {3, 1, 3}, {1, 1, 1});

  Array3D<float> expected{
      {{0.0, 1.0, 2.0}}, {{9.0, 10.0, 11.0}}, {{18.0, 19.0, 20.0}}};
  ComputeAndCompareR3<float>(&builder, expected, {}, ErrorSpec(0.000001));
}

TEST_F(SliceTest, Slice3x3x3_To_1x3x3_F32) {
  Array3D<float> values(3, 3, 3);
  values.FillIota(0);

  XlaBuilder builder(TestName());
  auto original = ConstantR3FromArray3D<float>(&builder, values);
  Slice(original, {0, 0, 0}, {1, 3, 3}, {1, 1, 1});

  Array3D<float> expected{
      {{{0.0, 1.0, 2.0}, {3.0, 4.0, 5.0}, {6.0, 7.0, 8.0}}}};
  ComputeAndCompareR3<float>(&builder, expected, {}, ErrorSpec(0.000001));
}

XLA_TEST_F(SliceTest, Slice0x0to0x0F32) {
  XlaBuilder builder(TestName());
  auto original = ConstantR2FromArray2D<float>(&builder, Array2D<float>(0, 0));
  Slice(original, {0, 0}, {0, 0}, {1, 1});

  ComputeAndCompareR2<float>(&builder, Array2D<float>(0, 0), {});
}

XLA_TEST_F(SliceTest, Slice0x20to0x5F32) {
  XlaBuilder builder(TestName());
  auto original = ConstantR2FromArray2D<float>(&builder, Array2D<float>(0, 20));
  Slice(original, {0, 15}, {0, 20}, {1, 1});

  ComputeAndCompareR2<float>(&builder, Array2D<float>(0, 5), {});
}

XLA_TEST_F(SliceTest, Slice3x0to2x0F32) {
  XlaBuilder builder(TestName());
  auto original = ConstantR2FromArray2D<float>(&builder, Array2D<float>(3, 0));
  Slice(original, {1, 0}, {3, 0}, {1, 1});

  ComputeAndCompareR2<float>(&builder, Array2D<float>(2, 0), {});
}

XLA_TEST_F(SliceTest, SliceQuadrantOf256x256) {
  Array2D<float> values(256, 256);
  for (int row = 0; row < 256; ++row) {
    for (int col = 0; col < 256; ++col) {
      values(row, col) = (row << 10) | col;
    }
  }

  XlaBuilder builder(TestName());
  auto original = ConstantR2FromArray2D<float>(&builder, values);
  Slice(original, {128, 128}, {256, 256}, {1, 1});

  Array2D<float> expected(128, 128);
  for (int row = 0; row < 128; ++row) {
    for (int col = 0; col < 128; ++col) {
      expected(row, col) = ((row + 128) << 10) | (col + 128);
    }
  }
  ComputeAndCompareR2<float>(&builder, expected, {}, ErrorSpec(0.000001));
}

// Tests: (f32[1,4096], starts={0, 3072}, limits={1, 4096}) -> f32[1,1024])
TEST_F(SliceTest, Slice_1x4096_To_1x1024) {
  Array2D<float> values(1, 4096);
  std::iota(values.data(), values.data() + 4096, 0.0);

  XlaBuilder builder(TestName());
  auto original = ConstantR2FromArray2D<float>(&builder, values);
  Slice(original, {0, 3072}, {1, 4096}, {1, 1});

  Array2D<float> expected(1, 1024);
  std::iota(expected.data(), expected.data() + 1024, 3072.0);
  ComputeAndCompareR2<float>(&builder, expected, {}, ErrorSpec(0.000001));
}

// Tests slice: (f32[16,4], starts={0, 0}, limits={16, 2}) -> f32[16,2]
TEST_F(SliceTest, Slice_16x4_To_16x2) {
  Array2D<float> values(16, 4);
  Array2D<float> expected(16, 2);
  for (int row = 0; row < 16; ++row) {
    for (int col = 0; col < 4; ++col) {
      values(row, col) = (row << 10) | col;
      if (col < 2) {
        expected(row, col) = (row << 10) | col;
      }
    }
  }
  XlaBuilder builder(TestName());
  auto original = ConstantR2FromArray2D<float>(&builder, values);
  Slice(original, {0, 0}, {16, 2}, {1, 1});
  ComputeAndCompareR2<float>(&builder, expected, {}, ErrorSpec(0.000001));
}

// Tests: (f32[2, 2, 24, 256], starts = {1, 0, 8, 0}, ends = {2, 2, 16, 128}
TEST_F(SliceTest, SliceR4ThreeDimsMiddleMinor) {
  Array4D<float> values(2, 2, 24, 256);
  values.FillRandom(3.14f);
  auto expected = ReferenceUtil::Slice4D(
      values, {{1, 0, 8, 0}}, {{2, 2, 16, 128}}, /*strides=*/{{1, 1, 1, 1}});
  XlaBuilder builder(TestName());
  auto original = ConstantR4FromArray4D(&builder, values);
  Slice(original, {1, 0, 8, 0}, {2, 2, 16, 128}, {1, 1, 1, 1});
  ComputeAndCompareR4(&builder, *expected, {}, ErrorSpec(0.000001));
}

XLA_TEST_F(SliceTest, StridedSliceR4WithOutputLayout) {
  Array4D<float> values(2, 4, 6, 8);
  values.FillRandom(3.14f);
  auto expected = ReferenceUtil::Slice4D(values, {{0, 0, 0, 0}}, {{2, 4, 6, 8}},
                                         /*strides=*/{{1, 1, 2, 1}});
  auto expected_literal = LiteralUtil::CreateR4FromArray4DWithLayout(
      *expected, LayoutUtil::MakeLayout({0, 1, 2, 3}));
  XlaBuilder builder(TestName());
  auto original = ConstantR4FromArray4D(&builder, values);
  Slice(original, {0, 0, 0, 0}, {2, 4, 6, 8}, {1, 1, 2, 1});
  ComputeAndCompareLiteral(&builder, expected_literal, {}, ErrorSpec(0.000001),
                           &expected_literal.shape());
}

struct R1Spec {
  int64 input_dim0;
  int64 slice_start;
  int64 slice_limit;
  int64 slice_stride;
};

// Parameterized test that generates R1 values, slices them according
// to the R1Spec, and compares the result with a computed version.
class SliceR1Test : public ClientLibraryTestBase,
                    public ::testing::WithParamInterface<R1Spec> {
 protected:
  template <typename NativeT>
  void Run(const R1Spec& spec) {
    // This can't be an std::vector, since you can't grab a Span of a
    // vector<bool>.
    absl::InlinedVector<NativeT, 1> input(spec.input_dim0);
    std::iota(input.begin(), input.end(), NativeT());
    auto literal = LiteralUtil::CreateR1<NativeT>(input);

    XlaBuilder builder(TestName());
    auto original = Parameter(&builder, 0, literal.shape(), "p0");
    Slice(original, {spec.slice_start}, {spec.slice_limit},
          {spec.slice_stride});

    // Ditto.
    absl::InlinedVector<NativeT, 1> expected;
    for (int i = spec.slice_start; i < spec.slice_limit;
         i += spec.slice_stride) {
      expected.push_back(i);
    }

    TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr<GlobalData> arg,
                            client_->TransferToServer(literal));
    ComputeAndCompareR1<NativeT>(&builder, expected, {arg.get()});
  }
};

// A version of SliceR1Test used to label and disable 'large' tests
class SliceR1LargeTest : public SliceR1Test {};

string SliceR1TestDataToString(const ::testing::TestParamInfo<R1Spec>& data) {
  const R1Spec& spec = data.param;
  return absl::StrFormat("%d_%d_%d_%d", spec.input_dim0, spec.slice_start,
                         spec.slice_limit, spec.slice_stride);
}

XLA_TEST_P(SliceR1Test, DoIt_F32) { Run<float>(GetParam()); }

XLA_TEST_P(SliceR1Test, DoIt_F64) { Run<double>(GetParam()); }

XLA_TEST_P(SliceR1Test, DoIt_U32) { Run<uint32>(GetParam()); }

XLA_TEST_P(SliceR1Test, DoIt_S32) { Run<int32>(GetParam()); }

XLA_TEST_P(SliceR1Test, DoIt_U64) { Run<uint64>(GetParam()); }

XLA_TEST_P(SliceR1Test, DoIt_S64) { Run<int64>(GetParam()); }

XLA_TEST_P(SliceR1LargeTest, DoIt_F32) { Run<float>(GetParam()); }

XLA_TEST_P(SliceR1LargeTest, DoIt_F64) { Run<double>(GetParam()); }

XLA_TEST_P(SliceR1LargeTest, DoIt_U32) { Run<uint32>(GetParam()); }

XLA_TEST_P(SliceR1LargeTest, DoIt_S32) { Run<int32>(GetParam()); }

XLA_TEST_P(SliceR1LargeTest, DoIt_U64) { Run<uint64>(GetParam()); }

XLA_TEST_P(SliceR1LargeTest, DoIt_S64) { Run<int64>(GetParam()); }

XLA_TEST_P(SliceR1Test, DoIt_PRED) { Run<bool>(GetParam()); }


// Tests for R1 slice ops.
// The format for each testcase is {input size, start, limit, stride}.
// clang-format off
INSTANTIATE_TEST_CASE_P(
    SliceR1TestInstantiation,
    SliceR1Test,
    ::testing::Values(
        R1Spec{10, 0, 0, 1},
        R1Spec{10, 7, 7, 1},
        R1Spec{10, 0, 5, 1},
        R1Spec{10, 3, 5, 1},
        R1Spec{10, 0, 10, 1},
        R1Spec{1024, 0, 5, 1},
        R1Spec{1024, 3, 5, 1},
        R1Spec{1024 + 17, 0, 5, 1},
        R1Spec{1024 + 17, 3, 5, 1},
        R1Spec{1024 + 17, 1024, 1024 + 6, 1},
        R1Spec{1024 + 17, 1024 + 1, 1024 + 6, 1},
        R1Spec{1024, 1024 - 4, 1024, 1},
        R1Spec{4 * 1024, 7, 7 + 1024, 1},
        R1Spec{4 * 1024, 0, 4 * 1024, 1},
        R1Spec{4 * 1024, 1, 4 * 1024 - 1, 1},
        R1Spec{4 * 1024, 1024, 3 * 1024, 1},
        R1Spec{4 * 1024, 1024 + 1, 3 * 1024 - 1, 1},
        R1Spec{16 * 1024, 0, 5, 1},
        R1Spec{16 * 1024, 3, 5, 1},
        R1Spec{16 * 1024 + 17, 0, 5, 1},
        R1Spec{16 * 1024 + 17, 3, 5, 1},
        R1Spec{16 * 1024 + 17, 16 * 1024, 16 * 1024 + 6, 1},
        R1Spec{16 * 1024 + 17, 16 * 1024 + 1, 16 * 1024 + 6, 1},
        R1Spec{16 * 1024, 4 * 1024 - 17, 8 * 1024 - 18, 1},
        R1Spec{64 * 1024, 0, 64 * 1024, 1},
        R1Spec{64 * 1024, 1, 64 * 1024 - 1, 1},
        R1Spec{64 * 1024, 1024, 63 * 1024, 1},
        R1Spec{64 * 1024, 1024 + 1, 63 * 1024 - 1, 1},
        R1Spec{64 * 1024, 32 * 1024, 33 * 1024, 1},
        R1Spec{64 * 1024, 32 * 1024 + 1, 33 * 1024 - 1, 1},
        R1Spec{64 * 1024, 32 * 1024 - 17, 36 * 1024 - 18, 1}
    ),
    SliceR1TestDataToString
);

// TODO(b/69425338): This uses too much memory on GPU.
#ifndef XLA_TEST_BACKEND_GPU
INSTANTIATE_TEST_CASE_P(
    SliceR1TestBigSlicesInstantiation,
    SliceR1LargeTest,
    ::testing::Values(
          R1Spec{
              16 * 1024 * 1024, 4 * 1024 * 1024, 12 * 1024 * 1024, 1},
          R1Spec{
              16 * 1024 * 1024, 4 * 1024 * 1024 + 1, 12 * 1024 * 1024 - 1, 1},
          R1Spec{
              16 * 1024 * 1024, 4 * 1024 * 1024 - 1, 12 * 1024 * 1024 + 1, 1}
    ),
    SliceR1TestDataToString
);
#endif

INSTANTIATE_TEST_CASE_P(
    SliceStridedR1TestInstantiation,
    SliceR1Test,
    ::testing::Values(
        R1Spec{10, 2, 4, 2},
        R1Spec{10, 0, 10, 2},
        R1Spec{10, 0, 10, 3},
        R1Spec{10, 0, 10, 4},
        R1Spec{10, 0, 10, 5},
        R1Spec{10, 0, 10, 10},
        R1Spec{500, 200, 400, 7},
        R1Spec{4096, 1, 4095, 3},
        R1Spec{2047, 1024 - 24, 1024 + 160, 31},
        R1Spec{2047, 1, 2046, 3 * 128},
        R1Spec{4096, 1024 + 3, 4095, 500},
        R1Spec{8192, 0, 8192, 1024 * 3 + 400},
        R1Spec{1024 * 1024, 0, 1024 * 1024, 2},
        R1Spec{1024 * 1024, 0, 1024 * 1024, 8},
        R1Spec{1024 * 1024, 0, 1024 * 1024, 7},
        R1Spec{1024 * 1024, 0, 1024 * 1024, 125},
        R1Spec{1024 * 1024, 3, 1024 - 9, 2},
        R1Spec{1024 * 1024, 3, 1024 - 9, 8},
        R1Spec{1024 * 1024, 3, 1024 - 9, 7},
        R1Spec{1024 * 1024, 3, 1024 - 9, 125},
        R1Spec{1024 * 1024, 3, 1024 * 512 - 9, 2},
        R1Spec{1024 * 1024, 3, 1024 * 512 - 9, 8},
        R1Spec{1024 * 1024, 3, 1024 * 512 - 9, 7},
        R1Spec{1024 * 1024, 3, 1024 * 512 - 9, 125},
        R1Spec{1024 * 1024 + 71, 3, 1024 * 512 - 9, 2},
        R1Spec{1024 * 1024 + 71, 3, 1024 * 512 - 9, 8},
        R1Spec{1024 * 1024 + 71, 3, 1024 * 512 - 9, 7},
        R1Spec{1024 * 1024 + 71, 3, 1024 * 512 - 9, 125},
        R1Spec{16 * 1024 * 1024, 0, 16 * 1024 * 1024, 4097},
        R1Spec{16 * 1024 * 1024, 0, 16 * 1024 * 1024, 4093},
        R1Spec{16 * 1024 * 1024, 12 * 1024 + 17, 16 * 1024 * 1024 - 231, 4097},
        R1Spec{16 * 1024 * 1024, 12 * 1024 + 17, 16 * 1024 * 1024 - 231, 4093}
    ),
    SliceR1TestDataToString
);
// clang-format on

struct R2Spec {
  int64 input_dim0;
  int64 input_dim1;
  std::array<int64, 2> slice_starts;
  std::array<int64, 2> slice_limits;
  std::array<int64, 2> slice_strides;
  std::array<int64, 2> layout;
};

// Parameterized test that generates patterned R2 values, slices them according
// to the R2Spec, and compares the results with the ReferenceUtil version.
class SliceR2Test : public ClientLibraryTestBase,
                    public ::testing::WithParamInterface<R2Spec> {};

XLA_TEST_P(SliceR2Test, DoIt) {
  const R2Spec& spec = GetParam();
  Array2D<int32> input(spec.input_dim0, spec.input_dim1);
  input.FillUnique();
  auto literal = LiteralUtil::CreateR2FromArray2DWithLayout(
      input, LayoutUtil::MakeLayout(spec.layout));

  XlaBuilder builder(TestName());
  auto a = Parameter(&builder, 0, literal.shape(), "p0");
  Slice(a, spec.slice_starts, spec.slice_limits, spec.slice_strides);

  TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr<GlobalData> arg,
                          client_->TransferToServer(literal));
  std::unique_ptr<Array2D<int32>> expected = ReferenceUtil::Slice2D(
      input, spec.slice_starts, spec.slice_limits, spec.slice_strides);
  ComputeAndCompareR2<int32>(&builder, *expected, {arg.get()});
}

INSTANTIATE_TEST_CASE_P(
    SliceR2TestInstantiation, SliceR2Test,
    ::testing::Values(
        R2Spec{4, 12, {{0, 3}}, {{4, 6}}, {{1, 1}}, {{0, 1}}},              //
        R2Spec{4, 12, {{0, 3}}, {{4, 6}}, {{1, 1}}, {{1, 0}}},              //
        R2Spec{16, 4, {{0, 2}}, {{16, 4}}, {{1, 1}}, {{0, 1}}},             //
        R2Spec{16, 4, {{0, 2}}, {{16, 4}}, {{1, 1}}, {{1, 0}}},             //
        R2Spec{256, 400, {{0, 300}}, {{256, 400}}, {{1, 1}}, {{1, 0}}},     //
        R2Spec{500, 400, {{111, 123}}, {{300, 257}}, {{1, 1}}, {{1, 0}}},   //
        R2Spec{500, 400, {{111, 123}}, {{300, 400}}, {{1, 1}}, {{1, 0}}},   //
        R2Spec{384, 512, {{128, 256}}, {{256, 384}}, {{1, 1}}, {{1, 0}}},   //
        R2Spec{357, 512, {{111, 256}}, {{301, 384}}, {{1, 1}}, {{1, 0}}},   //
        R2Spec{10, 10, {{0, 0}}, {{10, 10}}, {{1, 2}}, {{0, 1}}},           //
        R2Spec{10, 10, {{0, 0}}, {{10, 10}}, {{1, 2}}, {{1, 0}}},           //
        R2Spec{10, 10, {{0, 0}}, {{10, 10}}, {{2, 1}}, {{0, 1}}},           //
        R2Spec{10, 10, {{0, 0}}, {{10, 10}}, {{2, 1}}, {{1, 0}}},           //
        R2Spec{10, 10, {{0, 0}}, {{10, 10}}, {{2, 2}}, {{0, 1}}},           //
        R2Spec{10, 10, {{0, 0}}, {{10, 10}}, {{2, 2}}, {{1, 0}}},           //
        R2Spec{256, 400, {{100, 129}}, {{256, 400}}, {{3, 5}}, {{1, 0}}},   //
        R2Spec{256, 400, {{100, 129}}, {{256, 400}}, {{3, 5}}, {{0, 1}}},   //
        R2Spec{256, 400, {{100, 129}}, {{256, 400}}, {{5, 3}}, {{1, 0}}},   //
        R2Spec{256, 400, {{100, 129}}, {{256, 400}}, {{5, 3}}, {{0, 1}}},   //
        R2Spec{511, 513, {{129, 300}}, {{400, 500}}, {{7, 11}}, {{1, 0}}},  //
        R2Spec{511, 513, {{129, 300}}, {{400, 500}}, {{7, 11}}, {{0, 1}}},  //
        R2Spec{511, 513, {{129, 300}}, {{400, 500}}, {{11, 7}}, {{1, 0}}},  //
        R2Spec{511, 513, {{129, 300}}, {{400, 500}}, {{11, 7}}, {{0, 1}}},  //
        R2Spec{8672, 512, {{8, 0}}, {{8672, 512}}, {{542, 1}}, {{1, 0}}},   //
        R2Spec{
            511, 513, {{129, 300}}, {{400, 500}}, {{101, 129}}, {{1, 0}}},  //
        R2Spec{
            511, 513, {{129, 300}}, {{400, 500}}, {{101, 129}}, {{0, 1}}},  //
        R2Spec{
            511, 513, {{129, 300}}, {{400, 500}}, {{129, 101}}, {{1, 0}}},  //
        R2Spec{
            511, 513, {{129, 300}}, {{400, 500}}, {{129, 101}}, {{0, 1}}},  //
        R2Spec{
            511, 1023, {{129, 257}}, {{500, 1000}}, {{129, 255}}, {{1, 0}}},  //
        R2Spec{
            511, 1023, {{129, 257}}, {{500, 1000}}, {{129, 255}}, {{0, 1}}},  //
        R2Spec{511,
               513,
               {{129, 255}},
               {{511 - 129, 513 - 140}},
               {{13, 19}},
               {{1, 0}}},  //
        R2Spec{511,
               513,
               {{129, 255}},
               {{511 - 129, 513 - 140}},
               {{13, 19}},
               {{0, 1}}}  //
        ));

struct R4Spec {
  std::array<int64, 4> input_dims;
  std::array<int64, 4> input_layout;  // minor-to-major
  std::array<int64, 4> slice_starts;
  std::array<int64, 4> slice_limits;
  std::array<int64, 4> slice_strides;
};

string R4SpecToString(const ::testing::TestParamInfo<R4Spec>& data) {
  const R4Spec& spec = data.param;
  return absl::StrCat("input_", absl::StrJoin(spec.input_dims, "x"),
                      "__layout_", absl::StrJoin(spec.input_layout, ""),
                      "__starts_", absl::StrJoin(spec.slice_starts, "x"),
                      "__limits_", absl::StrJoin(spec.slice_limits, "x"),
                      "__strides_", absl::StrJoin(spec.slice_strides, "x"));
}

class SliceR4Test : public ClientLibraryTestBase,
                    public ::testing::WithParamInterface<R4Spec> {
 protected:
  void Run(const R4Spec& spec) {
    Array4D<float> values(spec.input_dims[0], spec.input_dims[1],
                          spec.input_dims[2], spec.input_dims[3]);
    values.FillIota(3.14159);
    auto expected = ReferenceUtil::Slice4D(
        values, spec.slice_starts, spec.slice_limits, spec.slice_strides);
    XlaBuilder builder(TestName());
    auto literal = LiteralUtil::CreateR4FromArray4DWithLayout(
        values, LayoutUtil::MakeLayout(spec.input_layout));
    auto parameter = Parameter(&builder, 0, literal.shape(), "p0");
    TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr<GlobalData> arg,
                            client_->TransferToServer(literal));
    Slice(parameter, spec.slice_starts, spec.slice_limits, spec.slice_strides);
    ComputeAndCompareR4(&builder, *expected, {arg.get()}, ErrorSpec(0.000001));
  }
};

XLA_TEST_P(SliceR4Test, DoIt) { Run(GetParam()); }

const R4Spec kR4SpecValues[] = {
    R4Spec{{{2, 2, 2, 2}},
           {{3, 2, 1, 0}},
           {{0, 0, 0, 0}},
           {{0, 0, 0, 0}},
           {{1, 1, 1, 1}}},  //
    R4Spec{{{3, 3, 4, 4}},
           {{3, 2, 1, 0}},
           {{0, 0, 0, 0}},
           {{3, 3, 4, 4}},
           {{1, 1, 2, 1}}},  //
    R4Spec{{{2, 3, 16, 4}},
           {{3, 2, 1, 0}},
           {{0, 0, 0, 0}},
           {{2, 3, 16, 4}},
           {{1, 1, 3, 1}}},  //
    R4Spec{{{4, 16, 3, 2}},
           {{0, 1, 2, 3}},
           {{1, 4, 1, 0}},
           {{3, 12, 3, 2}},
           {{1, 1, 3, 2}}},  //
    R4Spec{{{2, 2, 257, 129}},
           {{3, 2, 1, 0}},
           {{1, 1, 62, 64}},
           {{2, 2, 195, 129}},
           {{1, 1, 3, 1}}},  //
    R4Spec{{{3, 5, 257, 129}},
           {{3, 2, 1, 0}},
           {{1, 2, 61, 64}},
           {{3, 5, 199, 129}},
           {{1, 1, 3, 1}}},  //
    R4Spec{{{5, 8, 257, 129}},
           {{3, 2, 1, 0}},
           {{2, 3, 60, 64}},
           {{3, 5, 200, 68}},
           {{1, 1, 1, 1}}},  //
    R4Spec{{{8, 10, 256, 130}},
           {{3, 2, 1, 0}},
           {{1, 2, 60, 127}},
           {{7, 9, 166, 129}},
           {{4, 2, 3, 1}}},  //
    R4Spec{{{2, 4, 8, 4}},
           {{3, 2, 1, 0}},
           {{1, 2, 0, 1}},
           {{2, 4, 8, 3}},
           {{1, 1, 7, 1}}},  //
    R4Spec{{{10, 21, 256, 150}},
           {{3, 2, 1, 0}},
           {{1, 2, 9, 127}},
           {{9, 16, 82, 133}},
           {{3, 5, 7, 2}}},  //
    R4Spec{{{15, 25, 256, 150}},
           {{3, 2, 1, 0}},
           {{4, 6, 19, 126}},
           {{15, 25, 89, 135}},
           {{5, 7, 7, 3}}},  //
    R4Spec{{{2, 4, 256, 150}},
           {{3, 2, 1, 0}},
           {{1, 2, 29, 125}},
           {{2, 4, 159, 145}},
           {{1, 1, 7, 7}}},  //
    R4Spec{{{2, 4, 256, 150}},
           {{3, 2, 1, 0}},
           {{1, 2, 39, 119}},
           {{2, 4, 158, 145}},
           {{1, 1, 7, 11}}},  //
    R4Spec{{{1, 1, 5, 512}},
           {{3, 2, 1, 0}},
           {{0, 0, 0, 0}},
           {{1, 1, 5, 512}},
           {{1, 1, 4, 1}}},  //
    R4Spec{{{1, 1, 513, 513}},
           {{3, 2, 1, 0}},
           {{0, 0, 0, 0}},
           {{1, 1, 513, 513}},
           {{1, 1, 512, 512}}},  //
    R4Spec{{{1, 1, 1024, 4}},
           {{3, 2, 1, 0}},
           {{0, 0, 15, 0}},
           {{1, 1, 1022, 4}},
           {{1, 1, 23, 1}}},  //
    R4Spec{{{1, 1, 1024, 4}},
           {{3, 2, 1, 0}},
           {{0, 0, 14, 0}},
           {{1, 1, 1023, 4}},
           {{1, 1, 101, 1}}},  //
    R4Spec{{{1, 1, 4, 1024}},
           {{3, 2, 1, 0}},
           {{0, 0, 1, 20}},
           {{1, 1, 4, 1023}},
           {{1, 1, 1, 129}}},  //
    R4Spec{{{5, 5, 512, 1024}},
           {{3, 2, 1, 0}},
           {{1, 1, 0, 0}},
           {{4, 4, 512, 1024}},
           {{2, 2, 2, 1}}},  //
    R4Spec{{{5, 5, 512, 1024}},
           {{3, 2, 1, 0}},
           {{1, 1, 0, 0}},
           {{4, 4, 512, 1024}},
           {{2, 1, 1, 400}}},  //
    R4Spec{{{32, 64, 128, 256}},
           {{3, 2, 1, 0}},
           {{10, 20, 30, 40}},
           {{30, 60, 100, 200}},
           {{11, 21, 31, 41}}},  //
    R4Spec{{{1, 1, 14, 2048}},
           {{3, 2, 1, 0}},
           {{0, 0, 2, 0}},
           {{1, 1, 14, 2}},
           {{1, 1, 1, 1}}},  //
};

INSTANTIATE_TEST_CASE_P(SliceR4TestInstantiation, SliceR4Test,
                        ::testing::ValuesIn(kR4SpecValues), R4SpecToString);

}  // namespace
}  // namespace xla
