291 lines
12 KiB
C++
291 lines
12 KiB
C++
// Copyright (c) Facebook, Inc. and its affiliates.
|
|
// All rights reserved.
|
|
//
|
|
// Copyright 2019 Google LLC
|
|
//
|
|
// This source code is licensed under the BSD-style license found in the
|
|
// LICENSE file in the root directory of this source tree.
|
|
//
|
|
// Auto-generated file. Do not edit!
|
|
// Specification: test/qu8-gemm-minmax-rndnu.yaml
|
|
// Generator: tools/generate-gemm-test.py
|
|
|
|
#include <cstddef>
|
|
#include <functional>
|
|
#include <string>
|
|
#include <vector>
|
|
|
|
#include <gtest/gtest.h>
|
|
#include "xnnpack/allocator.h"
|
|
#include "xnnpack/common.h"
|
|
#include "xnnpack/gemm.h"
|
|
#include "xnnpack/igemm.h"
|
|
#include "xnnpack/isa-checks.h"
|
|
#include "xnnpack/microparams-init.h"
|
|
#include "xnnpack/pack.h"
|
|
#include "xnnpack/packw.h"
|
|
#include "xnnpack/ppmm.h"
|
|
#include "xnnpack/requantization.h"
|
|
#include "gemm-microkernel-tester.h"
|
|
#include "next_prime.h"
|
|
|
|
namespace {
|
|
|
|
std::vector<GemmTestParams> CreateTests1(
|
|
size_t k_block, size_t adj_k_block, size_t mr, size_t nr, size_t kr,
|
|
size_t sr, bool is_igemm,
|
|
std::function<void(GemmMicrokernelTester& tester)> test_func,
|
|
std::function<void()> isa_check = nullptr) {
|
|
std::string kbs = std::to_string(k_block);
|
|
std::string kb2s = std::to_string(k_block * 2);
|
|
std::string akbs = std::to_string(adj_k_block);
|
|
std::string nrs = std::to_string(nr);
|
|
|
|
const GemmMicrokernelTester tester =
|
|
GemmMicrokernelTester().mr(mr).nr(nr).kr(kr).sr(sr);
|
|
|
|
std::vector<GemmTestParams> gemm_tests;
|
|
gemm_tests.reserve(42);
|
|
|
|
gemm_tests.push_back(GemmTestParams("k_eq_" + kbs,
|
|
tester.clone().m(mr).n(nr).k(k_block),
|
|
test_func, isa_check));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("strided_cn",
|
|
tester.clone().m(mr).n(nr).k(k_block).cn_stride(
|
|
xnnpack::NextPrime(nr + 1)),
|
|
test_func, isa_check));
|
|
if (!is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_eq_" + kbs + "_strided_a",
|
|
tester.clone().m(mr).n(nr).k(k_block).a_stride(
|
|
xnnpack::NextPrime(k_block + 1)),
|
|
test_func, isa_check));
|
|
}
|
|
gemm_tests.push_back(GemmTestParams("k_eq_" + kbs + "_subtile",
|
|
tester.clone().k(k_block).iterations(1),
|
|
test_func, isa_check)
|
|
.loop_n(1, nr)
|
|
.loop_m(1, mr));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_eq_" + kbs + "_subtile_m",
|
|
tester.clone().n(nr).k(k_block).iterations(1), test_func,
|
|
isa_check)
|
|
.loop_m(1, mr));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_eq_" + kbs + "_subtile_n",
|
|
tester.clone().m(mr).k(k_block).iterations(1), test_func,
|
|
isa_check)
|
|
.loop_n(1, nr));
|
|
if (k_block > 1) {
|
|
gemm_tests.push_back(GemmTestParams("k_lt_" + akbs,
|
|
tester.clone().m(mr).n(nr), test_func,
|
|
isa_check)
|
|
.loop_k(1, adj_k_block - 1));
|
|
if (!is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_lt_" + akbs + "_strided_a",
|
|
tester.clone().m(mr).n(nr).a_stride(
|
|
xnnpack::NextPrime(adj_k_block + 1)),
|
|
test_func, isa_check)
|
|
.loop_k(1, adj_k_block - 1));
|
|
}
|
|
gemm_tests.push_back(GemmTestParams("k_lt_" + akbs + "_subtile",
|
|
tester.clone().iterations(1), test_func,
|
|
isa_check)
|
|
.loop_k(1, adj_k_block - 1)
|
|
.loop_n(1, nr)
|
|
.loop_m(1, mr));
|
|
}
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_gt_" + akbs, tester.clone().m(mr).n(nr), test_func,
|
|
isa_check)
|
|
.loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block));
|
|
if (is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_gt_" + akbs + "_strided_a",
|
|
tester.clone().m(mr).n(nr).a_stride(
|
|
xnnpack::NextPrime(adj_k_block * 2 + 1)),
|
|
test_func, isa_check)
|
|
.loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block));
|
|
}
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_gt_" + akbs + "_subtile", tester.clone().iterations(1),
|
|
test_func, isa_check)
|
|
.loop_k(adj_k_block + 1, adj_k_block * 2 - 1, k_block)
|
|
.loop_n(1, nr)
|
|
.loop_m(1, mr));
|
|
if (k_block > 1) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_div_" + kbs, tester.clone().m(mr).n(nr), test_func,
|
|
isa_check)
|
|
.loop_k(adj_k_block + k_block, k_block * 5, k_block));
|
|
if (is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_div_" + kbs + "_strided_a",
|
|
tester.clone().m(mr).n(nr).a_stride(
|
|
xnnpack::NextPrime(k_block * 3 + 1)),
|
|
test_func, isa_check)
|
|
.loop_k(adj_k_block + k_block, k_block * 3, k_block));
|
|
}
|
|
gemm_tests.push_back(
|
|
GemmTestParams("k_div_" + kbs + "_subtile",
|
|
tester.clone().iterations(1), test_func, isa_check)
|
|
.loop_k(adj_k_block + k_block, k_block * 5, k_block)
|
|
.loop_n(1, nr)
|
|
.loop_m(1, mr));
|
|
}
|
|
gemm_tests.push_back(
|
|
GemmTestParams("n_gt_" + nrs, tester.clone().m(mr), test_func, isa_check)
|
|
.loop_n(nr + 1, nr * 2 - 1)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("n_gt_" + nrs + "_strided_cn",
|
|
tester.clone().m(mr).cn_stride(xnnpack::NextPrime(nr + 1)),
|
|
test_func, isa_check)
|
|
.loop_n(nr + 1, nr * 2 - 1)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
if (!is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams(
|
|
"n_gt_" + nrs + "_strided_a",
|
|
tester.clone().m(mr).a_stride(xnnpack::NextPrime(k_block * 3 + 1)),
|
|
test_func, isa_check)
|
|
.loop_n(nr + 1, nr * 2 - 1)
|
|
.loop_k(1, k_block * 3, k_block));
|
|
}
|
|
gemm_tests.push_back(GemmTestParams("n_gt_" + nrs + "_subtile",
|
|
tester.clone().iterations(1), test_func,
|
|
isa_check)
|
|
.loop_n(nr + 1, nr * 2 - 1)
|
|
.loop_k(1, k_block * 3, k_block + 1)
|
|
.loop_m(1, mr));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("n_div_" + nrs, tester.clone().m(mr), test_func, isa_check)
|
|
.loop_n(nr * 2, nr * 3, nr)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("n_div_" + nrs + "_strided_cn",
|
|
tester.clone().m(mr).cn_stride(xnnpack::NextPrime(nr + 1)),
|
|
test_func, isa_check)
|
|
.loop_n(nr * 2, nr * 3, nr)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
if (!is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams(
|
|
"n_div_" + nrs + "_strided_a",
|
|
tester.clone().m(mr).a_stride(xnnpack::NextPrime(k_block * 3 + 1)),
|
|
test_func, isa_check)
|
|
.loop_n(nr * 2, nr * 3, nr)
|
|
.loop_k(1, k_block * 3, k_block));
|
|
}
|
|
gemm_tests.push_back(GemmTestParams("n_div_" + nrs + "_subtile",
|
|
tester.clone().iterations(1), test_func,
|
|
isa_check)
|
|
.loop_n(nr * 2, nr * 3, nr)
|
|
.loop_k(1, k_block * 3, k_block + 1)
|
|
.loop_m(1, mr));
|
|
if (is_igemm) {
|
|
gemm_tests.push_back(GemmTestParams("small_kernel",
|
|
tester.clone().m(mr).n(nr).ks(3),
|
|
test_func, isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(GemmTestParams("small_kernel_subtile",
|
|
tester.clone().ks(3).iterations(1),
|
|
test_func, isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1)
|
|
.loop_n(1, nr)
|
|
.loop_m(1, mr));
|
|
gemm_tests.push_back(GemmTestParams("n_gt_" + nrs + "_small_kernel",
|
|
tester.clone().m(mr).ks(3), test_func,
|
|
isa_check)
|
|
.loop_n(nr + 1, nr * 2 - 1)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(GemmTestParams("n_div_" + nrs + "_small_kernel",
|
|
tester.clone().m(mr).ks(3), test_func,
|
|
isa_check)
|
|
.loop_n(nr * 2, nr * 3, nr)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
}
|
|
gemm_tests.push_back(GemmTestParams("strided_cm_subtile",
|
|
tester.clone()
|
|
.mr(mr)
|
|
.nr(nr)
|
|
.kr(kr)
|
|
.sr(sr)
|
|
.cm_stride(xnnpack::NextPrime(nr + 1))
|
|
.iterations(1),
|
|
test_func, isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1)
|
|
.loop_n(1, nr)
|
|
.loop_m(1, mr));
|
|
if (is_igemm) {
|
|
gemm_tests.push_back(
|
|
GemmTestParams("a_offset",
|
|
tester.clone().m(mr).n(nr).ks(3).a_offset(
|
|
xnnpack::NextPrime(mr * k_block * 3 + 1)),
|
|
test_func, isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("zero",
|
|
tester.clone().m(mr).n(nr).ks(3).a_offset(
|
|
xnnpack::NextPrime(mr * k_block * 3 + 1)),
|
|
test_func, isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1)
|
|
.loop_zi(0, mr - 1));
|
|
}
|
|
gemm_tests.push_back(
|
|
GemmTestParams("qmin", tester.clone().m(mr).n(nr).k(k_block).qmin(128),
|
|
test_func, isa_check));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("qmax", tester.clone().m(mr).n(nr).k(k_block).qmax(128),
|
|
test_func, isa_check));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("strided_cm",
|
|
tester.clone().m(mr).n(nr).k(k_block).cm_stride(
|
|
xnnpack::NextPrime(nr + 1)),
|
|
test_func, isa_check));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("no_a_zero_point",
|
|
tester.clone().m(mr).n(nr).a_zero_point(0), test_func,
|
|
isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("no_b_zero_point",
|
|
tester.clone().m(mr).n(nr).b_zero_point(0), test_func,
|
|
isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
gemm_tests.push_back(GemmTestParams("b_zero_point",
|
|
tester.clone().m(mr).n(nr).k(k_block),
|
|
test_func, isa_check)
|
|
.loop_bzp(0, 255));
|
|
gemm_tests.push_back(
|
|
GemmTestParams("no_zero_point",
|
|
tester.clone().m(mr).n(nr).a_zero_point(0).b_zero_point(0),
|
|
test_func, isa_check)
|
|
.loop_k(1, k_block * 3, k_block + 1));
|
|
|
|
return gemm_tests;
|
|
}
|
|
|
|
} // namespace
|
|
|
|
#if XNN_ARCH_ARM64
|
|
INSTANTIATE_TEST_SUITE_P(
|
|
QU8_GEMM_MINMAX_RNDNU_1X16__NEON_MLAL_LANE, GemmTest,
|
|
testing::ValuesIn(CreateTests1(
|
|
/*k_block=*/8,
|
|
/*adj_k_block=*/8,
|
|
/*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1,
|
|
/*is_igemm=*/false,
|
|
[](GemmMicrokernelTester& tester) {
|
|
tester.Test(xnn_qu8_gemm_minmax_rndnu16_ukernel_1x16__neon_mlal_lane,
|
|
xnn_init_qu8_conv_minmax_rndnu16_scalar_params,
|
|
xnn_pack_qu8_gemm_goi_w, xnn_qu8_requantize_rndnu16);
|
|
},
|
|
[]() { TEST_REQUIRES_ARM_NEON; })),
|
|
[](const testing::TestParamInfo<GemmTest::ParamType>& info) {
|
|
return info.param.test_name;
|
|
});
|
|
#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
|