// Copyright (c) Facebook, Inc. and its affiliates.
// All rights reserved.
//
// 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.
//
// Auto-generated file. Do not edit!
//   Specification: test/qs8-igemm-minmax-gemmlowp.yaml
//   Generator: tools/generate-gemm-test.py


#include <gtest/gtest.h>

#include <xnnpack/common.h>
#include <xnnpack/isa-checks.h>

#include <xnnpack/gemm.h>
#include <xnnpack/igemm.h>
#include <xnnpack/ppmm.h>
#include "gemm-microkernel-tester.h"


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__AARCH64_NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_CORTEX_A53, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__AARCH64_NEON_MLAL_PADAL_PRFM_CORTEX_A53, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_PRFM_CORTEX_A53, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__AARCH64_NEON_MLAL_LANE_CORTEX_A53, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_eq_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_lt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_gt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_div_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_gt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_div_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, a_offset) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, zero) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, qmin) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, qmax) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_CORTEX_A55, strided_cm) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_cortex_a55, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_eq_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_lt_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_gt_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_div_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_gt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_div_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, a_offset) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, zero) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, qmin) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, qmax) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD64, strided_cm) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld64, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_lt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_gt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_div_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_div_16) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, a_offset) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(4)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, zero) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(4)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, qmin) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, qmax) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C4__AARCH64_NEONDOT_LD128, strided_cm) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(4)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c4__aarch64_neondot_ld128, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(6)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(6)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 6; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 6; m++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(6)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(6)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(6)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(6)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 6; m++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 6; m++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(6)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(6)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 6; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(6)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(6)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(6)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X8__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(6)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(6)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(6)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 6; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 6; m++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(6)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(6)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(6)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(6)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 6; m++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 6; m++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(6)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 6; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(6)
            .nr(16)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(6)
        .nr(16)
        .kr(1)
        .sr(1)
        .m(6)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 6; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(6)
          .nr(16)
          .kr(1)
          .sr(1)
          .m(6)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(6)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(6)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_6X16__NEON_MLAL_LANE, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(6)
      .nr(16)
      .kr(1)
      .sr(1)
      .m(6)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MULL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(3)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(16)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(16)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(16)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(3)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(16)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(16)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(16)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C16__NEON_MLAL_PADAL, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(16)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MULL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mull_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(1)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(2)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(2)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X8C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(2)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(3)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(m)
        .n(8)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(8)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(8)
        .kr(2)
        .sr(1)
        .m(4)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(8)
          .kr(2)
          .sr(1)
          .m(4)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X8C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(8)
      .kr(2)
      .sr(1)
      .m(4)
      .n(8)
      .k(16)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(1)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(1)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X16C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(1)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(2)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(2)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X16C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(2)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(2)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(3)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(251)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(3)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(251)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X16C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(3)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(3)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_eq_16) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(16)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(m)
        .n(16)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_eq_16_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(16)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_lt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_lt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 17; k < 32; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, k_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 32; k <= 160; k += 16) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_gt_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_div_16) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_div_16_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_div_16_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_gt_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, n_div_16_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 80; k += 17) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(2)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(331)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 80; k += 17) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(2)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(331)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C2__NEON_MLAL_PADAL_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(2)
      .sr(1)
      .m(4)
      .n(16)
      .k(16)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c2__neon_mlal_padal_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_eq_8) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_lt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_gt_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_div_8) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(1)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, a_offset) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(1)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, zero) {
    TEST_REQUIRES_ARM_NEON;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(1)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, qmin) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, qmax) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8__NEON_MULL_ADDW_DUP, strided_cm) {
    TEST_REQUIRES_ARM_NEON;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(1)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mull_addw_dup, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_eq_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(4)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(4)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_eq_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_eq_8_subtile_m) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t m = 1; m <= 1; m++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_eq_8_subtile_n) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(1)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_lt_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_lt_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_gt_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_div_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, k_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_gt_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_gt_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_gt_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_div_8) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_div_8_strided_cn) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_div_8_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 1; m++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, small_kernel_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_gt_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, n_div_8_small_kernel) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, strided_cm_subtile) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 1; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(1)
            .nr(8)
            .kr(4)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, a_offset) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(8)
        .kr(4)
        .sr(1)
        .m(1)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(43)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, zero) {
    TEST_REQUIRES_ARM_NEON_DOT;
    for (uint32_t mz = 0; mz < 1; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(8)
          .kr(4)
          .sr(1)
          .m(1)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(43)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, qmin) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(4)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, qmax) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(4)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X8C4__NEONDOT, strided_cm) {
    TEST_REQUIRES_ARM_NEON_DOT;
    GemmMicrokernelTester()
      .mr(1)
      .nr(8)
      .kr(4)
      .sr(1)
      .m(1)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_gemmlowp_neon_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_ARM && !XNN_PLATFORM_IOS || XNN_ARCH_ARM64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_eq_8) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, strided_cn) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .cn_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(m)
        .n(4)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_lt_8) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_gt_8) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_div_8) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, k_div_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_gt_4) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_gt_4_strided_cn) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_gt_4_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_div_4) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_div_4_strided_cn) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_div_4_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, small_kernel) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, small_kernel_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_gt_4_small_kernel) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, n_div_4_small_kernel) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, strided_cm_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(7)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, a_offset) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, zero) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, qmin) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, qmax) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE2_LD64, strided_cm) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .cm_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_eq_8) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, strided_cn) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .cn_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(m)
        .n(4)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_lt_8) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_gt_8) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_div_8) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, k_div_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_gt_4) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_gt_4_strided_cn) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_gt_4_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_div_4) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_div_4_strided_cn) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_div_4_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, small_kernel) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, small_kernel_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_gt_4_small_kernel) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, n_div_4_small_kernel) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, strided_cm_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(7)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, a_offset) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, zero) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, qmin) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, qmax) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSSE3_LD64, strided_cm) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .cm_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_eq_8) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, strided_cn) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .cn_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(m)
        .n(4)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_lt_8) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_gt_8) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_div_8) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, k_div_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_gt_4) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_gt_4_strided_cn) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_gt_4_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_div_4) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_div_4_strided_cn) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_div_4_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, small_kernel) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, small_kernel_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_gt_4_small_kernel) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, n_div_4_small_kernel) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, strided_cm_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(4)
            .kr(2)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(7)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, a_offset) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(2)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, zero) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(2)
          .sr(1)
          .m(4)
          .n(4)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, qmin) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, qmax) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4C2__SSE41_LD64, strided_cm) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(2)
      .sr(1)
      .m(4)
      .n(4)
      .k(8)
      .cm_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4c2__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_eq_8) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, strided_cn) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .cn_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(m)
        .n(4)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_lt_8) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_gt_8) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_div_8) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, k_div_8_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_gt_4) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_gt_4_strided_cn) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_gt_4_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_div_4) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_div_4_strided_cn) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_div_4_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, small_kernel) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, small_kernel_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_gt_4_small_kernel) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, n_div_4_small_kernel) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, strided_cm_subtile) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(7)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, a_offset) {
    TEST_REQUIRES_X86_SSE2;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, zero) {
    TEST_REQUIRES_X86_SSE2;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, qmin) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, qmax) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE2_LD64, strided_cm) {
    TEST_REQUIRES_X86_SSE2;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .cm_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse2_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_eq_8) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, strided_cn) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .cn_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(m)
        .n(4)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_lt_8) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_gt_8) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_div_8) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, k_div_8_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_gt_4) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_gt_4_strided_cn) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_gt_4_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_div_4) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_div_4_strided_cn) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_div_4_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, small_kernel) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, small_kernel_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_gt_4_small_kernel) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, n_div_4_small_kernel) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, strided_cm_subtile) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(7)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, a_offset) {
    TEST_REQUIRES_X86_SSSE3;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, zero) {
    TEST_REQUIRES_X86_SSSE3;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, qmin) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, qmax) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSSE3_LD64, strided_cm) {
    TEST_REQUIRES_X86_SSSE3;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .cm_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__ssse3_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_eq_8) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, strided_cn) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .cn_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_eq_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t m = 1; m <= 2; m++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(m)
        .n(4)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_lt_8) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_lt_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_gt_8) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_gt_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_div_8) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, k_div_8_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_gt_4) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_gt_4_strided_cn) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_gt_4_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_div_4) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_div_4_strided_cn) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(n)
          .k(k)
          .cn_stride(7)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_div_4_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 2; m++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, small_kernel) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, small_kernel_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_gt_4_small_kernel) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 5; n < 8; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, n_div_4_small_kernel) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t n = 8; n <= 12; n += 4) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, strided_cm_subtile) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 2; m++) {
        for (uint32_t n = 1; n <= 4; n++) {
          GemmMicrokernelTester()
            .mr(2)
            .nr(4)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(7)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, a_offset) {
    TEST_REQUIRES_X86_SSE41;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(8)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(83)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, zero) {
    TEST_REQUIRES_X86_SSE41;
    for (uint32_t mz = 0; mz < 2; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(8)
          .sr(1)
          .m(2)
          .n(4)
          .k(k)
          .ks(3)
          .a_offset(83)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, qmin) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, qmax) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4C8__SSE41_LD64, strided_cm) {
    TEST_REQUIRES_X86_SSE41;
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(8)
      .sr(1)
      .m(2)
      .n(4)
      .k(8)
      .cm_stride(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4c8__sse41_ld64, xnn_init_qs8_conv_minmax_gemmlowp_sse4_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_eq_8) {
    TEST_REQUIRES_X86_AVX2;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, strided_cn) {
    TEST_REQUIRES_X86_AVX2;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cn_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_eq_8_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 8; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t m = 1; m <= 3; m++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(m)
        .n(8)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 1; n <= 8; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_lt_8) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_lt_8_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_gt_8) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_gt_8_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_div_8) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, k_div_8_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_gt_8) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_gt_8_strided_cn) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_gt_8_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_div_8) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_div_8_strided_cn) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(n)
          .k(k)
          .cn_stride(11)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_div_8_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 3; m++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, small_kernel) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, small_kernel_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_gt_8_small_kernel) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 9; n < 16; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, n_div_8_small_kernel) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t n = 16; n <= 24; n += 8) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, strided_cm_subtile) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 3; m++) {
        for (uint32_t n = 1; n <= 8; n++) {
          GemmMicrokernelTester()
            .mr(3)
            .nr(8)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(11)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, a_offset) {
    TEST_REQUIRES_X86_AVX2;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(8)
        .kr(8)
        .sr(1)
        .m(3)
        .n(8)
        .k(k)
        .ks(3)
        .a_offset(127)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, zero) {
    TEST_REQUIRES_X86_AVX2;
    for (uint32_t mz = 0; mz < 3; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(8)
          .kr(8)
          .sr(1)
          .m(3)
          .n(8)
          .k(k)
          .ks(3)
          .a_offset(127)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, qmin) {
    TEST_REQUIRES_X86_AVX2;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, qmax) {
    TEST_REQUIRES_X86_AVX2;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X8C8__AVX2, strided_cm) {
    TEST_REQUIRES_X86_AVX2;
    GemmMicrokernelTester()
      .mr(3)
      .nr(8)
      .kr(8)
      .sr(1)
      .m(3)
      .n(8)
      .k(8)
      .cm_stride(11)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__avx2, xnn_init_qs8_conv_minmax_gemmlowp_avx2_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


#if XNN_ARCH_X86 || XNN_ARCH_X86_64
  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_eq_8) {
    TEST_REQUIRES_X86_AVX512SKX;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, strided_cn) {
    TEST_REQUIRES_X86_AVX512SKX;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cn_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_eq_8_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 16; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(m)
          .n(n)
          .k(8)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_eq_8_subtile_m) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t m = 1; m <= 4; m++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(m)
        .n(16)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_eq_8_subtile_n) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 1; n <= 16; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(n)
        .k(8)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_lt_8) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 1; k < 8; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_lt_8_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 1; k < 8; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_gt_8) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 9; k < 16; k++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_gt_8_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 9; k < 16; k++) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_div_8) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 16; k <= 80; k += 8) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, k_div_8_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 16; k <= 80; k += 8) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_gt_16) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_gt_16_strided_cn) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_gt_16_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_div_16) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_div_16_strided_cn) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(n)
          .k(k)
          .cn_stride(19)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_div_16_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        for (uint32_t m = 1; m <= 4; m++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, small_kernel) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, small_kernel_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .ks(3)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_gt_16_small_kernel) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 17; n < 32; n++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, n_div_16_small_kernel) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t n = 32; n <= 48; n += 16) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, strided_cm_subtile) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 1; k <= 40; k += 9) {
      for (uint32_t m = 1; m <= 4; m++) {
        for (uint32_t n = 1; n <= 16; n++) {
          GemmMicrokernelTester()
            .mr(4)
            .nr(16)
            .kr(8)
            .sr(1)
            .m(m)
            .n(n)
            .k(k)
            .cm_stride(19)
            .iterations(1)
            .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
        }
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, a_offset) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (size_t k = 1; k <= 40; k += 9) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(16)
        .kr(8)
        .sr(1)
        .m(4)
        .n(16)
        .k(k)
        .ks(3)
        .a_offset(163)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, zero) {
    TEST_REQUIRES_X86_AVX512SKX;
    for (uint32_t mz = 0; mz < 4; mz++) {
      for (size_t k = 1; k <= 40; k += 9) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(16)
          .kr(8)
          .sr(1)
          .m(4)
          .n(16)
          .k(k)
          .ks(3)
          .a_offset(163)
          .zero_index(mz)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, qmin) {
    TEST_REQUIRES_X86_AVX512SKX;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmin(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, qmax) {
    TEST_REQUIRES_X86_AVX512SKX;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .qmax(128)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }

  TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X16C8__AVX512SKX, strided_cm) {
    TEST_REQUIRES_X86_AVX512SKX;
    GemmMicrokernelTester()
      .mr(4)
      .nr(16)
      .kr(8)
      .sr(1)
      .m(4)
      .n(16)
      .k(8)
      .cm_stride(19)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__avx512skx, xnn_init_qs8_conv_minmax_gemmlowp_avx512_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(1)
    .n(2)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(1)
    .n(2)
    .k(1)
    .cn_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 1; m++) {
    for (uint32_t n = 1; n <= 2; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 1; m++) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(m)
      .n(2)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 2; n++) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(1)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(1)
      .n(2)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_gt_2) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_gt_2_strided_cn) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(2)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_gt_2_subtile) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 1; m++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_div_2) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_div_2_strided_cn) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(n)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_div_2_subtile) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 1; m++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(1)
      .n(2)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_gt_2_small_kernel) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, n_div_2_small_kernel) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(5)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(1)
      .n(2)
      .k(k)
      .ks(3)
      .a_offset(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 1; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(1)
        .n(2)
        .k(k)
        .ks(3)
        .a_offset(7)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(1)
    .n(2)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(1)
    .n(2)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X2__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(1)
    .n(2)
    .k(1)
    .cm_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(2)
    .n(2)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(2)
    .n(2)
    .k(1)
    .cn_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 2; m++) {
    for (uint32_t n = 1; n <= 2; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 2; m++) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(m)
      .n(2)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 2; n++) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(2)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(2)
      .n(2)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_gt_2) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_gt_2_strided_cn) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(2)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_gt_2_subtile) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 2; m++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_div_2) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_div_2_strided_cn) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(n)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_div_2_subtile) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 2; m++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(2)
      .n(2)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_gt_2_small_kernel) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, n_div_2_small_kernel) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(5)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(2)
      .n(2)
      .k(k)
      .ks(3)
      .a_offset(13)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 2; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(2)
        .n(2)
        .k(k)
        .ks(3)
        .a_offset(13)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(2)
    .n(2)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(2)
    .n(2)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X2__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(2)
    .n(2)
    .k(1)
    .cm_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(3)
    .n(2)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(3)
    .n(2)
    .k(1)
    .cn_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 3; m++) {
    for (uint32_t n = 1; n <= 2; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 3; m++) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(m)
      .n(2)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 2; n++) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(3)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(3)
      .n(2)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_gt_2) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_gt_2_strided_cn) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(2)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_gt_2_subtile) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 3; m++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_div_2) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_div_2_strided_cn) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(n)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_div_2_subtile) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 3; m++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(3)
      .n(2)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_gt_2_small_kernel) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, n_div_2_small_kernel) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(5)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(3)
      .n(2)
      .k(k)
      .ks(3)
      .a_offset(17)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 3; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(3)
        .n(2)
        .k(k)
        .ks(3)
        .a_offset(17)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(3)
    .n(2)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(3)
    .n(2)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X2__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(3)
    .n(2)
    .k(1)
    .cm_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(4)
    .n(2)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(4)
    .n(2)
    .k(1)
    .cn_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 4; m++) {
    for (uint32_t n = 1; n <= 2; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 4; m++) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(m)
      .n(2)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 2; n++) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(4)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(4)
      .n(2)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_gt_2) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_gt_2_strided_cn) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(2)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_gt_2_subtile) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 4; m++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_div_2) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(2)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_div_2_strided_cn) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(n)
        .k(k)
        .cn_stride(5)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_div_2_subtile) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 4; m++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(4)
      .n(2)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_gt_2_small_kernel) {
  for (uint32_t n = 3; n < 4; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, n_div_2_small_kernel) {
  for (uint32_t n = 4; n <= 6; n += 2) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(2)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 2; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(2)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(5)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(2)
      .kr(1)
      .sr(1)
      .m(4)
      .n(2)
      .k(k)
      .ks(3)
      .a_offset(23)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 4; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(2)
        .kr(1)
        .sr(1)
        .m(4)
        .n(2)
        .k(k)
        .ks(3)
        .a_offset(23)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(4)
    .n(2)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(4)
    .n(2)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X2__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(2)
    .kr(1)
    .sr(1)
    .m(4)
    .n(2)
    .k(1)
    .cm_stride(5)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x2__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(1)
    .n(4)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(1)
    .n(4)
    .k(1)
    .cn_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 1; m++) {
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 1; m++) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(m)
      .n(4)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 4; n++) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(1)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(1)
      .n(4)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_gt_4) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_gt_4_strided_cn) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(4)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_gt_4_subtile) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 1; m++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_div_4) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_div_4_strided_cn) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(n)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_div_4_subtile) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 1; m++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(1)
      .n(4)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_gt_4_small_kernel) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, n_div_4_small_kernel) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 1; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(1)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(7)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(1)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(1)
      .n(4)
      .k(k)
      .ks(3)
      .a_offset(7)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 1; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(1)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(1)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(7)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(1)
    .n(4)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(1)
    .n(4)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_1X4__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(1)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(1)
    .n(4)
    .k(1)
    .cm_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(2)
    .n(4)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(2)
    .n(4)
    .k(1)
    .cn_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 2; m++) {
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 2; m++) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(m)
      .n(4)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 4; n++) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(2)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(2)
      .n(4)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_gt_4) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_gt_4_strided_cn) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_gt_4_subtile) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 2; m++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_div_4) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_div_4_strided_cn) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(n)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_div_4_subtile) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 2; m++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(2)
      .n(4)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_gt_4_small_kernel) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, n_div_4_small_kernel) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 2; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(2)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(7)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(2)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(2)
      .n(4)
      .k(k)
      .ks(3)
      .a_offset(13)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 2; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(2)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(2)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(13)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(2)
    .n(4)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(2)
    .n(4)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_2X4__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(2)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(2)
    .n(4)
    .k(1)
    .cm_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(3)
    .n(4)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(3)
    .n(4)
    .k(1)
    .cn_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 3; m++) {
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 3; m++) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(m)
      .n(4)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 4; n++) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(3)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(3)
      .n(4)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_gt_4) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_gt_4_strided_cn) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(4)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_gt_4_subtile) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 3; m++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_div_4) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_div_4_strided_cn) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(n)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_div_4_subtile) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 3; m++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(3)
      .n(4)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_gt_4_small_kernel) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, n_div_4_small_kernel) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 3; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(3)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(7)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(3)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(3)
      .n(4)
      .k(k)
      .ks(3)
      .a_offset(17)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 3; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(3)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(3)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(17)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(3)
    .n(4)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(3)
    .n(4)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_3X4__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(3)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(3)
    .n(4)
    .k(1)
    .cm_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}


TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, k_eq_1) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(4)
    .n(4)
    .k(1)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, strided_cn) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(4)
    .n(4)
    .k(1)
    .cn_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, k_eq_1_subtile) {
  for (uint32_t m = 1; m <= 4; m++) {
    for (uint32_t n = 1; n <= 4; n++) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(m)
        .n(n)
        .k(1)
        .iterations(1)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, k_eq_1_subtile_m) {
  for (uint32_t m = 1; m <= 4; m++) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(m)
      .n(4)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, k_eq_1_subtile_n) {
  for (uint32_t n = 1; n <= 4; n++) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(4)
      .n(n)
      .k(1)
      .iterations(1)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, k_gt_1) {
  for (size_t k = 2; k < 10; k++) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(4)
      .n(4)
      .k(k)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, k_gt_1_subtile) {
  for (size_t k = 2; k < 10; k++) {
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_gt_4) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_gt_4_strided_cn) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_gt_4_subtile) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 4; m++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_div_4) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_div_4_strided_cn) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(n)
        .k(k)
        .cn_stride(7)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_div_4_subtile) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      for (uint32_t m = 1; m <= 4; m++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, small_kernel) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(4)
      .n(4)
      .k(k)
      .ks(3)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, small_kernel_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .ks(3)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_gt_4_small_kernel) {
  for (uint32_t n = 5; n < 8; n++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, n_div_4_small_kernel) {
  for (uint32_t n = 8; n <= 12; n += 4) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, strided_cm_subtile) {
  for (size_t k = 1; k <= 5; k += 2) {
    for (uint32_t m = 1; m <= 4; m++) {
      for (uint32_t n = 1; n <= 4; n++) {
        GemmMicrokernelTester()
          .mr(4)
          .nr(4)
          .kr(1)
          .sr(1)
          .m(m)
          .n(n)
          .k(k)
          .cm_stride(7)
          .iterations(1)
          .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
      }
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, a_offset) {
  for (size_t k = 1; k <= 5; k += 2) {
    GemmMicrokernelTester()
      .mr(4)
      .nr(4)
      .kr(1)
      .sr(1)
      .m(4)
      .n(4)
      .k(k)
      .ks(3)
      .a_offset(23)
      .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, zero) {
  for (uint32_t mz = 0; mz < 4; mz++) {
    for (size_t k = 1; k <= 5; k += 2) {
      GemmMicrokernelTester()
        .mr(4)
        .nr(4)
        .kr(1)
        .sr(1)
        .m(4)
        .n(4)
        .k(k)
        .ks(3)
        .a_offset(23)
        .zero_index(mz)
        .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
    }
  }
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, qmin) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(4)
    .n(4)
    .k(1)
    .qmin(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, qmax) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(4)
    .n(4)
    .k(1)
    .qmax(128)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}

TEST(QS8_IGEMM_MINMAX_GEMMLOWP_4X4__SCALAR, strided_cm) {
  GemmMicrokernelTester()
    .mr(4)
    .nr(4)
    .kr(1)
    .sr(1)
    .m(4)
    .n(4)
    .k(1)
    .cm_stride(7)
    .Test(xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x4__scalar, xnn_init_qs8_conv_minmax_gemmlowp_scalar_params, xnn_init_qs8_requantization_gemmlowp_params, xnn_qs8_requantize_gemmlowp);
}