test/f32-conv-hwc2chw.cc

// Copyright 2019 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.

#include <gtest/gtest.h>

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

#include <xnnpack/conv.h>
#include "conv-hwc2chw-microkernel-tester.h"


#if XNN_ARCH_ARM || XNN_ARCH_ARM64
  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, input_width_eq_4) {
    TEST_REQUIRES_ARM_NEON;
    ConvHWC2CHWMicrokernelTester()
      .kernel_size(3)
      .subsampling(2)
      .padding_width(1)
      .input_channels(3)
      .output_channels_tile(4)
      .output_channels(4)
      .input_width(4)
      .input_height(3)
      .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, input_width_div_4) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t input_width = 8; input_width <= 32; input_width += 12) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(4)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, input_width_lt_4) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t input_width = 1; input_width < 4; input_width++) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(4)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, input_width_gt_4) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t input_width = 5; input_width < 8; input_width++) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(4)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, output_channels_lt_4) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_channels = 1; output_channels < 4; output_channels++) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(3)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, output_channels_div_4) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_channels = 8; output_channels <= 16; output_channels += 4) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(3)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, output_channels_gt_4) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_channels = 5; output_channels < 8; output_channels++) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(3)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, input_height_lt_3) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t input_height = 1; input_height < 3; input_height++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding(1)
            .input_channels(3) // padded input height of at least 3 required
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(input_height)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, input_height_gt_3) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t input_height = 4; input_height <= 9; input_height++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(input_height)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, padding_top) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
      for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .padding_top(padding_top)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, padding_bottom) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
      for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .padding_bottom(padding_bottom)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, output_y_start) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_y_start = 1; output_y_start <= 3; output_y_start++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .output_y_start(output_y_start)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, output_y_end) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_y_end = 2; output_y_end < 5; output_y_end++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .output_y_end(output_y_end)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, qmin) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(6)
          .qmin(128)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEON_2X2, qmax) {
    TEST_REQUIRES_ARM_NEON;
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(6)
          .qmax(128)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neon_2x2);
      }
    }
  }
#endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64


#if XNN_ARCH_ARM64
  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, input_width_eq_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    ConvHWC2CHWMicrokernelTester()
      .kernel_size(3)
      .subsampling(2)
      .padding_width(1)
      .input_channels(3)
      .output_channels_tile(4)
      .output_channels(4)
      .input_width(4)
      .input_height(3)
      .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, input_width_div_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t input_width = 8; input_width <= 32; input_width += 12) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(4)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, input_width_lt_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t input_width = 1; input_width < 4; input_width++) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(4)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, input_width_gt_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t input_width = 5; input_width < 8; input_width++) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(4)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, output_channels_lt_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_channels = 1; output_channels < 4; output_channels++) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(3)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, output_channels_div_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_channels = 8; output_channels <= 16; output_channels += 4) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(3)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, output_channels_gt_4) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_channels = 5; output_channels < 8; output_channels++) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(3)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, input_height_lt_3) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t input_height = 1; input_height < 3; input_height++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding(1)
            .input_channels(3) // padded input height of at least 3 required
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(input_height)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, input_height_gt_3) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t input_height = 4; input_height <= 9; input_height++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(input_height)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, padding_top) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
      for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .padding_top(padding_top)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, padding_bottom) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
      for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .padding_bottom(padding_bottom)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, output_y_start) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_y_start = 1; output_y_start <= 3; output_y_start++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .output_y_start(output_y_start)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, output_y_end) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_y_end = 2; output_y_end < 5; output_y_end++) {
      for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
        for (size_t input_width = 1; input_width < 32; input_width += 7) {
          ConvHWC2CHWMicrokernelTester()
            .kernel_size(3)
            .subsampling(2)
            .padding_width(1)
            .input_channels(3)
            .output_channels_tile(4)
            .output_channels(output_channels)
            .input_width(input_width)
            .input_height(9)
            .output_y_end(output_y_end)
            .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
        }
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, qmin) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(6)
          .qmin(128)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
      }
    }
  }

  TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__NEONFMA_2X2, qmax) {
    TEST_REQUIRES_ARM_NEON_FMA;
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(6)
          .qmax(128)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfma_2x2);
      }
    }
  }
#endif  // XNN_ARCH_ARM64

#if XNN_ARCH_X86 || XNN_ARCH_X86_64
TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, input_width_eq_1) {
  TEST_REQUIRES_X86_SSE;
  ConvHWC2CHWMicrokernelTester()
    .kernel_size(3)
    .subsampling(2)
    .padding_width(1)
    .input_channels(3)
    .output_channels_tile(4)
    .output_channels(4)
    .input_width(4)
    .input_height(3)
    .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
}


TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, input_width_gt_1) {
  TEST_REQUIRES_X86_SSE;
  for (size_t input_width = 2; input_width < 33; input_width++) {
    ConvHWC2CHWMicrokernelTester()
      .kernel_size(3)
      .subsampling(2)
      .padding_width(1)
      .input_channels(3)
      .output_channels_tile(4)
      .output_channels(4)
      .input_width(input_width)
      .input_height(3)
      .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, output_channels_lt_4) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 1; output_channels < 4; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, output_channels_div_4) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 8; output_channels <= 16; output_channels += 4) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, output_channels_gt_4) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 5; output_channels < 8; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, input_height_lt_3) {
  TEST_REQUIRES_X86_SSE;
  for (size_t input_height = 1; input_height < 3; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding(1)
          .input_channels(3) // padded input height of at least 3 required
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, input_height_gt_3) {
  TEST_REQUIRES_X86_SSE;
  for (size_t input_height = 4; input_height <= 9; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, padding_top) {
  TEST_REQUIRES_X86_SSE;
  for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_top(padding_top)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, padding_bottom) {
  TEST_REQUIRES_X86_SSE;
  for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_bottom(padding_bottom)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, output_y_start) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_y_start = 1; output_y_start <= 3; output_y_start++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_start(output_y_start)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, output_y_end) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_y_end = 2; output_y_end < 5; output_y_end++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_end(output_y_end)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, qmin) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmin(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_1X1, qmax) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmax(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_1x1);
    }
  }
}
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64

#if XNN_ARCH_X86 || XNN_ARCH_X86_64
TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, input_width_eq_1) {
  TEST_REQUIRES_X86_SSE;
  ConvHWC2CHWMicrokernelTester()
    .kernel_size(3)
    .subsampling(2)
    .padding_width(1)
    .input_channels(3)
    .output_channels_tile(4)
    .output_channels(4)
    .input_width(4)
    .input_height(3)
    .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
}


TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, input_width_gt_1) {
  TEST_REQUIRES_X86_SSE;
  for (size_t input_width = 2; input_width < 33; input_width++) {
    ConvHWC2CHWMicrokernelTester()
      .kernel_size(3)
      .subsampling(2)
      .padding_width(1)
      .input_channels(3)
      .output_channels_tile(4)
      .output_channels(4)
      .input_width(input_width)
      .input_height(3)
      .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, output_channels_lt_4) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 1; output_channels < 4; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, output_channels_div_4) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 8; output_channels <= 16; output_channels += 4) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, output_channels_gt_4) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 5; output_channels < 8; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, input_height_lt_3) {
  TEST_REQUIRES_X86_SSE;
  for (size_t input_height = 1; input_height < 3; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding(1)
          .input_channels(3) // padded input height of at least 3 required
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, input_height_gt_3) {
  TEST_REQUIRES_X86_SSE;
  for (size_t input_height = 4; input_height <= 9; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, padding_top) {
  TEST_REQUIRES_X86_SSE;
  for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_top(padding_top)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, padding_bottom) {
  TEST_REQUIRES_X86_SSE;
  for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_bottom(padding_bottom)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, output_y_start) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_y_start = 1; output_y_start <= 3; output_y_start++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_start(output_y_start)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, output_y_end) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_y_end = 2; output_y_end < 5; output_y_end++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_end(output_y_end)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, qmin) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmin(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SSE_2X2, qmax) {
  TEST_REQUIRES_X86_SSE;
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmax(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2);
    }
  }
}
#endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64

#if XNN_ARCH_WASMSIMD
TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, input_width_eq_1) {
  ConvHWC2CHWMicrokernelTester()
    .kernel_size(3)
    .subsampling(2)
    .padding_width(1)
    .input_channels(3)
    .output_channels_tile(4)
    .output_channels(4)
    .input_width(4)
    .input_height(3)
    .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
}


TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, input_width_gt_1) {
  for (size_t input_width = 2; input_width < 33; input_width++) {
    ConvHWC2CHWMicrokernelTester()
      .kernel_size(3)
      .subsampling(2)
      .padding_width(1)
      .input_channels(3)
      .output_channels_tile(4)
      .output_channels(4)
      .input_width(input_width)
      .input_height(3)
      .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, output_channels_lt_4) {
  for (size_t output_channels = 1; output_channels < 4; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, output_channels_div_4) {
  for (size_t output_channels = 8; output_channels <= 16; output_channels += 4) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, output_channels_gt_4) {
  for (size_t output_channels = 5; output_channels < 8; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, input_height_lt_3) {
  for (size_t input_height = 1; input_height < 3; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding(1)
          .input_channels(3) // padded input height of at least 3 required
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, input_height_gt_3) {
  for (size_t input_height = 4; input_height <= 9; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, padding_top) {
  for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_top(padding_top)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, padding_bottom) {
  for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_bottom(padding_bottom)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, output_y_start) {
  for (size_t output_y_start = 1; output_y_start <= 3; output_y_start++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_start(output_y_start)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, output_y_end) {
  for (size_t output_y_end = 2; output_y_end < 5; output_y_end++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_end(output_y_end)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, qmin) {
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmin(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__WASMSIMD_2X2, qmax) {
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmax(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__wasmsimd_2x2, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}
#endif  // XNN_ARCH_WASMSIMD

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, input_width_eq_1) {
  ConvHWC2CHWMicrokernelTester()
    .kernel_size(3)
    .subsampling(2)
    .padding_width(1)
    .input_channels(3)
    .output_channels_tile(4)
    .output_channels(4)
    .input_width(4)
    .input_height(3)
    .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
}


TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, input_width_gt_1) {
  for (size_t input_width = 2; input_width < 33; input_width++) {
    ConvHWC2CHWMicrokernelTester()
      .kernel_size(3)
      .subsampling(2)
      .padding_width(1)
      .input_channels(3)
      .output_channels_tile(4)
      .output_channels(4)
      .input_width(input_width)
      .input_height(3)
      .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, output_channels_lt_4) {
  for (size_t output_channels = 1; output_channels < 4; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, output_channels_div_4) {
  for (size_t output_channels = 8; output_channels <= 16; output_channels += 4) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, output_channels_gt_4) {
  for (size_t output_channels = 5; output_channels < 8; output_channels++) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(3)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, input_height_lt_3) {
  for (size_t input_height = 1; input_height < 3; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding(1)
          .input_channels(3) // padded input height of at least 3 required
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, input_height_gt_3) {
  for (size_t input_height = 4; input_height <= 9; input_height++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(input_height)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, padding_top) {
  for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_top(padding_top)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, padding_bottom) {
  for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
    for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .padding_bottom(padding_bottom)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, output_y_start) {
  for (size_t output_y_start = 1; output_y_start <= 3; output_y_start++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_start(output_y_start)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, output_y_end) {
  for (size_t output_y_end = 2; output_y_end < 5; output_y_end++) {
    for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
      for (size_t input_width = 1; input_width < 32; input_width += 7) {
        ConvHWC2CHWMicrokernelTester()
          .kernel_size(3)
          .subsampling(2)
          .padding_width(1)
          .input_channels(3)
          .output_channels_tile(4)
          .output_channels(output_channels)
          .input_width(input_width)
          .input_height(9)
          .output_y_end(output_y_end)
          .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
      }
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, qmin) {
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmin(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}

TEST(F32_CONV_HWC2CHW_3X3S2P1C3X4__SCALAR_1X1, qmax) {
  for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
    for (size_t input_width = 1; input_width < 32; input_width += 7) {
      ConvHWC2CHWMicrokernelTester()
        .kernel_size(3)
        .subsampling(2)
        .padding_width(1)
        .input_channels(3)
        .output_channels_tile(4)
        .output_channels(output_channels)
        .input_width(input_width)
        .input_height(6)
        .qmax(128)
        .Test(xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__scalar_1x1, ConvHWC2CHWMicrokernelTester::Variant::Scalar);
    }
  }
}