Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

test x86 arm convolution oom #5492

Merged
merged 12 commits into from
Jun 11, 2024
Merged

test x86 arm convolution oom #5492

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
12 commits
Select commit Hold shift + click to select a range
e748351
apply code-format changes
nihui Jun 7, 2024
c7803db
test convolution oom
nihui Jun 7, 2024
8eca9e2
skip mips loongarch riscv oom test atm
nihui Jun 7, 2024
c3e751c
Merge branch 'test-oom' of github.com:nihui/ncnn into test-oom
nihui Jun 7, 2024
54e7de3
apply code-format changes
nihui Jun 7, 2024
4b0148c
test oom
nihui Jun 10, 2024
6551c19
test softmax oom
nihui Jun 10, 2024
3e3b6fd
Merge branch 'master' into test-oom
nihui Jun 10, 2024
50808d7
Update convolution.cpp
nihui Jun 10, 2024
f38fabd
Merge branch 'Tencent:master' into test-oom
nihui Jun 10, 2024
732d5fa
Update test-coverage.yml
nihui Jun 10, 2024
81b7f4a
Merge branch 'Tencent:master' into test-oom
nihui Jun 10, 2024
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
54 changes: 27 additions & 27 deletions .ci/test-coverage.yml
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -79,7 +79,7 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_AVX2=ON -DNCNN_AVX512=OFF -DNCNN_XOP=OFF -DNCNN_OPENMP=OFF -DNCNN_VULKAN=ON -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
printf "[Processor]\nThreadCount=4\n" > build/tests/SwiftShader.ini
Expand Down Expand Up @@ -159,7 +159,7 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_AVX2=ON -DNCNN_AVX512=OFF -DNCNN_XOP=OFF -DNCNN_OPENMP=OFF -DNCNN_VULKAN=ON -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export LP_NUM_THREADS=4
Expand Down Expand Up @@ -230,9 +230,9 @@ jobs:
-DNCNN_AVX512BF16=${{matrix.AVX512BF16}} \
-DNCNN_AVX512FP16=${{matrix.AVX512FP16}} \
..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: cd build && ctest --output-on-failure -j $(nproc)
run: cd build && ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -309,12 +309,12 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/arm-linux-gnueabi.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_GNU_INLINE_ASM=${{matrix.GNU_INLINE_ASM}} -DNCNN_VFPV4=ON -DNCNN_ARM82=OFF -DNCNN_OPENMP=OFF -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-arm TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/arm-linux-gnueabi" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-arm TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/arm-linux-gnueabi" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand All @@ -327,12 +327,12 @@ jobs:
run: |
mkdir build-armhf-vfpv3-d16 && cd build-armhf-vfpv3-d16
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/arm-linux-gnueabihf-vfpv3-d16.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_GNU_INLINE_ASM=${{matrix.GNU_INLINE_ASM}} -DNCNN_VFPV4=OFF -DNCNN_ARM82=OFF -DNCNN_OPENMP=OFF -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test-armhf-vfpv3-d16
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build-armhf-vfpv3-d16
TESTS_EXECUTABLE_LOADER=qemu-arm TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/arm-linux-gnueabihf" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-arm TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/arm-linux-gnueabihf" ctest --output-on-failure -j 4
- name: lcov-collect-armhf-vfpv3-d16
run: |
cd build-armhf-vfpv3-d16
Expand Down Expand Up @@ -423,12 +423,12 @@ jobs:
-DNCNN_ARM84BF16=${{matrix.ARM84BF16}} \
-DNCNN_ARM84I8MM=${{matrix.ARM84I8MM}} \
..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-aarch64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/aarch64-linux-gnu" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-aarch64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/aarch64-linux-gnu" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -502,12 +502,12 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/mipsisa32r6el-linux-gnu.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_MSA=OFF -DNCNN_MMI=OFF -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-mipsel TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/mipsisa32r6el-linux-gnu" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-mipsel TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/mipsisa32r6el-linux-gnu" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -581,12 +581,12 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/mipsisa64r6el-linux-gnuabi64.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_MSA=ON -DNCNN_MMI=OFF -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-mips64el TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/mipsisa64r6el-linux-gnuabi64" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-mips64el TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/mipsisa64r6el-linux-gnuabi64" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -660,12 +660,12 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/powerpc-linux-gnu.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-ppc TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/powerpc-linux-gnu" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-ppc TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/powerpc-linux-gnu" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -739,12 +739,12 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/powerpc64le-linux-gnu.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-ppc64le TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/powerpc64le-linux-gnu" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-ppc64le TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/powerpc64le-linux-gnu" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -824,12 +824,12 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/riscv64-linux-gnu.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-riscv64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/riscv64-linux-gnu" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-riscv64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;/usr/riscv64-linux-gnu" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -951,12 +951,12 @@ jobs:
export RISCV_ROOT_PATH=${{ci.workspace}}/rv64gcv-install
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/riscv64-unknown-linux-gnu.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DCMAKE_C_FLAGS="-O1" -DCMAKE_CXX_FLAGS="-O1" -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_RVV=ON -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test-vlen128
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-riscv64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-cpu;rv64,v=true,Zfh=true,x-zvfh=true,vlen=128,elen=64,vext_spec=v1.0;-L;${{ci.workspace}}/rv64gcv-install/sysroot" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-riscv64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-cpu;rv64,v=true,Zfh=true,x-zvfh=true,vlen=128,elen=64,vext_spec=v1.0;-L;${{ci.workspace}}/rv64gcv-install/sysroot" ctest --output-on-failure -j 4
- name: lcov-collect-vlen128
run: |
cd build
Expand All @@ -971,7 +971,7 @@ jobs:
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-riscv64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-cpu;rv64,v=true,Zfh=true,x-zvfh=true,vlen=256,elen=64,vext_spec=v1.0;-L;${{ci.workspace}}/rv64gcv-install/sysroot" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-riscv64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-cpu;rv64,v=true,Zfh=true,x-zvfh=true,vlen=256,elen=64,vext_spec=v1.0;-L;${{ci.workspace}}/rv64gcv-install/sysroot" ctest --output-on-failure -j 4
- name: lcov-collect-vlen256
run: |
cd build
Expand Down Expand Up @@ -1051,12 +1051,12 @@ jobs:
export LOONGARCH64_ROOT_PATH=${{ci.workspace}}/cross-tools
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/loongarch64-unknown-linux-gnu.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_RUNTIME_CPU=OFF -DNCNN_LSX=ON -DNCNN_LASX=OFF -DNCNN_OPENMP=${{matrix.OPENMP}} -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DNCNN_BUILD_TESTS=ON ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: |
export PATH=${{ci.workspace}}/qemu-install/bin:$PATH
cd build
TESTS_EXECUTABLE_LOADER=qemu-loongarch64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;${{ci.workspace}}/cross-tools/target" ctest --output-on-failure -j $(nproc)
TESTS_EXECUTABLE_LOADER=qemu-loongarch64 TESTS_EXECUTABLE_LOADER_ARGUMENTS="-L;${{ci.workspace}}/cross-tools/target" ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down Expand Up @@ -1099,9 +1099,9 @@ jobs:
run: |
mkdir build && cd build
cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/host-c.gcc.toolchain.cmake -DCMAKE_BUILD_TYPE=debug -DNCNN_COVERAGE=ON -DNCNN_STDIO=ON -DNCNN_STRING=ON -DNCNN_SIMPLESTL=ON -DNCNN_SIMPLEMATH=ON -DNCNN_BUILD_TESTS=ON -DNCNN_BUILD_BENCHMARK=OFF -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF ..
cmake --build . -j $(nproc)
cmake --build . -j 4
- name: test
run: cd build && ctest --output-on-failure -j $(nproc)
run: cd build && ctest --output-on-failure -j 4
- name: lcov-collect
run: |
cd build
Expand Down
6 changes: 4 additions & 2 deletions src/layer/convolution.cpp
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -241,13 +241,13 @@ int Convolution::forward(const Mat& bottom_blob, Mat& top_blob, const Option& op
op->create_pipeline(opt);

// forward
op->forward(bottom_blob, top_blob, opt);
int ret = op->forward(bottom_blob, top_blob, opt);

op->destroy_pipeline(opt);

delete op;

return 0;
return ret;
}
}

Expand Down Expand Up @@ -401,6 +401,8 @@ int Convolution::forward_int8(const Mat& bottom_blob, Mat& top_blob, const Optio
opt_g.blob_allocator = opt.workspace_allocator;

quantize_to_int8(bottom_blob, bottom_blob_unbordered, bottom_blob_int8_scales, opt_g);
if (bottom_blob_unbordered.empty())
return -100;
}

Mat bottom_blob_bordered;
Expand Down
149 changes: 149 additions & 0 deletions tests/test_convolution_oom.cpp
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,149 @@
// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2024 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// Unless required by applicable law or agreed to in writing, software distributed
// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
// CONDITIONS OF ANY KIND, either express or implied. See the License for the
// specific language governing permissions and limitations under the License.

#include "testutil.h"

static int test_convolution_oom(int w, int h, int c, int outch, int kernel, int dilation, int stride, int pad, int bias)
{
ncnn::Mat a = RandomMat(w, h, c);

ncnn::ParamDict pd;
pd.set(0, outch);
pd.set(1, kernel);
pd.set(2, dilation);
pd.set(3, stride);
pd.set(4, pad);
pd.set(5, bias);
pd.set(6, outch * c * kernel * kernel);

int activation_type = RAND() % 7; // 0 1 2 3 4 5 6
ncnn::Mat activation_params(2);
activation_params[0] = (activation_type == 6) ? RandomFloat(0, 1) : RandomFloat(-1, 0); // alpha
activation_params[1] = RandomFloat(0, 1); // beta
pd.set(9, activation_type);
pd.set(10, activation_params);

std::vector<ncnn::Mat> weights(bias ? 2 : 1);
weights[0] = RandomMat(outch * c * kernel * kernel);
if (bias)
weights[1] = RandomMat(outch);

int ret = test_layer_oom("Convolution", pd, weights, a);
if (ret != 0)
{
fprintf(stderr, "test_convolution_oom failed w=%d h=%d c=%d outch=%d kernel=%d dilation=%d stride=%d pad=%d bias=%d act=%d actparams=[%f,%f]\n", w, h, c, outch, kernel, dilation, stride, pad, bias, activation_type, activation_params[0], activation_params[1]);
return ret;
}

return ret;
}

static int test_convolution_0()
{
return 0
|| test_convolution_oom(9, 7, 31, 63, 1, 1, 1, 0, 1)
|| test_convolution_oom(9, 7, 31, 63, 3, 1, 1, 1, 1);
}

#if NCNN_INT8
static int test_convolution_oom_int8(int w, int h, int c, int outch, int kernel, int dilation, int stride, int pad, int bias, bool requant = false)
{
ncnn::Mat a = RandomMat(w, h, c);

ncnn::ParamDict pd;
pd.set(0, outch);
pd.set(1, kernel);
pd.set(2, dilation);
pd.set(3, stride);
pd.set(4, pad);
pd.set(5, bias);
pd.set(6, outch * c * kernel * kernel);
pd.set(8, requant ? 101 : 1); // int8_scale_term

int activation_type = RAND() % 7; // 0 1 2 3 4 5 6
ncnn::Mat activation_params(2);
activation_params[0] = (activation_type == 6) ? RandomFloat(0, 1) : RandomFloat(-1, 0); // alpha
activation_params[1] = RandomFloat(0, 1); // beta
pd.set(9, activation_type);
pd.set(10, activation_params);

std::vector<ncnn::Mat> weights(bias ? 5 : 4);
weights[0] = RandomMat(outch * c * kernel * kernel);

ncnn::Mat weight_scales = scales_mat(weights[0], outch, c * kernel * kernel, c * kernel * kernel);
ncnn::Mat input_scales = scales_mat(a, 1, w * h * c, a.cstep);
ncnn::Mat top_scales = requant ? scales_mat(a, 1, w * h * c, a.cstep) : ncnn::Mat();

if (kernel == 3 && dilation == 1 && stride == 1)
{
// test for 6bit quant
for (int i = 0; i < weight_scales.w; i++)
weight_scales[i] = weight_scales[i] / 4.f;
}

if (bias)
{
weights[1] = RandomMat(outch);
weights[2] = weight_scales;
weights[3] = input_scales;
weights[4] = top_scales;
}
else
{
weights[1] = weight_scales;
weights[2] = input_scales;
weights[3] = top_scales;
}

int flag = TEST_LAYER_DISABLE_GPU_TESTING;
int ret = test_layer_oom("Convolution", pd, weights, a, flag);
if (ret != 0)
{
fprintf(stderr, "test_convolution_oom_int8 failed w=%d h=%d c=%d outch=%d kernel=%d dilation=%d stride=%d pad=%d bias=%d requant=%d act=%d actparams=[%f,%f]\n", w, h, c, outch, kernel, dilation, stride, pad, bias, requant, activation_type, activation_params[0], activation_params[1]);
return ret;
}

return ret;
}

static int test_convolution_1()
{
return 0
|| test_convolution_oom_int8(9, 7, 31, 63, 1, 1, 1, 0, 1)
|| test_convolution_oom_int8(9, 7, 31, 63, 3, 1, 1, 1, 1);
}

static int test_convolution_2()
{
return 0
|| test_convolution_oom_int8(9, 7, 31, 63, 1, 1, 1, 0, 1, true)
|| test_convolution_oom_int8(9, 7, 31, 63, 3, 1, 1, 1, 1, true);
}
#endif // NCNN_INT8

int main()
{
SRAND(7767517);

#if __mips__ || __loongarch64 || __riscv
// TODO
return 0;
#endif

#if NCNN_INT8
return test_convolution_0() || test_convolution_1() || test_convolution_2();
#else
return test_convolution_0();
#endif
}
Loading
Loading