XNNPACK/test/constant-pad-nd.cc

// Copyright 2019 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 <gtest/gtest.h>

#include "constant-pad-operator-tester.h"

constexpr size_t kDim1 = 2;
constexpr size_t kDim2 = 3;
constexpr size_t kDim3 = 2;
constexpr size_t kDim4 = 3;
constexpr size_t kDim5 = 2;
constexpr size_t kDim6 = 3;
constexpr size_t kDim1PrePad = kDim1 / 2;
constexpr size_t kDim1PostPad = kDim1 / 2 + 1;
constexpr size_t kDim2PrePad = kDim2 / 2;
constexpr size_t kDim2PostPad = kDim2 / 2 + 1;
constexpr size_t kDim3PrePad = kDim3 / 2;
constexpr size_t kDim3PostPad = kDim3 / 2 + 1;
constexpr size_t kDim4PrePad = kDim4 / 2;
constexpr size_t kDim4PostPad = kDim4 / 2 + 1;
constexpr size_t kDim5PrePad = kDim5 / 2;
constexpr size_t kDim5PostPad = kDim5 / 2 + 1;
constexpr size_t kDim6PrePad = kDim6 / 2;
constexpr size_t kDim6PostPad = kDim6 / 2 + 1;


TEST(CONSTANT_PAD_ND_X8, 0d) {
  ConstantPadOperatorTester()
    .TestX8();
}

TEST(CONSTANT_PAD_ND_X8, 1d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      ConstantPadOperatorTester()
        .input_shape({kDim1})
        .pre_paddings({dim1_pre_pad})
        .post_paddings({dim1_post_pad})
        .TestX8();
    }
  }
}

TEST(CONSTANT_PAD_ND_X8, 2d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          ConstantPadOperatorTester()
            .input_shape({kDim1, kDim2})
            .pre_paddings({dim1_pre_pad, dim2_pre_pad})
            .post_paddings({dim1_post_pad, dim2_post_pad})
            .TestX8();
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X8, 3d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              ConstantPadOperatorTester()
                .input_shape({kDim1, kDim2, kDim3})
                .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad})
                .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad})
                .TestX8();
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X8, 4d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  ConstantPadOperatorTester()
                    .input_shape({kDim1, kDim2, kDim3, kDim4})
                    .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad})
                    .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad})
                    .TestX8();
                }
              }
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X8, 5d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  for (size_t dim5_pre_pad = 0; dim5_pre_pad <= kDim5PrePad; dim5_pre_pad += kDim5PrePad) {
                    for (size_t dim5_post_pad = 0; dim5_post_pad <= kDim5PostPad; dim5_post_pad += kDim5PostPad) {
                      ConstantPadOperatorTester()
                        .input_shape({kDim1, kDim2, kDim3, kDim4, kDim5})
                        .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad, dim5_pre_pad})
                        .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad, dim5_post_pad})
                        .TestX8();
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X8, 6d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  for (size_t dim5_pre_pad = 0; dim5_pre_pad <= kDim5PrePad; dim5_pre_pad += kDim5PrePad) {
                    for (size_t dim5_post_pad = 0; dim5_post_pad <= kDim5PostPad; dim5_post_pad += kDim5PostPad) {
                      for (size_t dim6_pre_pad = 0; dim6_pre_pad <= kDim6PrePad; dim6_pre_pad += kDim6PrePad) {
                        for (size_t dim6_post_pad = 0; dim6_post_pad <= kDim6PostPad; dim6_post_pad += kDim6PostPad) {
                          ConstantPadOperatorTester()
                            .input_shape({kDim1, kDim2, kDim3, kDim4, kDim5, kDim6})
                            .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad, dim5_pre_pad, dim6_pre_pad})
                            .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad, dim5_post_pad, dim6_post_pad})
                            .TestX8();
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  }
}


TEST(CONSTANT_PAD_ND_X16, 0d) {
  ConstantPadOperatorTester()
    .TestX16();
}

TEST(CONSTANT_PAD_ND_X16, 1d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      ConstantPadOperatorTester()
        .input_shape({kDim1})
        .pre_paddings({dim1_pre_pad})
        .post_paddings({dim1_post_pad})
        .TestX16();
    }
  }
}

TEST(CONSTANT_PAD_ND_X16, 2d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          ConstantPadOperatorTester()
            .input_shape({kDim1, kDim2})
            .pre_paddings({dim1_pre_pad, dim2_pre_pad})
            .post_paddings({dim1_post_pad, dim2_post_pad})
            .TestX16();
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X16, 3d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              ConstantPadOperatorTester()
                .input_shape({kDim1, kDim2, kDim3})
                .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad})
                .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad})
                .TestX16();
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X16, 4d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  ConstantPadOperatorTester()
                    .input_shape({kDim1, kDim2, kDim3, kDim4})
                    .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad})
                    .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad})
                    .TestX16();
                }
              }
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X16, 5d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  for (size_t dim5_pre_pad = 0; dim5_pre_pad <= kDim5PrePad; dim5_pre_pad += kDim5PrePad) {
                    for (size_t dim5_post_pad = 0; dim5_post_pad <= kDim5PostPad; dim5_post_pad += kDim5PostPad) {
                      ConstantPadOperatorTester()
                        .input_shape({kDim1, kDim2, kDim3, kDim4, kDim5})
                        .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad, dim5_pre_pad})
                        .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad, dim5_post_pad})
                        .TestX16();
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X16, 6d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  for (size_t dim5_pre_pad = 0; dim5_pre_pad <= kDim5PrePad; dim5_pre_pad += kDim5PrePad) {
                    for (size_t dim5_post_pad = 0; dim5_post_pad <= kDim5PostPad; dim5_post_pad += kDim5PostPad) {
                      for (size_t dim6_pre_pad = 0; dim6_pre_pad <= kDim6PrePad; dim6_pre_pad += kDim6PrePad) {
                        for (size_t dim6_post_pad = 0; dim6_post_pad <= kDim6PostPad; dim6_post_pad += kDim6PostPad) {
                          ConstantPadOperatorTester()
                            .input_shape({kDim1, kDim2, kDim3, kDim4, kDim5, kDim6})
                            .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad, dim5_pre_pad, dim6_pre_pad})
                            .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad, dim5_post_pad, dim6_post_pad})
                            .TestX16();
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  }
}


TEST(CONSTANT_PAD_ND_X32, 0d) {
  ConstantPadOperatorTester()
    .TestX32();
}

TEST(CONSTANT_PAD_ND_X32, 1d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      ConstantPadOperatorTester()
        .input_shape({kDim1})
        .pre_paddings({dim1_pre_pad})
        .post_paddings({dim1_post_pad})
        .TestX32();
    }
  }
}

TEST(CONSTANT_PAD_ND_X32, 2d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          ConstantPadOperatorTester()
            .input_shape({kDim1, kDim2})
            .pre_paddings({dim1_pre_pad, dim2_pre_pad})
            .post_paddings({dim1_post_pad, dim2_post_pad})
            .TestX32();
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X32, 3d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              ConstantPadOperatorTester()
                .input_shape({kDim1, kDim2, kDim3})
                .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad})
                .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad})
                .TestX32();
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X32, 4d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  ConstantPadOperatorTester()
                    .input_shape({kDim1, kDim2, kDim3, kDim4})
                    .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad})
                    .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad})
                    .TestX32();
                }
              }
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X32, 5d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  for (size_t dim5_pre_pad = 0; dim5_pre_pad <= kDim5PrePad; dim5_pre_pad += kDim5PrePad) {
                    for (size_t dim5_post_pad = 0; dim5_post_pad <= kDim5PostPad; dim5_post_pad += kDim5PostPad) {
                      ConstantPadOperatorTester()
                        .input_shape({kDim1, kDim2, kDim3, kDim4, kDim5})
                        .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad, dim5_pre_pad})
                        .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad, dim5_post_pad})
                        .TestX32();
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  }
}

TEST(CONSTANT_PAD_ND_X32, 6d) {
  for (size_t dim1_pre_pad = 0; dim1_pre_pad <= kDim1PrePad; dim1_pre_pad += kDim1PrePad) {
    for (size_t dim1_post_pad = 0; dim1_post_pad <= kDim1PostPad; dim1_post_pad += kDim1PostPad) {
      for (size_t dim2_pre_pad = 0; dim2_pre_pad <= kDim2PrePad; dim2_pre_pad += kDim2PrePad) {
        for (size_t dim2_post_pad = 0; dim2_post_pad <= kDim2PostPad; dim2_post_pad += kDim2PostPad) {
          for (size_t dim3_pre_pad = 0; dim3_pre_pad <= kDim3PrePad; dim3_pre_pad += kDim3PrePad) {
            for (size_t dim3_post_pad = 0; dim3_post_pad <= kDim3PostPad; dim3_post_pad += kDim3PostPad) {
              for (size_t dim4_pre_pad = 0; dim4_pre_pad <= kDim4PrePad; dim4_pre_pad += kDim4PrePad) {
                for (size_t dim4_post_pad = 0; dim4_post_pad <= kDim4PostPad; dim4_post_pad += kDim4PostPad) {
                  for (size_t dim5_pre_pad = 0; dim5_pre_pad <= kDim5PrePad; dim5_pre_pad += kDim5PrePad) {
                    for (size_t dim5_post_pad = 0; dim5_post_pad <= kDim5PostPad; dim5_post_pad += kDim5PostPad) {
                      for (size_t dim6_pre_pad = 0; dim6_pre_pad <= kDim6PrePad; dim6_pre_pad += kDim6PrePad) {
                        for (size_t dim6_post_pad = 0; dim6_post_pad <= kDim6PostPad; dim6_post_pad += kDim6PostPad) {
                          ConstantPadOperatorTester()
                            .input_shape({kDim1, kDim2, kDim3, kDim4, kDim5, kDim6})
                            .pre_paddings({dim1_pre_pad, dim2_pre_pad, dim3_pre_pad, dim4_pre_pad, dim5_pre_pad, dim6_pre_pad})
                            .post_paddings({dim1_post_pad, dim2_post_pad, dim3_post_pad, dim4_post_pad, dim5_post_pad, dim6_post_pad})
                            .TestX32();
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  }
}