8000 RAM usage regeression between v1.0.1 and v2.8.1 · Issue #2757 · alibaba/MNN · GitHub
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RAM usage regeression between v1.0.1 and v2.8.1 #2757
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RAM usage regeression between v1.0.1 and v2.8.1#2757
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@h6197627

Description

@h6197627
h6197627
opened on Feb 9, 2024

I am in the process of upgrading from MNN v1.0.1 to v2.8.1 in my project. While doing initial research I noticed that one model (ResNet100) requires x2 RAM in v2.8.1 comparing to v1.0.1: mnn model file 202.5Mb, v1.0.1 RAM during inference 424Mb, v2.8.1 RAM during inference 987Mb. Concidering that I use MNN for mobile this difference is costly for me. I reproduced this behavior on desktop as well and made smallest reproduce code/model.

#include <iostream>
#include <memory>
#include <MNN/Interpreter.hpp>


int main(int argc, char** argv)
{
	auto net = std::shared_ptr<MNN::Interpreter>(MNN::Interpreter::createFromFile("model.mnn"));
	MNN::ScheduleConfig config;
	config.type = MNN_FORWARD_CPU;
	config.numThread = 4;
	config.backupType = MNN_FORWARD_CPU;

	MNN::BackendConfig backend_config;
	backend_config.precision = MNN::BackendConfig::Precision_Low;
	backend_config.power = MNN::BackendConfig::Power_Low;
	backend_config.memory = MNN::BackendConfig::Memory_Low;
	config.backendConfig = &backend_config;

	auto session = net->createSession(config);
	if (session == nullptr)
	{
		std::cout << "Session creation failure" << std::endl;
		return EXIT_FAILURE;
	}
	return EXIT_SUCCESS;
}

the difference in RAM occurs after
auto session = net->createSession(config);
line, where some model resizing are performed.

I managed to simplify model to only 2 first convolution operations model.mnn.zip from initial model having this 2x RAM usage increase
memory

Also I tested some other model architectures and found that RAM usage for them looks almost equal.
I also tried to use MNN_LOW_MEMORY=ON cmake flag - that way memory usage is reduced but substantial speed drop occurs. And, as far as I understand, v1.0.1 does not use this trick to have smaller RAM footprint for this particular network - it comes from something else.

Platform(Include target platform as well if cross-compiling):

Ubuntu 22.04 x86_64 / Android arm64-v8a

Github Version:

2.8.1 release
1.0.1 release

Source

v2.8.1

> wget https://github.com/alibaba/MNN/archive/refs/tags/2.8.1.tar.gz

v1.0.1

> wget https://github.com/alibaba/MNN/archive/refs/tags/1.0.1.tar.gz

Compiling Method

v2.8.1

> cmake -DCMAKE_BUILD_TYPE=Release -DMNN_WITH_PLUGIN=ON -DMNN_USE_LOGCAT=OFF -DMNN_SUPPORT_DEPRECATED_OP=OFF -DMNN_BUILD_TOOLS=OFF ..

CMake Deprecation Warning at CMakeLists.txt:1 (cmake_minimum_required):
  Compatibility with CMake < 3.5 will be removed from a future version of
  CMake.

  Update the VERSION argument <min> value or use a ...<max> suffix to tell
  CMake that the project does not need compatibility with older versions.


-- The C compiler identification is GNU 11.4.0
-- The CXX compiler identification is GNU 11.4.0
-- The ASM compiler identification is GNU
-- Found assembler: /usr/bin/cc
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Check for working C compiler: /usr/bin/cc - skipped
-- Detecting C compile features
-- Detecting C compile features - done
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Check for working CXX compiler: /usr/bin/c++ - skipped
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- Use Threadpool, forbid openmp
-- >>>>>>>>>>>>>
-- MNN BUILD INFO:
--      System: Linux
--      Processor: x86_64
--      Version: 2.8.1
--      Metal: OFF
--      OpenCL: OFF
--      OpenGL: OFF
--      Vulkan: OFF
--      ARM82: OFF
--      oneDNN: OFF
--      TensorRT: OFF
--      CoreML: OFF
--      NNAPI: OFF
--      CUDA: OFF
--      OpenMP: OFF
--      BF16: 
--      ThreadPool: ON
--      Hidden: TRUE
--      Build Path: /home/user/MNN-2.8.1/build
--      CUDA PROFILE: OFF
-- WIN_USE_ASM: 
-- x86_64: Open SSE
-- MNN_AVX512:OFF
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD
-- Performing Test CMAKE_HAVE_LIBC_PTHREAD - Success
-- Found Threads: TRUE  
-- Configuring done (0.2s)
-- Generating done (0.0s)
-- Build files have been written to: /home/user/MNN-2.8.1/build

v1.0.1

> cmake -DCMAKE_BUILD_TYPE=Release -DMNN_WITH_PLUGIN=ON -DMNN_USE_LOGCAT=OFF -DMNN_SUPPORT_TFLITE_QUAN=OFF -DMNN_OPENCL_LWS_TUNE=OFF -DMNN_BUILD_TOOLS=OFF ..

CMake Deprecation Warning at CMakeLists.txt:1 (cmake_minimum_required):
  Compatibility with CMake < 3.5 will be removed from a future version of
  CMake.

  Update the VERSION argument <min> value or use a ...<max> suffix to tell
  CMake that the project does not need compatibility with older versions.


-- The C compiler identification is GNU 11.4.0
-- The CXX compiler identification is GNU 11.4.0
-- The ASM compiler identification is GNU
-- Found assembler: /usr/bin/cc
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Check for working C compiler: /usr/bin/cc - skipped
-- Detecting C compile features
-- Detecting C compile features - done
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Check for working CXX compiler: /usr/bin/c++ - skipped
-- Detecting CXX compile features
-- Detecting CXX compile features - done
CMake Warning (dev) at CMakeLists.txt:47 (include):
  Policy CMP0148 is not set: The FindPythonInterp and FindPythonLibs modules
  are removed.  Run "cmake --help-policy CMP0148" for policy details.  Use
  the cmake_policy command to set the policy and suppress this warning.

This warning is for project developers.  Use -Wno-dev to suppress it.

-- Found PythonInterp: /usr/bin/python3.10 (found version "3.10.12") 
-- >>>>>>>>>>>>>
-- MNN BUILD INFO:
--      System: Linux
--      Processor: x86_64
--      Metal: OFF
--      OpenCL: OFF
--      OpenGL: OFF
--      Vulkan: OFF
--      ARM82: OFF
--      OpenMP: OFF
--      Hidden: TRUE
--      Build Path: /home/user/MNN-1.0.1/build
-- x86_64: Open SSE
-- Configuring done (0.2s)
-- Generating done (0.0s)
-- Build files have been written to: /home/user/MNN-1.0.1/build

Build Log:

v2.8.1

> make

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In file included from /home/user/MNN-2.8.1/source/backend/cpu/CPUImageProcess.cpp:9:
In constructor ‘MNN::CPUImageProcess::CPUImageProcess(MNN::Backend*, const MNN::ImageProcessParam*)’,
    inlined from ‘virtual MNN::Execution* MNN::CPUImageProcessCreator::onCreate(const std::vector<MNN::Tensor*>&, const std::vector<MNN::Tensor*>&, const MNN::Op*, MNN::Backend*) const’ at /home/user/MNN-2.8.1/source/backend/cpu/CPUImageProcess.cpp:445:52:
/home/user/MNN-2.8.1/source/backend/cpu/CPUImageProcess.hpp:60:21: warning: ‘void* __builtin_memmove(void*, const void*, long unsigned int)’ reading 16 bytes from a region of size 0 [-Wstringop-overread]
   60 |             mean[i] = process->mean()->Get(i);
      |             ~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~
/home/user/MNN-2.8.1/source/backend/cpu/CPUImageProcess.hpp:61:23: warning: ‘void* __builtin_memmove(void*, const void*, long unsigned int)’ reading 16 bytes from a region of size 0 [-Wstringop-overread]
   61 |             normal[i] = process->normal()->Get(i);
      |             ~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~
/home/user/MNN-2.8.1/source/backend/cpu/CPUImageProcess.hpp:61:23: warning: ‘void* __builtin_memmove(void*, const void*, long unsigned int)’ reading 16 bytes from a region of size 0 [-Wstringop-overread]
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[ 77%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/ConvolutionGroup.cpp.o
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[ 83%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/StrassenMatmulComputor.cpp.o
[ 84%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/compute/WinogradOptFunction.cpp.o
[ 84%] Built target MNNCPU
[ 84%] Building CXX object CMakeFiles/MNNX8664.dir/source/backend/cpu/x86_x64/AVX2Backend.cpp.o
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[ 86%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/GemmCommonBF16.cpp.o
[ 87%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/GemmInt8.cpp.o
[ 87%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/GemmSparse.cpp.o
[ 87%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/MathFunctions.cpp.o
[ 88%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/PackedFunction.cpp.o
[ 88%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/ReorderFunctions.cpp.o
[ 88%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/WinogradFunctions.cpp.o
[ 89%] Building ASM object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/_AVX_MNNPackedSparseMatMulEpx1EFMA_ASM.S.o
[ 89%] Building ASM object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/_AVX_MNNPackedSparseMatMulEpx4EFMA_ASM.S.o
[ 89%] Built target MNNAVX
[ 89%] Building CXX object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/GemmAVX2FMA.cpp.o
[ 90%] Building CXX object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/GemmAVX2FMABF16.cpp.o
[ 90%] Building CXX object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/GemmSparseFMA.cpp.o
[ 90%] Building CXX object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/MathFunctions.cpp.o
[ 91%] Building CXX object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/PackedFunction.cpp.o
[ 91%] Building ASM object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/_AVX_MNNGemmFloatUnitMainFMA.S.o
[ 91%] Building ASM object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/_AVX_MNNGemmFloatUnitMainFMA6x16.S.o
[ 92%] Building ASM object CMakeFiles/MNNAVXFMA.dir/source/backend/cpu/x86_x64/avxfma/_AVX_MNNGemmFloatUnitMainFMA_Fused.S.o
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[ 92%] Building CXX object CMakeFiles/MNNSSE.dir/source/backend/cpu/x86_x64/sse/GemmCommon.cpp.o
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[ 94%] Building CXX object CMakeFiles/MNNSSE.dir/source/backend/cpu/x86_x64/sse/ReorderFunctions.cpp.o
[ 94%] Built target MNNSSE
[ 94%] Building CXX object CMakeFiles/MNN_Plugin.dir/source/plugin/PluginKernel.cpp.o
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[ 95%] Linking CXX shared library libMNN.so
[ 95%] Built target MNN
[ 95%] Building CXX object express/CMakeFiles/MNN_Express.dir/Executor.cpp.o
[ 96%] Building CXX object express/CMakeFiles/MNN_Express.dir/ExecutorScope.cpp.o
[ 96%] Building CXX object express/CMakeFiles/MNN_Express.dir/Expr.cpp.o
/home/user/MNN-2.8.1/express/Expr.cpp: In static member function ‘static void MNN::Express::Variable::save(const std::vector<MNN::Express::VARP>&, MNN::NetT*)’:
/home/user/MNN-2.8.1/express/Expr.cpp:29:24: warning: ‘__builtin___snprintf_chk’ output may be truncated before the last format character [-Wformat-truncation=]
   29 |     snprintf(s, 10, "%d", index);
      |                        ^
In file included from /usr/include/stdio.h:894,
                 from /usr/include/c++/11/cstdio:42,
                 from /usr/include/c++/11/ext/string_conversions.h:43,
                 from /usr/include/c++/11/bits/basic_string.h:6608,
                 from /usr/include/c++/11/string:55,
                 from /home/user/MNN-2.8.1/include/MNN/expr/Expr.hpp:13,
                 from /home/user/MNN-2.8.1/express/Expr.cpp:10:
/usr/include/x86_64-linux-gnu/bits/stdio2.h:71:35: note: ‘__builtin___snprintf_chk’ output between 2 and 11 bytes into a destination of size 10
   71 |   return __builtin___snprintf_chk (__s, __n, __USE_FORTIFY_LEVEL - 1,
      |          ~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   72 |                                    __glibc_objsize (__s), __fmt,
      |                                    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   73 |                                    __va_arg_pack ());
      |                                    ~~~~~~~~~~~~~~~~~
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[100%] Built target MNN_Express

v1.0.1

> sed -i -e "s/\/\/  MNN/#include <limits>/g" source/backend/cpu/x86_x64/sse/CommonOptFunction.cpp
> ./schema/generate.sh

*** building flatc ***
CMake Deprecation Warning at CMakeLists.txt:1 (cmake_minimum_required):
  Compatibility with CMake < 3.5 will be removed from a future version of
  CMake.

  Update the VERSION argument <min> value or use a ...<max> suffix to tell
  CMake that the project does not need compatibility with older versions.


-- The C compiler identification is GNU 11.4.0
-- The CXX compiler identification is GNU 11.4.0
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Check for working C compiler: /usr/bin/cc - skipped
-- Detecting C compile features
-- Detecting C compile features - done
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Check for working CXX compiler: /usr/bin/c++ - skipped
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- Looking for strtof_l
-- Looking for strtof_l - found
fatal: not a git repository (or any of the parent directories): .git
-- Configuring done (0.2s)
-- Generating done (0.0s)
-- Build files have been written to: /home/user/MNN-1.0.1/3rd_party/flatbuffers/tmp
[  4%] Building CXX object CMakeFiles/flatc.dir/src/code_generators.cpp.o
[  8%] Building CXX object CMakeFiles/flatc.dir/src/idl_parser.cpp.o
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[ 20%] Building CXX object CMakeFiles/flatc.dir/src/util.cpp.o
[ 25%] Building CXX object CMakeFiles/flatc.dir/src/idl_gen_cpp.cpp.o
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[ 33%] Building CXX object CMakeFiles/flatc.dir/src/idl_gen_general.cpp.o
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[ 54%] Building CXX object CMakeFiles/flatc.dir/src/idl_gen_lobster.cpp.o
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[ 79%] Building CXX object CMakeFiles/flatc.dir/src/flatc.cpp.o
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[ 87%] Building CXX object CMakeFiles/flatc.dir/grpc/src/compiler/cpp_generator.cc.o
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[100%] Linking CXX executable flatc
[100%] Built target flatc
*** cleaning up ***
*** generating fbs under default ***
*** done ***

> make

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[  2%] Building CXX object CMakeFiles/MNNCore.dir/source/core/ConvolutionCommon.cpp.o
[  3%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Execution.cpp.o
[  3%] Building CXX object CMakeFiles/MNNCore.dir/source/core/FileLoader.cpp.o
[  3%] Building CXX object CMakeFiles/MNNCore.dir/source/core/Interpreter.cpp.o
[  4%] Building CXX object CMakeFiles/MNNCore.dir/source/core/MNNMemoryUtils.cpp.o
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[  9%] Building CXX object CMakeFiles/MNNCV.dir/source/cv/ImageSampler.cpp.o
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[  9%] Building CXX object CMakeFiles/MNNMath.dir/source/math/Matrix.cpp.o
[ 10%] Building CXX object CMakeFiles/MNNMath.dir/source/math/WingoradGenerater.cpp.o
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[ 17%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeDepthToSpace.cpp.o
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[ 23%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeMatMul.cpp.o
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[ 23%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeNonMaxSuppressionV2.cpp.o
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[ 30%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeReduceJoin.cpp.o
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[ 32%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeReshape.cpp.o
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[ 32%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeScatterNd.cpp.o
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[ 34%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeSize.cpp.o
[ 34%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeSlice.cpp.o
[ 34%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeSliceTf.cpp.o
[ 35%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeSpaceToBatchND.cpp.o
[ 35%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeSpaceToDepth.cpp.o
[ 36%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeSqueeze.cpp.o
[ 36%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeStridedSlice.cpp.o
[ 36%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeTFQuantizedConv2D.cpp.o
[ 37%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeTensorConvert.cpp.o
[ 37%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeTile.cpp.o
[ 38%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeTopKV2.cpp.o
[ 38%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeTranspose.cpp.o
[ 38%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeUnpack.cpp.o
[ 39%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeUnravelIndex.cpp.o
[ 39%] Building CXX object CMakeFiles/MNNShape.dir/source/shape/ShapeWhere.cpp.o
[ 39%] Built target MNNShape
[ 39%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/BlstmComputer.cpp.o
[ 40%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/CommonOptFunction.cpp.o
[ 40%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvOpt.cpp.o
[ 41%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/Convolution1x1Strassen.cpp.o
[ 41%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/Convolution3D3x3.cpp.o
[ 42%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionDepthwise3x3.cpp.o
[ 42%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionFloatFactory.cpp.o
[ 42%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionGroup.cpp.o
[ 43%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionInt8Executor.cpp.o
[ 43%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionIntFactory.cpp.o
[ 44%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionTiledExecutor.cpp.o
[ 44%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionWinograd.cpp.o
[ 44%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ConvolutionWinograd3D.cpp.o
[ 45%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/DeconvolutionWithStride.cpp.o
[ 45%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/Int8FunctionsOpt.cpp.o
[ 46%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/OptimizedComputer.cpp.o
[ 46%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/ResizeFunction.cpp.o
[ 46%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/StrassenMatmulComputor.cpp.o
[ 47%] Building CXX object CMakeFiles/MNNCompute.dir/source/backend/cpu/compute/WinogradOptFunction.cpp.o
[ 47%] Built target MNNCompute
[ 48%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUArgMax.cpp.o
[ 48%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUAsString.cpp.o
/home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.cpp: In member function ‘virtual MNN::ErrorCode MNN::AsStringExecutor::onExecute(const std::vector<MNN::Tensor*>&, const std::vector<MNN::Tensor*>&)’:
/home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.cpp:20:39: warning: ‘__builtin___snprintf_chk’ output may be truncated before the last format character [-Wformat-truncation=]
   20 |     snprintf(result, INT_CAPACITY, "%d", number);
      |                                       ^
In file included from /usr/include/stdio.h:894,
                 from /home/user/MNN-1.0.1/source/backend/cpu/CPUBackend.hpp:12,
                 from /home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.hpp:12,
                 from /home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.cpp:9:
/usr/include/x86_64-linux-gnu/bits/stdio2.h:71:35: note: ‘__builtin___snprintf_chk’ output between 2 and 11 bytes into a destination of size 10
   71 |   return __builtin___snprintf_chk (__s, __n, __USE_FORTIFY_LEVEL - 1,
      |          ~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   72 |                                    __glibc_objsize (__s), __fmt,
      |                                    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   73 |                                    __va_arg_pack ());
      |                                    ~~~~~~~~~~~~~~~~~
/home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.cpp:20:39: warning: ‘__builtin___snprintf_chk’ output may be truncated before the last format character [-Wformat-truncation=]
   20 |     snprintf(result, INT_CAPACITY, "%d", number);
      |                                       ^
In file included from /usr/include/stdio.h:894,
                 from /home/user/MNN-1.0.1/source/backend/cpu/CPUBackend.hpp:12,
                 from /home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.hpp:12,
                 from /home/user/MNN-1.0.1/source/backend/cpu/CPUAsString.cpp:9:
/usr/include/x86_64-linux-gnu/bits/stdio2.h:71:35: note: ‘__builtin___snprintf_chk’ output between 2 and 11 bytes into a destination of size 10
   71 |   return __builtin___snprintf_chk (__s, __n, __USE_FORTIFY_LEVEL - 1,
      |          ~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   72 |                                    __glibc_objsize (__s), __fmt,
      |                                    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   73 |                                    __va_arg_pack ());
      |                                    ~~~~~~~~~~~~~~~~~
[ 49%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUBackend.cpp.o
[ 49%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUBatchMatMul.cpp.o
[ 49%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUBatchToSpaceND.cpp.o
[ 50%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUBinary.cpp.o
[ 50%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUBroadcastTo.cpp.o
[ 51%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUCast.cpp.o
[ 51%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConcat.cpp.o
[ 51%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConst.cpp.o
[ 52%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConv2DBackPropFilter.cpp.o
[ 52%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConvInt8.cpp.o
[ 53%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConvolution.cpp.o
[ 53%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConvolution3D.cpp.o
[ 53%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUConvolutionDepthwise.cpp.o
[ 54%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUCosineSimilarity.cpp.o
[ 54%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUCrop.cpp.o
[ 55%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUCropAndResize.cpp.o
[ 55%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDeconvolution.cpp.o
[ 55%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDeconvolutionDepthwise.cpp.o
[ 56%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDepthToSpace.cpp.o
[ 56%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDepthwiseConvInt8.cpp.o
[ 57%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDequantize.cpp.o
[ 57%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDetectionOutput.cpp.o
[ 57%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDetectionPostProcess.cpp.o
[ 58%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUDilation2D.cpp.o
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[ 60%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUFill.cpp.o
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[ 62%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUInnerProduct.cpp.o
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[ 63%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUInt8ToFloat.cpp.o
[ 63%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUInterp.cpp.o
[ 64%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPULRN.cpp.o
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[ 85%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUSpatialProduct.cpp.o
[ 85%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUSqueeze.cpp.o
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[ 88%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUTopKV2.cpp.o
[ 89%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUTranspose.cpp.o
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[ 90%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUUnravelIndex.cpp.o
[ 90%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUWhere.cpp.o
[ 91%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/CPUZeroLike.cpp.o
[ 91%] Building CXX object CMakeFiles/MNNCPU.dir/source/backend/cpu/ThreadPool.cpp.o
[ 91%] Built target MNNCPU
[ 91%] Building CXX object CMakeFiles/MNNSSE.dir/source/backend/cpu/x86_x64/sse/CommonOptFunction.cpp.o
[ 92%] Building CXX object CMakeFiles/MNNSSE.dir/source/backend/cpu/x86_x64/sse/MNNGemmFloatCommon_4.cpp.o
[ 92%] Building CXX object CMakeFiles/MNNSSE.dir/source/backend/cpu/x86_x64/sse/MNNMatrixAdd.cpp.o
[ 92%] Building CXX object CMakeFiles/MNNSSE.dir/source/backend/cpu/x86_x64/sse/MNNMatrixSub.cpp.o
[ 92%] Built target MNNSSE
[ 92%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/CommonOptFunction.cpp.o
[ 93%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/MNNGemmFloatCommon_4.cpp.o
[ 93%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/MNNMatrixAdd.cpp.o
[ 93%] Building CXX object CMakeFiles/MNNAVX.dir/source/backend/cpu/x86_x64/avx/MNNMatrixSub.cpp.o
[ 93%] Built target MNNAVX
[ 94%] Building CXX object CMakeFiles/MNNX8664.dir/source/backend/cpu/x86_x64/FunctionDispatcher.cpp.o
[ 94%] Building CXX object CMakeFiles/MNNX8664.dir/source/backend/cpu/x86_x64/cpu_id.cc.o
[ 94%] Built target MNNX8664
[ 95%] Building CXX object CMakeFiles/MNN_Plugin.dir/source/plugin/PluginKernel.cpp.o
[ 95%] Building CXX object CMakeFiles/MNN_Plugin.dir/source/plugin/PluginShapeInference.cpp.o
[ 96%] Linking CXX shared library libMNN_Plugin.so
[ 96%] Built target MNN_Plugin
[ 96%] Generating Version Control Info
-- Found Git: /usr/bin/git (found version "2.34.1") 
[ 96%] Built target GenVCSHDR
[ 96%] Building CXX object CMakeFiles/MNN.dir/cmake/dummy.cpp.o
[ 97%] Linking CXX shared library libMNN.so
[ 97%] Built target MNN
[ 97%] Building CXX object express/CMakeFiles/MNN_Express.dir/Executor.cpp.o
[ 98%] Building CXX object express/CMakeFiles/MNN_Express.dir/Expr.cpp.o
/home/user/MNN-1.0.1/express/Expr.cpp: In static member function ‘static void MNN::Express::Variable::save(const std::vector<MNN::Express::VARP>&, MNN::NetT*)’:
/home/user/MNN-1.0.1/express/Expr.cpp:24:24: warning: ‘__builtin___snprintf_chk’ output may be truncated before the last format character [-Wformat-truncation=]
   24 |     snprintf(s, 10, "%d", index);
      |                        ^
In file included from /usr/include/stdio.h:894,
                 from /usr/include/c++/11/cstdio:42,
                 from /usr/include/c++/11/ext/string_conversions.h:43,
                 from /usr/include/c++/11/bits/basic_string.h:6608,
                 from /usr/include/c++/11/string:55,
                 from /home/user/MNN-1.0.1/include/MNN/expr/Expr.hpp:14,
                 from /home/user/MNN-1.0.1/express/Expr.cpp:10:
/usr/include/x86_64-linux-gnu/bits/stdio2.h:71:35: note: ‘__builtin___snprintf_chk’ output between 2 and 11 bytes into a destination of size 10
   71 |   return __builtin___snprintf_chk (__s, __n, __USE_FORTIFY_LEVEL - 1,
      |          ~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   72 |                                    __glibc_objsize (__s), __fmt,
      |                                    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
   73 |                                    __va_arg_pack ());
      |                                    ~~~~~~~~~~~~~~~~~
[ 98%] Building CXX object express/CMakeFiles/MNN_Express.dir/MathOp.cpp.o
[ 99%] Building CXX object express/CMakeFiles/MNN_Express.dir/MergeOptimizer.cpp.o
[ 99%] Building CXX object express/CMakeFiles/MNN_Express.dir/NeuralNetWorkOp.cpp.o
[ 99%] Building CXX object express/CMakeFiles/MNN_Express.dir/Optimizer.cpp.o
[100%] Building CXX object express/CMakeFiles/MNN_Express.dir/Utils.cpp.o
[100%] Linking CXX shared library libMNN_Express.so
[100%] Built target MNN_Express

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