blob: b3f6db39a159f652411953d351081cca9b077e2e [file] [log] [blame]
// 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-hwc-microkernel-tester.h"
#if XNN_ARCH_ARM64
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, input_width_eq_4) {
TEST_REQUIRES_ARM_NEON_FMA;
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(8)
.input_width(4)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, input_width_div_4) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 8; input_width <= 32; input_width += 12) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(8)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, input_width_lt_4) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 1; input_width < 4; input_width++) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(8)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, input_width_gt_4) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 5; input_width < 8; input_width++) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(8)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, output_channels_lt_8) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 1; output_channels < 8; output_channels++) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, output_channels_div_8) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 16; output_channels <= 32; output_channels += 8) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, output_channels_gt_8) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 9; output_channels < 16; output_channels++) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__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 < 16; output_channels += 7) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding(1) // padded input height of at least 3 required
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(input_height)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__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 < 16; output_channels += 7) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(input_height)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__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) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.padding_top(padding_top)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(9)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__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) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.padding_bottom(padding_bottom)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(9)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__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 < 16; output_channels += 7) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(9)
.output_y_start(output_y_start)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__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 < 16; output_channels += 7) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(9)
.output_y_end(output_y_end)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, qmin) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(6)
.qmin(128)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
TEST(F32_CONV_3X3S2P1C3X8__NEONFMA_2X2, qmax) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 1; output_channels < 16; output_channels += 7) {
for (size_t input_width = 1; input_width < 32; input_width += 7) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(8)
.output_channels(output_channels)
.input_width(input_width)
.input_height(6)
.qmax(128)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x8__neonfma_2x2);
}
}
}
#endif // XNN_ARCH_ARM64
#if XNN_ARCH_ARM64
TEST(F32_CONV_3X3S2P1C3X4__NEONFMA_2X2, input_width_eq_4) {
TEST_REQUIRES_ARM_NEON_FMA;
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
TEST(F32_CONV_3X3S2P1C3X4__NEONFMA_2X2, input_width_div_4) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 8; input_width <= 32; input_width += 12) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
TEST(F32_CONV_3X3S2P1C3X4__NEONFMA_2X2, input_width_lt_4) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 1; input_width < 4; input_width++) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
TEST(F32_CONV_3X3S2P1C3X4__NEONFMA_2X2, input_width_gt_4) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 5; input_width < 8; input_width++) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
TEST(F32_CONV_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) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__neonfma_2x2);
}
}
}
#endif // XNN_ARCH_ARM64
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, input_width_eq_2) {
TEST_REQUIRES_ARM_NEON_FMA;
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_width(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(4)
.input_width(2)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, input_width_div_2) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 4; input_width <= 16; input_width += 6) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, input_width_lt_2) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 1; input_width < 2; input_width++) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, input_width_gt_2) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 3; input_width < 4; input_width++) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P1C3X4__SCALAR_1X1, 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 < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.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_hwc_ukernel_3x3s2p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, input_width_eq_2) {
TEST_REQUIRES_ARM_NEON_FMA;
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(4)
.input_width(2)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, input_width_div_2) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 4; input_width <= 16; input_width += 6) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(4)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, input_width_gt_2) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t input_width = 3; input_width < 4; input_width++) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(4)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(output_channels)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(output_channels)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(output_channels)
.input_width(input_width)
.input_height(3)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.padding_height(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(1)
.input_channels(3)
.output_channels_tile(4)
.output_channels(output_channels)
.input_width(input_width)
.input_height(input_height)
.Test(xnn_f32_conv_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, 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 = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, qmin) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
for (size_t input_width = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}
TEST(F32_CONV_3X3S2P0P1C3X4__SCALAR_1X1, qmax) {
TEST_REQUIRES_ARM_NEON_FMA;
for (size_t output_channels = 1; output_channels < 8; output_channels += 3) {
for (size_t input_width = 2; input_width < 16; input_width += 3) {
ConvHWCMicrokernelTester()
.kernel_size(3)
.subsampling(2)
.padding_right(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_hwc_ukernel_3x3s2p0p1c3x4__scalar_1x1);
}
}
}