blob: 218909795dd863f7d8d6cdbcf132253ecfdd374b [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 "argmax-pooling-operator-tester.h"
#include <xnnpack/params.h>
static uint32_t FindMaxSinglePassPoolingSize(const argmaxpool_parameters* ukernel) {
uint32_t mr = 0;
while (ukernel->qr == 0) {
mr = std::max<uint32_t>(mr, ukernel->mr);
ukernel++;
}
return mr;
}
static argmaxpool_parameters FindMultiPassMicroKernel(const argmaxpool_parameters* ukernel) {
while (ukernel->qr == 0) {
ukernel++;
}
return *ukernel;
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_1xM_pool) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_1xM_pool_with_padding) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 3; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
for (size_t padding_left = 0; padding_left <= 1; padding_left++) {
for (size_t padding_right = 0; padding_right <= 1; padding_right++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.padding_left(padding_left)
.padding_right(padding_right)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.TestF32();
}
}
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_Mx1_pool) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_Mx1_pool_with_padding) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.padding_top(padding_top)
.padding_bottom(padding_bottom)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.TestF32();
}
}
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_pool_with_input_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_pool_with_output_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_pool_with_qmin) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.qmin(192)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.qmin(192)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_small_pool_with_qmax) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.qmax(192)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.qmax(192)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_1xM_pool) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_1xM_pool_with_padding) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
for (size_t padding_left = 0; padding_left <= 1; padding_left++) {
for (size_t padding_right = 0; padding_right <= 1; padding_right++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.padding_left(padding_left)
.padding_right(padding_right)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.TestF32();
}
}
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_Mx1_pool) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_Mx1_pool_with_padding) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
for (size_t padding_top = 0; padding_top <= 1; padding_top++) {
for (size_t padding_bottom = 0; padding_bottom <= 1; padding_bottom++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.padding_top(padding_top)
.padding_bottom(padding_bottom)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.TestF32();
}
}
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_pool_with_input_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_pool_with_output_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_pool_with_qmin) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.qmin(192)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.qmin(192)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, unit_batch_large_pool_with_qmax) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.qmax(192)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(1)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.qmax(192)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, small_batch_small_pool) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, small_batch_small_pool_with_input_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, small_batch_small_pool_with_output_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = 2; pool_size <= FindMaxSinglePassPoolingSize(xnn_params.f32.argmaxpool); pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, small_batch_large_pool) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, small_batch_large_pool_with_input_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.input_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, small_batch_large_pool_with_output_stride) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
const auto multipass = FindMultiPassMicroKernel(xnn_params.f32.argmaxpool);
for (size_t channels = 1; channels <= 100; channels += 15) {
for (size_t pool_size = multipass.mr + 1; pool_size <= multipass.mr + multipass.qr; pool_size++) {
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(pool_size + 1)
.input_width(3)
.pooling_height(pool_size)
.pooling_width(1)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(2)
.input_width(pool_size + 2)
.pooling_height(1)
.pooling_width(pool_size)
.channels(channels)
.output_pixel_stride(5 * channels)
.TestF32();
}
}
}
TEST(ARGMAX_POOLING_NHWC_F32, setup_increasing_batch) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
ArgmaxPoolingOperatorTester()
.batch_size(3)
.next_batch_size(5)
.input_height(8)
.input_width(8)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
}
TEST(ARGMAX_POOLING_NHWC_F32, setup_decreasing_batch) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
ArgmaxPoolingOperatorTester()
.batch_size(5)
.next_batch_size(3)
.input_height(8)
.input_width(8)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
}
TEST(ARGMAX_POOLING_NHWC_F32, setup_changing_height) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(8)
.input_width(8)
.next_input_height(9)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(8)
.input_width(8)
.next_input_height(7)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
}
TEST(ARGMAX_POOLING_NHWC_F32, setup_changing_width) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(8)
.input_width(8)
.next_input_width(9)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(8)
.input_width(8)
.next_input_width(7)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
}
TEST(ARGMAX_POOLING_NHWC_F32, setup_swap_height_and_width) {
ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */));
ArgmaxPoolingOperatorTester()
.batch_size(3)
.input_height(9)
.input_width(8)
.next_input_height(8)
.next_input_width(9)
.pooling_height(5)
.pooling_width(3)
.channels(24)
.TestSetupF32();
}