sglang_v0.5.2/pytorch_2.8.0/third_party/XNNPACK/test/transpose-nd.cc

// Copyright 2022 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.

#include <algorithm>
#include <cstddef>
#include <vector>

#include <gtest/gtest.h>
#include "transpose-operator-tester.h"

TEST(TRANSPOSE_ND_X8, transpose_1D) {
  TransposeOperatorTester()
      .num_dims(1)
      .shape({713})
      .perm({0})
      .TestX8();
}

TEST(TRANSPOSE_ND_X8, transpose_2D) {
  std::vector<size_t> perm{0,1};
  do {
    TransposeOperatorTester()
        .num_dims(2)
        .shape({37, 113})
        .perm(perm)
        .TestX8();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X8, transpose_3D) {
  std::vector<size_t> perm{0,1,2};
  do {
    TransposeOperatorTester()
        .num_dims(3)
        .shape({5, 7, 11})
        .perm(perm)
        .TestX8();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X8, transpose_4D) {
  std::vector<size_t> perm{0,1,2,3};
  do {
    TransposeOperatorTester()
        .num_dims(4)
        .shape({5,7,11,13})
        .perm(perm)
        .TestX8();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X8, transpose_5D) {
  std::vector<size_t> perm{0,1,2,3,4};
  do {
    TransposeOperatorTester()
        .num_dims(5)
        .shape({3,5,7,11,13})
        .perm(perm)
        .TestX8();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X8, transpose_6D) {
  std::vector<size_t> perm{0,1,2,3,4,5};
  do {
    TransposeOperatorTester()
        .num_dims(6)
        .shape({2,3,5,7,11,13})
        .perm(perm)
        .TestX8();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X8, transpose_6D_X24) {
  std::vector<size_t> perm{0,1,2,4,3,5};
  do {
    // Prevent merging of the final two dimensions.
    if (perm[4] == 4) {
      continue;
    }
    TransposeOperatorTester()
        .num_dims(6)
        .shape({2,4,5,6,7,3})
        .perm(perm)
        .TestX8();
    // Force the element size to always be 24 bits.
  } while (std::next_permutation(perm.begin(), perm.end() - 1));
}

TEST(TRANSPOSE_ND_X16, transpose_1D) {
  TransposeOperatorTester()
      .num_dims(1)
      .shape({713})
      .perm({0})
      .TestX16();
}

TEST(TRANSPOSE_ND_X16, transpose_2D) {
  std::vector<size_t> perm{0,1};
  do {
    TransposeOperatorTester()
        .num_dims(2)
        .shape({37, 113})
        .perm(perm)
        .TestX16();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X16, transpose_3D) {
  std::vector<size_t> perm{0,1,2};
  do {
    TransposeOperatorTester()
        .num_dims(3)
        .shape({5, 7, 11})
        .perm(perm)
        .TestX16();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X16, transpose_4D) {
  std::vector<size_t> perm{0,1,2,3};
  do {
    TransposeOperatorTester()
        .num_dims(4)
        .shape({5,7,11,13})
        .perm(perm)
        .TestX16();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X16, transpose_5D) {
  std::vector<size_t> perm{0,1,2,3,4};
  do {
    TransposeOperatorTester()
        .num_dims(5)
        .shape({3,5,7,11,13})
        .perm(perm)
        .TestX16();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X16, Run5D) {
  std::vector<size_t> perm{0,1,2,3,4};
  do {
    TransposeOperatorTester()
        .num_dims(5)
        .shape({3,5,7,11,13})
        .perm(perm)
        .TestX16();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X16, transpose_6D) {
  std::vector<size_t> perm{0,1,2,3,4,5};
  do {
    TransposeOperatorTester()
        .num_dims(6)
        .shape({2,3,5,7,11,13})
        .perm(perm)
        .TestX16();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X32, transpose_4D_copy) {
  TransposeOperatorTester()
      .num_dims(4)
      .shape({2,2,1,1})
      .perm({0,2,3,1})
      .TestX32();
}

TEST(TRANSPOSE_ND_X32, Zero_dim) {
  TransposeOperatorTester()
      .num_dims(2)
      .shape({7, 0})
      .perm({1, 0})
      .TestX32();
}

TEST(TRANSPOSE_ND_X32_2, transpose_1D_redundant_dim) {
  TransposeOperatorTester()
      .num_dims(1)
      .shape({1})
      .perm({0})
      .TestX32();
}

TEST(TRANSPOSE_ND_X32, transpose_1D) {
  TransposeOperatorTester()
      .num_dims(1)
      .shape({713})
      .perm({0})
      .TestX32();
}

TEST(TRANSPOSE_ND_X32, transpose_2D_all_dimensions_redundant) {
  TransposeOperatorTester()
      .num_dims(2)
      .shape({1, 1})
      .perm({1, 0})
      .TestX32();
}

TEST(TRANSPOSE_ND_X32, transpose_2D) {
  std::vector<size_t> perm{0,1};
  do {
    TransposeOperatorTester()
        .num_dims(2)
        .shape({37, 113})
        .perm(perm)
        .TestX32();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X32, transpose_3D_redundant_dimension) {
  TransposeOperatorTester()
      .num_dims(3)
      .shape({2, 1, 3})
      .perm({0, 2, 1})
      .TestX32();
}

TEST(TRANSPOSE_ND_X32, transpose_3D) {
  std::vector<size_t> perm{0,1,2};
  do {
    TransposeOperatorTester()
        .num_dims(3)
        .shape({5, 7, 11})
        .perm(perm)
        .TestX32();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X32, transpose_4D) {
  std::vector<size_t> perm{0,1,2,3};
  do {
    TransposeOperatorTester()
        .num_dims(4)
        .shape({5,7,11,13})
        .perm(perm)
        .TestX32();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X32, transpose_5D) {
  std::vector<size_t> perm{0,1,2,3,4};
  do {
    TransposeOperatorTester()
        .num_dims(5)
        .shape({3,5,7,11,13})
        .perm(perm)
        .TestX32();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X32, transpose_6D) {
  std::vector<size_t> perm{0,1,2,3,4,5};
  do {
    TransposeOperatorTester()
        .num_dims(6)
        .shape({2,3,5,7,11,13})
        .perm(perm)
        .TestX32();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X32, transpose_6D_DIMS_1) {
  std::vector<size_t> perm{0,1,2,3,4,5};
  do {
    TransposeOperatorTester()
        .num_dims(6)
        .shape({1,1,1,2,3,4})
        .perm(perm)
        .TestX32();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X64, transpose_1D) {
  TransposeOperatorTester()
      .num_dims(1)
      .shape({713})
      .perm({0})
      .TestX64();
}

TEST(TRANSPOSE_ND_X64, transpose_2D) {
  std::vector<size_t> perm{0,1};
  do {
    TransposeOperatorTester()
        .num_dims(2)
        .shape({37, 113})
        .perm(perm)
        .TestX64();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X64, transpose_3D) {
  std::vector<size_t> perm{0,1,2};
  do {
    TransposeOperatorTester()
        .num_dims(3)
        .shape({5, 7, 11})
        .perm(perm)
        .TestX64();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X64, transpose_4D) {
  std::vector<size_t> perm{0,1,2,3};
  do {
    TransposeOperatorTester()
        .num_dims(4)
        .shape({5,7,11,13})
        .perm(perm)
        .TestX64();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X64, transpose_5D) {
  std::vector<size_t> perm{0,1,2,3,4};
  do {
    TransposeOperatorTester()
        .num_dims(5)
        .shape({3,5,7,11,13})
        .perm(perm)
        .TestX64();
  } while (std::next_permutation(perm.begin(), perm.end()));
}

TEST(TRANSPOSE_ND_X64, transpose_6D) {
  std::vector<size_t> perm{0,1,2,3,4,5};
  do {
    TransposeOperatorTester()
        .num_dims(6)
        .shape({2,3,5,7,11,13})
        .perm(perm)
        .TestX64();
  } while (std::next_permutation(perm.begin(), perm.end()));
}