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maxpool-minmax.cc
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// Copyright (c) Facebook, Inc. and its affiliates.
// All rights reserved.
//
// Copyright 2024 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 <algorithm>
#include <limits>
#include <string>
#include <gtest/gtest.h>
#include "xnnpack/common.h"
#include "xnnpack/isa-checks.h"
#include "xnnpack/maxpool.h"
#include "xnnpack/microparams-init.h"
#include "maxpool-microkernel-tester.h"
#include "next_prime.h"
namespace {
struct XnnTestParam {
const char *name;
MaxPoolMicrokernelTester::Kernel kernel;
uint64_t arch_flags;
size_t channel_tile, channel_scaled_tile, primary_tile, incremental_tile;
int16_t qmin, qmax;
};
class XnnTest : public testing::TestWithParam<XnnTestParam> {};
std::string GetTestName(const testing::TestParamInfo<XnnTest::ParamType>& info) {
return info.param.name;
}
#define XNN_UKERNEL_WITH_PARAMS(arch_flags, ukernel, channel_tile, channel_scaled_tile, primary_tile, incremental_tile, qmin, qmax, params_type, init_params) \
{ #ukernel, MaxPoolMicrokernelTester::Kernel{ukernel, init_params}, arch_flags, channel_tile, channel_scaled_tile, primary_tile, incremental_tile, qmin, qmax },
const XnnTestParam xnn_test_params[] = {
#include "src/f16-maxpool/f16-maxpool-minmax.h"
#include "src/f32-maxpool/f32-maxpool-minmax.h"
#include "src/s8-maxpool/s8-maxpool-minmax.h"
#include "src/u8-maxpool/u8-maxpool-minmax.h"
};
#undef XNN_UKERNEL_WITH_PARAMS
} // namespace
TEST_P(XnnTest, channels_eq_channel_tile_unipass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_unipass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile + 1) :
channel_tile + 1)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_unipass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_unipass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_unipass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_eq_channel_tile_unipass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile + 1) :
channel_tile + 1)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_div_channel_tile_unipass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_unipass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 8))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*8)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_unipass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_unipass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_unipass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_unipass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 8))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*8)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_lt_channel_tile_unipass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_unipass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile) :
channel_tile)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_unipass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_unipass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_unipass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_lt_channel_tile_unipass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile) :
channel_tile)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_unipass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_unipass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 2))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*2)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_unipass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_unipass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_unipass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_unipass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
for (size_t pooling_elements = 2; pooling_elements < GetParam().primary_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 2))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*2)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_eq_channel_tile_twopass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_twopass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile + 1) :
channel_tile + 1)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_twopass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_twopass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
TEST_P(XnnTest, channels_eq_channel_tile_twopass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_eq_channel_tile_twopass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channel_tile)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile + 1) :
channel_tile + 1)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_div_channel_tile_twopass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_twopass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 5))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*5)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_twopass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_twopass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_twopass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_div_channel_tile_twopass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile * 2; channels < GetParam().channel_tile * 8; channels += GetParam().channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 8))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile*2; channels < channel_tile*8; channels += channel_tile) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*8)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_lt_channel_tile_twopass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_twopass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile) :
channel_tile)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_twopass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_twopass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
}
TEST_P(XnnTest, channels_lt_channel_tile_twopass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_lt_channel_tile_twopass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_tile <= 1 || GetParam().channel_tile == GetParam().channel_scaled_tile) {
GTEST_SKIP();
}
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
for (size_t channels = 1; channels < channel_tile; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(GetParam().channel_scaled_tile == GetParam().channel_tile ?
xnnpack::NextPrime(GetParam().channel_tile) :
channel_tile)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_twopass_fulltile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_twopass_fulltile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 2))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(channel_tile*2)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_twopass_fulltile_with_qmin) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmin(GetParam().qmin)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_twopass_fulltile_with_qmax) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(GetParam().primary_tile + GetParam().incremental_tile)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.qmax(GetParam().qmax)
.Test(GetParam().kernel);
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_twopass_subtile) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;
for (size_t channels = channel_tile+1; channels < channel_tile*2; channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.Test(GetParam().kernel);
}
}
}
}
TEST_P(XnnTest, channels_gt_channel_tile_twopass_subtile_with_input_offset) {
TEST_REQUIRES_ARCH_FLAGS(GetParam().arch_flags);
for (size_t pooling_elements = GetParam().primary_tile + 1; pooling_elements < GetParam().primary_tile + GetParam().incremental_tile; pooling_elements++) {
if (GetParam().channel_scaled_tile == GetParam().channel_tile) {
for (size_t channels = GetParam().channel_tile + 1; channels < (GetParam().channel_tile == 1 ? 10 : GetParam().channel_tile * 2); channels++) {
MaxPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(GetParam().primary_tile, GetParam().incremental_tile)
.channels(channels)
.input_offset(xnnpack::NextPrime(GetParam().channel_tile * 2))
.Test(GetParam().kernel);
}
} else {
const size_t channel_tile = GetParam().channel_scaled_tile;