Tensorflow: Windows C++ tensorflow_cc.dll has overlapping memory address between string gpu options for "allocator type" and "visible device list"
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System information
- Have I written custom code (as opposed to using a stock example script provided in TensorFlow): Yes
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Windows 10
- Mobile device (e.g. iPhone 8, Pixel 2, Samsung Galaxy) if the issue happens on mobile device: NA
- TensorFlow installed from (source or binary): source
- TensorFlow version (use command below): 1.12.0 branched from 5b900cfe4b3b848f577315a0dde09a729f770e95
- Python version: NA
- Bazel version (if compiling from source): 0.19.2
- GCC/Compiler version (if compiling from source): MSVC 2015
- CUDA/cuDNN version: 10.0.130, 9.2.148
- GPU model and memory: NVIDIA GP100 16Gb
You can collect some of this information using our environment capture
script
You can also obtain the TensorFlow version with:
NA
Describe the current behavior
I am creating as session as follows adapted from original code
std::unique_ptr<tensorflow::Session>* session;
tensorflow::SessionOptions options;
tensorflow::ConfigProto* config = &options.config;
float fraction =0.8;
int whichGPU = 0;
int cuda_device_count=1;
tensorflow::GraphDef graph_def;
tensorflow::status = tensorflow::ReadBinaryProto(tensorflow::Env::Default(), "C:\\\models\\graph.pb", &graph_def);
auto* device_count = options.config.mutable_device_count();
device_count->insert({ "GPU", cuda_device_count });
device_count->insert({ "CPU", 1 });
options.config.mutable_gpu_options()->set_per_process_gpu_memory_fraction(fraction);
options.config.mutable_gpu_options()->set_visible_device_list(std::to_string(whichGPU));
session->reset(tensorflow::NewSession(options));
(*session)->Create(graph_def);
which results in
70 2020-05-12 09:41:28.214176: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432]
Found device 0 with properties:
71 name: Quadro GP100 major: 6 minor: 0 memoryClockRate(GHz): 1.4425
72 pciBusID: 0000:01:00.0
73 totalMemory: 16.00GiB freeMemory: 13.28GiB
74 2020-05-12 09:41:28.215329: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511]
Adding visible gpu devices: 0
75 2020-05-12 09:41:28.952392: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:
76 2020-05-12 09:41:28.952785: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988] 0
77 2020-05-12 09:41:28.953095: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0: N
78 2020-05-12 09:41:28.953962: E tensorflow/core/common_runtime/gpu/gpu_process_state.cc:106] Invalid allocator type: 0
79 2020-05-12 09:41:28.954425: E tensorflow/core/common_runtime/session.cc:64] Failed to create session: Internal: Failed to get memory allocator for TF GPU 0 with 6899999744 bytes of memory.
Describe the expected behavior
Session is created and runs on GPU 0 only using only 80% of available memory
Standalone code to reproduce the issue
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
}
Other info / logs
Please see the following issues
https://github.com/tensorflow/tensorflow/issues/16291
https://github.com/fo40225/tensorflow-windows-wheel/issues/39
I have built my tensorflow.dll as follows:
$ENV:USE_BAZEL_VERSION="0.19.2"
$ENV:PYTHON_BIN_PATH=C:\ProgramData\Anaconda3\python.exe
$ENV:Path += ";C:\msys64\usr\bin"
$ENV:Path += ";C:\Program Files\NVIDIA GPU Computing ToolkitCUDA\v9.2\bin"
$ENV:Path += ";C:\Program Files\NVIDIA GPU Computing ToolkitCUDA\v9.2\extrasCUPTI\libx64"
$ENV:Path += ";C:\Program Files\NVIDIA GPU Computing ToolkitCUDA\cudnn-9.2-windows10-x64-v7.5.0.56\cuda\bin"
$ENV:BAZEL_SH = "C:\msys64\usr\bin\bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:\Program Files\NVIDIA GPU Computing ToolkitCUDA\v9.2\"
$ENV:TF_CUDA_VERSION="9.2"
$ENV:CUDNN_INSTALL_PATH="C:\Program Files\NVIDIA GPU Computing ToolkitCUDA\cudnn-9.2-windows10-x64-v7.5.0.56\cuda"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="3.5,3.7,5.0,5.2,6.0,6.1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
Remove-Item -Recurse -Force "C:\Windows\system32config\systemprofile_bazel_SYSTEMinstall\75b09cf1ac98c0ffb0534079b30efcc4"
cmd /c "ECHO Y" | & python.exe @params
bazel.exe clean --expunge
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=12 //tensorflow:libtensorflow_cc.so //tensorflow:libtensorflow_framework.so
edits have been made to the following files:
within
tensorflow/BUILD
`"//tensorflow:windows": [],`
becomes
"//tensorflow:windows": [
"-def:" + # This line must be directly followed by the exported_symbols_msvc.lds file
"$(location //tensorflow:tf_exported_symbols_msvc.lds)",
],
and within
tf_cc_shared_object the function of tensorflow/BUILD
visibility = ["//visibility:public"],
deps = [
"//tensorflow:tf_exported_symbols.lds",
"//tensorflow:tf_version_script.lds",
"//tensorflow/c:c_api",
"//tensorflow/c/eager:c_api",
becomes
visibility = ["//visibility:public"],
deps = [
"//tensorflow:tf_exported_symbols.lds",
"//tensorflow:tf_exported_symbols_msvc.lds",
"//tensorflow:tf_version_script.lds",
"//tensorflow/c:c_api",
"//tensorflow/c/eager:c_api",
The contents of tf_exported_symbols_msvc.lds are
LIBRARY tensorflow_cc
EXPORTS
??0MetaGraphDef@tensorflow@@QEAA@XZ
??1MetaGraphDef@tensorflow@@UEAA@XZ
??0LogMessageFatal@internal@tensorflow@@QEAA@PEBDH@Z
??1LogMessageFatal@internal@tensorflow@@UEAA@XZ
??0CheckOpMessageBuilder@internal@tensorflow@@QEAA@PEBD@Z
??1CheckOpMessageBuilder@internal@tensorflow@@QEAA@XZ
?ForVar2@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_ostream@DU?$char_traits@D@std@@@std@@XZ
?NewString@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ
?GetVarint32PtrFallback@core@tensorflow@@YAPEBDPEBD0PEAI@Z
?SlowCopyFrom@Status@tensorflow@@AEAAXPEBUState@12@@Z
?_GraphDef_default_instance_@tensorflow@@3VGraphDefDefaultTypeInternal@1@A
?NewSession@tensorflow@@YA?AVStatus@1@AEBUSessionOptions@1@PEAPEAVSession@1@@Z
?InitMain@port@tensorflow@@YAXPEBDPEAHPEAPEAPEAD@Z
?FastUInt64ToBufferLeft@strings@tensorflow@@YA_K_KPEAD@Z
?StrCat@strings@tensorflow@@YA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVAlphaNum@12@@Z
?empty_string@Status@tensorflow@@CAAEBV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ
?NewSession@tensorflow@@YAPEAVSession@1@AEBUSessionOptions@1@@Z
?InternalSwap@ConfigProto@tensorflow@@AEAAXPEAV12@@Z
?CopyFrom@ConfigProto@tensorflow@@QEAAXAEBV12@@Z
??0ConfigProto@tensorflow@@QEAA@XZ
?DebugString@TensorShapeRep@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ
??6tensorflow@@YAAEAV?$basic_ostream@DU?$char_traits@D@std@@@std@@AEAV12@AEBVStatus@0@@Z
??0Status@tensorflow@@QEAA@W4Code@error@1@Vstring_view@absl@@@Z
?StrCat@strings@tensorflow@@YA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVAlphaNum@12@00@Z
??0SessionOptions@tensorflow@@QEAA@XZ
??1ConfigProto@tensorflow@@UEAA@XZ
?ReadBinaryProto@tensorflow@@YA?AVStatus@1@PEAVEnv@1@AEBV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@PEAVMessageLite@protobuf@google@@@Z
?Default@Env@tensorflow@@SAPEAV12@XZ
?CheckIsAlignedAndSingleElement@Tensor@tensorflow@@AEBAXXZ
?_SaverDef_default_instance_@tensorflow@@3VSaverDefDefaultTypeInternal@1@A
?CheckTypeAndIsAligned@Tensor@tensorflow@@AEBAXW4DataType@2@@Z
??1Tensor@tensorflow@@QEAA@XZ
??0Tensor@tensorflow@@QEAA@W4DataType@1@AEBVTensorShape@1@@Z
??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA@XZ
??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA@V?$Span@$$CB_J@absl@@@Z
?DestructorOutOfLine@TensorShapeRep@tensorflow@@AEAAXXZ
?TfCheckOpHelperOutOfLine@tensorflow@@YAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVStatus@1@PEBD@Z
?SlowCopyFrom@TensorShapeRep@tensorflow@@AEAAXAEBV12@@Z
?dim_size@?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEBA_JH@Z
?CheckDimsEqual@TensorShape@tensorflow@@AEBAXH@Z
?CheckDimsAtLeast@TensorShape@tensorflow@@AEBAXH@Z
??0Tensor@tensorflow@@QEAA@XZ
??0GraphDef@tensorflow@@QEAA@XZ
??1GraphDef@tensorflow@@UEAA@XZ
?CheckType@Tensor@tensorflow@@AEBAXW4DataType@2@@Z
??1NodeDef@tensorflow@@UEAA@XZ
??0NodeDef@tensorflow@@QEAA@AEBV01@@Z
?DEVICE_CPU@tensorflow@@3QEBDEB
?DEVICE_GPU@tensorflow@@3QEBDEB
?DEVICE_SYCL@tensorflow@@3QEBDEB
?ThenBlasGemm@Stream@stream_executor@@QEAAAEAV12@W4Transpose@blas@2@0_K11MAEBV?$DeviceMemory@M@2@H2HMPEAV52@H@Z
?kDatasetGraphKey@DatasetBase@data@tensorflow@@2QBDB
??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA@V?$Span@$$CB_J@absl@@@Z
??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA@XZ
??0CheckOpMessageBuilder@internal@tensorflow@@QEAA@PEBD@Z
??0GraphDef@tensorflow@@QEAA@XZ
??0LogMessageFatal@internal@tensorflow@@QEAA@PEBDH@Z
??0MetaGraphDef@tensorflow@@QEAA@XZ
??0SessionOptions@tensorflow@@QEAA@XZ
??0Tensor@tensorflow@@QEAA@W4DataType@1@AEBVTensorShape@1@@Z
?DebugString@Tensor@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ
?Default@Env@tensorflow@@SAPEAV12@XZ
?DestructorOutOfLine@TensorShapeRep@tensorflow@@AEAAXXZ
?ForVar2@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_ostream@DU?$char_traits@D@std@@@std@@XZ
?GetVarint32PtrFallback@core@tensorflow@@YAPEBDPEBD0PEAI@Z
?SlowCopyFrom@TensorShapeRep@tensorflow@@AEAAXAEBV12@@Z
?TfCheckOpHelperOutOfLine@tensorflow@@YAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVStatus@1@PEBD@Z
?ThenBlasGemm@Stream@stream_executor@@QEAAAEAV12@W4Transpose@blas@2@0_K11MAEBV?$DeviceMemory@M@2@H2HMPEAV52@H@Z
?ToString@Status@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ
??0Tensor@tensorflow@@QEAA@XZ
??1CheckOpMessageBuilder@internal@tensorflow@@QEAA@XZ
??1ConfigProto@tensorflow@@UEAA@XZ
??1LogMessageFatal@internal@tensorflow@@UEAA@XZ
??1NodeDef@tensorflow@@UEAA@XZ
??1Tensor@tensorflow@@QEAA@XZ
?CheckDimsAtLeast@TensorShape@tensorflow@@AEBAXH@Z
?CheckDimsEqual@TensorShape@tensorflow@@AEBAXH@Z
?CheckIsAlignedAndSingleElement@Tensor@tensorflow@@AEBAXXZ
?CheckTypeAndIsAligned@Tensor@tensorflow@@AEBAXW4DataType@2@@Z
?CopyFromInternal@Tensor@tensorflow@@AEAAXAEBV12@AEBVTensorShape@2@@Z
?_GraphDef_default_instance_@tensorflow@@3VGraphDefDefaultTypeInternal@1@A
?dim_size@?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEBA_JH@Z
?DebugString@Tensor@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ
?StrCat@strings@tensorflow@@YA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVAlphaNum@12@0@Z
?CopyFrom@GraphDef@tensorflow@@QEAAXAEBV12@@Z
??_7ConfigProto@tensorflow@@6B@
??$CreateMaybeMessage@VGPUOptions@tensorflow@@$$V@Arena@protobuf@google@@CAPEAVGPUOptions@tensorflow@@PEAV012@@Z
??0GraphDef@tensorflow@@QEAA@AEBV01@@Z
?fixed_address_empty_string@internal@protobuf@google@@3V?$ExplicitlyConstructed@V?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@@123@A
As documented by
https://github.com/tensorflow/tensorflow/issues/22047#issuecomment-421452033
My software is linked against libprotobuf.lib from https://mirror.bazel.build/github.com/google/protobuf/archive/v3.6.0.tar.gz
built as
cmake -G "Visual Studio 14 2015 Win64" .. -DCMAKE_INSTALL_PREFIX="%current%\protobuf-3.6.0" -Dprotobuf_BUILD_TESTS=OFF -Dprotobuf_BUILD_SHARED_LIBS=ON -Dprotobuf_MSVC_STATIC_RUNTIME=OFF
cmake --build . --target install --config Release -- /maxcpucount:12
I also tried editing tensorflow\tf_version_script.lds to include
*protobuf*
I also tried the TF_EXPORT macro from #include "tensorflow/core/platform/macros.h"
in
tensorflow/core/public/session_options.h
and
tensorflow/core/common_runtime/session_options.cc
as suggested by
https://github.com/sitting-duck/stuff/tree/master/ai/tensorflow/build_tensorflow_1.14_source_for_Windows
Do you have any suggestions about how to make sure that
the GPU options for allocator type and visible device list do not share the same memory but we still have a monolithic DLL under windows?
kognat-docs
All 140 comments
So clearly it is a compilation and linking problem these attributes are part of the same protobuf message:
https://github.com/tensorflow/tensorflow/blob/r1.12/tensorflow/core/protobuf/config.proto
So the symbol they address will have the same name.
Which is
?fixed_address_empty_string@internal@protobuf@google@@3V?$ExplicitlyConstructed@V?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@@123@A
How is it possible for the compilation process to address different a memory address for the same protobuf symbol from the message in the .cc file above.
samhodge
on 12 May 2020
Mentioning similar issue:
https://github.com/tensorflow/tensorflow/issues/23542
kognat-docs
on 13 May 2020
Where is the object file for this config.proto file mentioned above
I could find
bazel-bin/tensorflow/core/_objs/master_proto_cc/master.pb.o
I could try linking against that rather than exposing the symbol from tensorflow.dll
But I have yet to do a symbol dump from that file to see if
?fixed_address_empty_string@internal@protobuf@google@@3v?$ExplicitlyConstructed@V?$basic_string@DU?$char_traits@D@std@@v?$allocator@D@2@@std@@@123@A is there.
kognat-docs
on 13 May 2020
Here is another sign of hope:
https://github.com/tensorflow/tensorflow/issues/23542#issuecomment-523826053
kognat-docs
on 13 May 2020
Mentioning @ttdd11 @Steroes @ZhuoranLyu @brantl @sitting-duck who have been near this issue before.
kognat-docs
on 13 May 2020
OK here it is
From my continous integration test
101 $ cl -nologo -EHsc -GR -Zc:forScope -Zc:wchar_t .\main.cpp .\tensorflow-r1.12\bazel-bin\tensorflow\tensorflow_cc.lib .\tensorflow-r1.12\bazel-bin\tensorflow\tensorflow_framework.lib .\protobuf-3.6.0\lib\libprotobuf.lib /I.\abseil-cpp-kognat\include /I.\eigen-fd6845384b86\include /I.\eigen-fd6845384b86\include\eigen3 /I.\protobuf-3.6.0\include /I.\tensorflow-r1.12 /I.\tensorflow-r1.12\bazel-genfiles;
102 main.cpp
103 $ Set-Item -Path Env:Path -Value ("C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\IDE\CommonExtensions\Microsoft\TestWindow;C:\Program Files (x86)\MSBuild\14.0\bin\amd64;C:\Program Files (x86)\Microsoft Visual Studio 14.0\VC\BIN\amd64;C:\Windows\Microsoft.NET\Framework64\v4.0.30319;C:\Program Files (x86)\Microsoft Visual Studio 14.0\VC\VCPackages;C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\IDE;C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\Tools;C:\Program Files (x86)\HTML Help Workshop;C:\Program Files (x86)\Microsoft Visual Studio 14.0\Team Tools\Performance Tools\x64;C:\Program Files (x86)\Microsoft Visual Studio 14.0\Team Tools\Performance Tools;C:\Program Files (x86)\Windows Kits\10\bin\x64;C:\Program Files (x86)\Windows Kits\10\bin\x86;C:\Program Files (x86)\Microsoft SDKs\Windows\v10.0A\bin\NETFX 4.6.1 Tools\x64\;C:\Perl64\site\bin;C:\Perl64\bin;C:\ProgramData\Anaconda3;C:\ProgramData\Anaconda3\Library\mingw-w64\bin;C:\ProgramData\Anaconda3\Library\usr\bin;C:\ProgramData\Anaconda3\Library\bin;C:\ProgramData\Anaconda3\Scripts;C:\Windows\system32;C:\Windows;C:\Windows\System32\Wbem;C:\Windows\System32\WindowsPowerShell\v1.0\;C:\Windows\System32\OpenSSH\;C:\Program Files (x86)\NVIDIA Corporation\PhysX\Common;C:\Program Files (x86)\Kognat\shared_libraries;C:\Users\Sam Hodge\.dnx\bin;C:\Program Files\Microsoft DNX\Dnvm\;C:\Program Files\Microsoft SQL Server\130\Tools\Binn\;C:\Program Files (x86)\Windows Kits\10\Windows Performance Toolkit\;C:\Program Files\Git\cmd;C:\Program Files (x86)\Bazel;C:\Program Files\CMake\bin;C:\Program Files\Git LFS;C:\Program Files\7-Zip;C:\Program Files (x86)\GnuWin32\bin;C:\Program Files (x86)\wget-1.20.3-win64;C:\Program Files\NASM;C:\msys64\mingw64\bin;C:\msys64\usr\bin;C:\msys64\clang64\bin;C:\Users\Sam Hodge\AppData\Local\Microsoft\WindowsApps;.\protobuf-3.6.0\bin;.\tensorflow-r1.12\bazel-bin\tensorflow;C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v9.2\extras\CUPTI\libx64;C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v9.2\bin;C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\cudnn-9.2-windows10-x64-v7.5.0.56\cuda\bin;")
104 $ .\main.exe
105 allocator_type 0
106 visible_device_list 0
107 address visible_device_list 00007FFE73777BC0
108 address allocator_type 00007FFE73777BC0
109 Job succeeded
Here is main.cpp
include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl; //print 0
std::cout << "address visible_device_list " << static_cast<const void*>((gpu_options.visible_device_list().c_str())) << std::endl; //Where is this damn string
std::cout << "address allocator_type " << static_cast<const void*>((gpu_options.allocator_type().c_str())) << std::endl; //Where is this damn string
}
Now I will see if I can get it to work somehow so those two things are not on top of each other.
kognat-docs
on 14 May 2020
Can anyone describe to me how
https://github.com/tensorflow/tensorflow/blob/r1.12/tensorflow/core/protobuf/config.proto
Becomes those two std::string.c_str() on the same bit of memory?
I do not understand the protobuf and bazel process particularly well.
kognat-docs
on 14 May 2020
Here is the contents of config.pb.h config.pb.cc
config.pb.h.zip
config.pb.cc.zip
found in .\tensorflow-r1.12\bazel-genfiles\tensorflow\core\protobuf
in the attached .zip files
kognat-docs
on 14 May 2020
Here are the control_flow.pb.h and control_flow.pb.cc as .zip files also from .\tensorflow-r1.12\bazel-genfiles\tensorflow\core\protobuf
kognat-docs
on 14 May 2020
The same code on a static version of tensorflow with the same code under Linux does not share the same address.
samhodge
on 15 May 2020
@sanjoy if you need any additional information everything I do is triggered by repeatable scripts in a CI environment this is not a roulette process but a repeatable process.
samhodge
on 15 May 2020
👍1
@gunan Do you have anyone working on this?
samhodge
on 19 May 2020
Does the issue occur on a newer version?
1.12 is definitely outside our support window. I can try exploring this on 1.15, but realistically, master or 2.2 is the ones I will be able to help most with.
gunan
on 20 May 2020
@gunan
I will have an attempt, but r1.12+ requires hardware instructions which are more modern than some legacy hardware which I wanted to support I think AVX, AVX2 and SSE4
I will see if I can do the build on a cloud box I think others have reported on 1.15 I will see if I can find a reference to that first before spinning up a whole new build platform.
Sam
samhodge
on 21 May 2020
I am surprised to hear that. If you are building from sources, you should be able to build without any advanced instruction sets. I would be happy to help resolve if that happens (we can create another issue for it)
gunan
on 21 May 2020
Even with r1.12 there is a workaround for nasm and OpenSSL that needs to be made. I will see if I can reproduce the error with r1.15 sometime in the next week.
samhodge
on 22 May 2020
Does the issue occur on a newer version?
1.12 is definitely outside our support window. I can try exploring this on 1.15, but realistically, master or 2.2 is the ones I will be able to help most with.
I'm experiencing the same thing on 1.15.3. As are others, such as: https://github.com/tensorflow/tensorflow/issues/16291#issuecomment-573886148
j-sarge
on 28 May 2020
Sorry I never got time to do a build with 1.15 or 1.14 I will see if time permits today.
samhodge
on 2 Jun 2020
I am currently building from
https://github.com/tensorflow/tensorflow/commit/00fad90125b18b80fe054de1055770cfb8fe4ba3
To see if the problem exists there:
Tool chain is bazelisk Win 64, Anaconda Python 3, MSYS2, for patch and bash, CUDA 9.2.1.148 CUDNN 7.0.5.56 MSVC 2015 Community on a T4 box on AWS running Windows 2019 Datacenter Edition.
- $env:buildfolder=Get-Location
- Start-Sleep -s 3
- . $Env:buildfolder\buildenv.ps1
- Start-Sleep -s 3
- . $Env:buildfolder\build-tf.ps1
- Start-Sleep -s 1
Where the following are
buildenv.ps1
pushd 'C:\Program Files (x86)\Microsoft Visual Studio 14.0\VC'
cmd /c "vcvarsall.bat x64 & set" |
foreach {
if ($_ -match "=") {
$v = $_.split("="); set-item -force -path "ENV:\$($v[0])" -value "$($v[1])"
}
}
popd
write-host "`nVisual Studio 2015 Command Prompt variables set." -ForegroundColor Yellow
build-tf.ps1
$ENV:USE_BAZEL_VERSION="0.24.1"
$ENV:PYTHON_BIN_PATH=C:\\ProgramData\\Anaconda3\\python.exe
$ENV:Path += ";C:\\msys64\\usr\\bin"
$ENV:Path += ";C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v9.2\\bin"
$ENV:Path += ";C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v9.2\\extras\\CUPTI\\libx64"
$ENV:Path += ";C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\cudnn-9.2-windows10-x64-v7.5.0.56\\cuda\\bin"
$ENV:BAZEL_SH = "C:\\msys64\\usr\\bin\\bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v9.2\\"
$ENV:TF_CUDA_VERSION="9.2"
$ENV:CUDNN_INSTALL_PATH="C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\cudnn-9.2-windows10-x64-v7.5.0.56\\cuda"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="3.5,3.7,5.0,5.2,6.0,6.1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe clean --expunge
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=12 //tensorflow:tensorflow_cc.dll
Build completed successfully now to build the driver and see if the problem exists.
samhodge
on 2 Jun 2020
Six hours later the result is the same as r1.12 in r1.14
samhodge
on 2 Jun 2020
C:\GitLabRunner\builds\dmyz3-NF\0\sam\tf-mem-overlap>.\main.exe
allocator_type 0
visible_device_list 0
address visible_device_list 00007FFBA38A5C40
address allocator_type 00007FFBA38A5C40
C:\GitLabRunner\builds\dmyz3-NF\0\sam\tf-mem-overlap>
also
tensorflow_cc.lib is called libtensorflow_cc.dll.ifso for some unknown reason.
But I used protobuf 3.7.1 and the existing nsync and abseil-cpp from before
samhodge
on 2 Jun 2020
Building from
https://github.com/tensorflow/tensorflow/pull/32503/commits/907a06dfe7533889104a0726d6f12cc9f4669000
Which is r1.15.1
samhodge
on 2 Jun 2020
The compile failed
SET PWD=/proc/self/cwd
3383 SET PYTHON_BIN_PATH=C:/ProgramData/Anaconda3/python.exe
3384 SET PYTHON_LIB_PATH=C:/ProgramData/Anaconda3/lib/site-packages
3385 SET TEMP=C:\Windows\TEMP
3386 SET TF_CONFIGURE_IOS=0
3387 SET TF_CUDA_COMPUTE_CAPABILITIES=3.5,3.7,5.0,5.2,6.0,6.1
3388 SET TF_CUDA_VERSION=9.2
3389 SET TF_CUDNN_VERSION=7
3390 SET TF_NCCL_VERSION=1
3391 SET TF_NEED_CUDA=1
3392 SET TMP=C:\Windows\TEMP
3393 C:/ProgramData/Anaconda3/python.exe -B external/local_config_cuda/crosstool/windows/msvc_wrapper_for_nvcc.py /nologo /DCOMPILER_MSVC /DNOMINMAX /D_WIN32_WINNT=0x0600 /D_CRT_SECURE_NO_DEPRECATE /D_CRT_SECURE_NO_WARNINGS /D_SILENCE_STDEXT_HASH_DEPRECATION_WARNINGS /bigobj /Zm500 /J /Gy /GF /EHsc /wd4351 /wd4291 /wd4250 /wd4996 /I. /Ibazel-out/x64_windows-opt/genfiles /Ibazel-out/x64_windows-opt/bin /Iexternal/com_google_absl /Ibazel-out/x64_windows-opt/genfiles/external/com_google_absl /Ibazel-out/x64_windows-opt/bin/external/com_google_absl /Iexternal/eigen_archive /Ibazel-out/x64_windows-opt/genfiles/external/eigen_archive /Ibazel-out/x64_windows-opt/bin/external/eigen_archive /Iexternal/local_config_sycl /Ibazel-out/x64_windows-opt/genfiles/external/local_config_sycl /Ibazel-out/x64_windows-opt/bin/external/local_config_sycl /Iexternal/nsync /Ibazel-out/x64_windows-opt/genfiles/external/nsync /Ibazel-out/x64_windows-opt/bin/external/nsync /Iexternal/gif_archive /Ibazel-out/x64_windows-opt/genfiles/external/gif_archive /Ibazel-out/x64_windows-opt/bin/external/gif_archive /Iexternal/jpeg /Ibazel-out/x64_windows-opt/genfiles/external/jpeg /Ibazel-out/x64_windows-opt/bin/external/jpeg /Iexternal/com_google_protobuf /Ibazel-out/x64_windows-opt/genfiles/external/com_google_protobuf /Ibazel-out/x64_windows-opt/bin/external/com_google_protobuf /Iexternal/com_googlesource_code_re2 /Ibazel-out/x64_windows-opt/genfiles/external/com_googlesource_code_re2 /Ibazel-out/x64_windows-opt/bin/external/com_googlesource_code_re2 /Iexternal/farmhash_archive /Ibazel-out/x64_windows-opt/genfiles/external/farmhash_archive /Ibazel-out/x64_windows-opt/bin/external/farmhash_archive /Iexternal/fft2d /Ibazel-out/x64_windows-opt/genfiles/external/fft2d /Ibazel-out/x64_windows-opt/bin/external/fft2d /Iexternal/highwayhash /Ibazel-out/x64_windows-opt/genfiles/external/highwayhash /Ibazel-out/x64_windows-opt/bin/external/highwayhash /Iexternal/zlib_archive /Ibazel-out/x64_windows-opt/genfiles/external/zlib_archive /Ibazel-out/x64_windows-opt/bin/external/zlib_archive /Iexternal/double_conversion /Ibazel-out/x64_windows-opt/genfiles/external/double_conversion /Ibazel-out/x64_windows-opt/bin/external/double_conversion /Iexternal/snappy /Ibazel-out/x64_windows-opt/genfiles/external/snappy /Ibazel-out/x64_windows-opt/bin/external/snappy /Iexternal/local_config_cuda /Ibazel-out/x64_windows-opt/genfiles/external/local_config_cuda /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda /Iexternal/local_config_tensorrt /Ibazel-out/x64_windows-opt/genfiles/external/local_config_tensorrt /Ibazel-out/x64_windows-opt/bin/external/local_config_tensorrt /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda/cuda/_virtual_includes/cuda_headers_virtual /Ibazel-out/x64_windows-opt/bin/external/local_config_tensorrt/_virtual_includes/tensorrt_headers /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda/cuda/_virtual_includes/cudnn_header /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda/cuda/_virtual_includes/cublas_headers_virtual /Iexternal/eigen_archive /Ibazel-out/x64_windows-opt/genfiles/external/eigen_archive /Ibazel-out/x64_windows-opt/bin/external/eigen_archive /Iexternal/nsync/public /Ibazel-out/x64_windows-opt/genfiles/external/nsync/public /Ibazel-out/x64_windows-opt/bin/external/nsync/public /Iexternal/gif_archive /Ibazel-out/x64_windows-opt/genfiles/external/gif_archive /Ibazel-out/x64_windows-opt/bin/external/gif_archive /Iexternal/gif_archive/windows /Ibazel-out/x64_windows-opt/genfiles/external/gif_archive/windows /Ibazel-out/x64_windows-opt/bin/external/gif_archive/windows /Iexternal/com_google_protobuf/src /Ibazel-out/x64_windows-opt/genfiles/external/com_google_protobuf/src /Ibazel-out/x64_windows-opt/bin/external/com_google_protobuf/src /Iexternal/farmhash_archive/src /Ibazel-out/x64_windows-opt/genfiles/external/farmhash_archive/src /Ibazel-out/x64_windows-opt/bin/external/farmhash_archive/src /Iexternal/zlib_archive /Ibazel-out/x64_windows-opt/genfiles/external/zlib_archive /Ibazel-out/x64_windows-opt/bin/external/zlib_archive /Iexternal/double_conversion /Ibazel-out/x64_windows-opt/genfiles/external/double_conversion /Ibazel-out/x64_windows-opt/bin/external/double_conversion /Iexternal/local_config_cuda/cuda /Ibazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda/cuda /Iexternal/local_config_cuda/cuda/cuda/include /Ibazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/include /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda/cuda/cuda/include /Iexternal/local_config_cuda/cuda/cublas/include /Ibazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cublas/include /Ibazel-out/x64_windows-opt/bin/external/local_config_cuda/cuda/cublas/include /D__CLANG_SUPPORT_DYN_ANNOTATION__ /DEIGEN_MPL2_ONLY /DEIGEN_MAX_ALIGN_BYTES=64 /DEIGEN_HAS_TYPE_TRAITS=0 /DTF_USE_SNAPPY /showIncludes /MD /O2 /DNDEBUG -w -DWIN32_LEAN_AND_MEAN -DNOGDI -nvcc_options=disable-warnings /Fobazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/data/_objs/rebatch/rebatch.o /c tensorflow/core/grappler/optimizers/data/rebatch.cc
3394 Execution platform: @bazel_tools//platforms:host_platform
3395 tensorflow/core/grappler/optimizers/data/rebatch.cc(66): fatal error C1001: An internal error has occurred in the compiler.
3396 (compiler file 'msc1.cpp', line 1468)
3397 To work around this problem, try simplifying or changing the program near the locations listed above.
3398 Please choose the Technical Support command on the Visual C++
3399 Help menu, or open the Technical Support help file for more information
3400 Internal Compiler Error in C:\Program Files (x86)\Microsoft Visual Studio 14.0\VC\bin\amd64\cl.exe. You will be prompted to send an error report to Microsoft later.
3401 INTERNAL COMPILER ERROR in 'C:\Program Files (x86)\Microsoft Visual Studio 14.0\VC\bin\amd64\cl.exe'
3402 Please choose the Technical Support command on the Visual C++
3403 Help menu, or open the Technical Support help file for more information
3404 Target //tensorflow:tensorflow_cc.dll failed to build
3405 INFO: Elapsed time: 818.490s, Critical Path: 626.64s
3406 INFO: 2724 processes: 2724 local.
The only changes to
https://github.com/tensorflow/tensorflow/commit/907a06dfe7533889104a0726d6f12cc9f4669000
Were the following files mentioned above with r1.14
The bazel version to use is not mentioned for r1.15
see:
https://www.tensorflow.org/install/source_windows
I will spin the wheel one more time with bazel 0.26.1 and see if that improves.
samhodge
on 2 Jun 2020
@gunan
Same with ‘bazel 0.26.1’
I am happy to demonstrate the bug with r1.15 if you can give clear instructions on how to build the target
tensorflow_cc.dll
The documents do not include this version as tested
There is no recommendation about MSVC version to use of bazel version
Sam
samhodge
on 2 Jun 2020
@sanjoy @gunan
This was reported in February 2019 here
https://github.com/tensorflow/tensorflow/issues/23542#issuecomment-464730964
It is still present in r1.14
I can imagine that the bug will still be present in r2.2
Can someone else confirm this for me?
samhodge
on 2 Jun 2020
OK on with the show
making tensorflow_cc.dll as follows
In a Powershell on a AWS T4 box with 48 cores and 4 T4 Turing cards
With the following installed
msys2 with patch via pacman
MSVC 2015 Community Edition for C++
Anaconda Python 3
Baselisk for Win 64
CUDA Toolkit 9.2.1.148
CUDNN 7.0.5.56
git pull https://github.com/tensorflow/tensorflow.git
cd tensorflow
git checkout r2.2
cp ..\build-tf.ps1 .
. .\build-tf.ps1
Where build-tf.ps1 is as follows
$ENV:USE_BAZEL_VERSION="2.0.0"
$ENV:PYTHON_BIN_PATH="C:\ProgramData\Anaconda3\python.exe"
$ENV:Path += ";C:\msys64\usr\bin"
$ENV:Path += ";C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v9.2\bin"
$ENV:Path += ";C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v9.2\extras\CUPTI\libx64"
$ENV:Path += ";C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\cudnn-9.2-windows10-x64-v7.5.0.56\cuda\bin"
$ENV:BAZEL_SH = "C:\msys64\usr\bin\bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v9.2\"
$ENV:TF_CUDA_VERSION="9.2"
$ENV:CUDNN_INSTALL_PATH="C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\cudnn-9.2-windows10-x64-v7.5.0.56\cuda"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="3.5,3.7,5.0,5.2,6.0,6.1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe clean --expunge
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc.dll
I will await the outcome and build the abseil, nsync and protobuf via CMake to build against the driver.
include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl; //print 0
std::cout << "address visible_device_list " << static_cast<const void*>((gpu_options.visible_device_list().c_str())) << std::endl; //Where is this damn string
std::cout << "address allocator_type " << static_cast<const void*>((gpu_options.allocator_type().c_str())) << std::endl; //Where is this damn string
}
Which will be built similar to
cl -nologo -EHsc -GR -Zc:forScope -Zc:wchar_t .\main.cpp .\tensorflow-r2.2\bazel-bin\tensorflow\tensorflow_cc.lib .\tensorflow-r2.2\bazel-bin\tensorflow\tensorflow_framework.lib .\protobuf-3.8.0\lib\libprotobuf.lib /I.\abseil-cpp-kognat\include /I.\eigen-fd6845384b86\include /I.\eigen-fd6845384b86\include\eigen3 /I.\protobuf-3.6.0\include /I.\tensorflow-r2.2 /I.\tensorflow-r1.12\bazel-genfiles;
Here is the location of protobuf from workspace.bzl
https://github.com/protocolbuffers/protobuf/archive/310ba5ee72661c081129eb878c1bbcec936b20f0.tar.gz
I will see if I can find the abseil-cpp and nsync required if needed at all.
samhodge
on 4 Jun 2020
That didnt end well
ERROR: C:/users/administrator/dev/tensorflow/tensorflow/core/framework/BUILD:582:1: C++ compilation of rule '//tensorflow/core/framework:bfloat16' failed (Exit 2)
c:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\unsupported\eigen\cxx11\src/Tensor/TensorBlock.h(1028): error C2061: syntax error: identifier 'Kind'
c:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\unsupported\eigen\cxx11\src/Tensor/TensorBlock.h(1134): note: see reference to class template instantiation 'Eigen::internal::StridedLinearBufferCopy<Scalar,IndexType>' being compiled
c:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\unsupported\eigen\cxx11\src/Tensor/TensorBlock.h(1037): error C2061: syntax error: identifier 'Kind'
Target //tensorflow:tensorflow_cc.dll failed to build
So I guess I install MSVC 2019 and try again.
samhodge
on 4 Jun 2020
@gunan Can you have someone look into this, does this project have enough resources for maintenance for Windows and C++?
This is wasting my time
https://github.com/tensorflow/tensorflow/issues/36252#issue-555630489
samhodge
on 4 Jun 2020
Trying again with master on MSVC 2015
samhodge
on 4 Jun 2020
Here are the errors from master a7d8140e60d351d25ee3ba8236d8badf975dcada
Using MSVC 2015
ERROR: C:/users/administrator/dev/tensorflow/tensorflow/core/lib/monitoring/BUILD:176:1: C++ compilation of rule '//tensorflow/core/lib/monitoring:percentile_sampler' failed (Exit
2)
tensorflow/core/lib/monitoring/percentile_sampler.cc(32): error C2679: binary '=': no operator found which takes a right-hand operand of type 'initializer list' (or there is no acc
eptable conversion)
.\tensorflow/core/lib/monitoring/percentile_sampler.h(71): note: could be 'tensorflow::monitoring::PercentileSamplerCell::Sample &tensorflow::monitoring::PercentileSamplerCell::Sam
ple::operator =(tensorflow::monitoring::PercentileSamplerCell::Sample &&)'
.\tensorflow/core/lib/monitoring/percentile_sampler.h(71): note: or 'tensorflow::monitoring::PercentileSamplerCell::Sample &tensorflow::monitoring::PercentileSamplerCell::Sam
ple::operator =(const tensorflow::monitoring::PercentileSamplerCell::Sample &)'
tensorflow/core/lib/monitoring/percentile_sampler.cc(32): note: while trying to match the argument list '(tensorflow::monitoring::PercentileSamplerCell::Sample, initializer list)'
tensorflow/core/lib/monitoring/percentile_sampler.cc(76): error C2440: 'initializing': cannot convert from 'initializer list' to 'tensorflow::monitoring::PercentilePoint'
tensorflow/core/lib/monitoring/percentile_sampler.cc(76): note: No constructor could take the source type, or constructor overload resolution was ambiguous
Target //tensorflow:tensorflow_cc.dll failed to build
ERROR: C:/users/administrator/dev/tensorflow/tensorflow/cc/BUILD:545:1 C++ compilation of rule '//tensorflow/core/lib/monitoring:percentile_sampler' failed (Exit 2)
INFO: Elapsed time: 665.647s, Critical Path: 24.18s
INFO: 1275 processes: 1275 local.
Repeating with MSVC 2019 as follows
AWS with 4 T4 Turing Cards and 48 virtual cores and 190Gb of RAM and MS Server 2019
Anaconda based Python
MSYS2 for patch, perl, and bash
MSVC 2019 community edition
Win64 Bazelisk
buildenv.ps1
pushd 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\'
cmd /c "vcvarsall.bat x64 & set" |
foreach {
if ($_ -match "=") {
$v = $_.split("="); set-item -force -path "ENV:\$($v[0])" -value "$($v[1])"
}
}
popd
write-host "`nVisual Studio 2019 Command Prompt variables set." -ForegroundColor Yellow
build-tf.ps1
$ENV:USE_BAZEL_VERSION="2.0.0"
$ENV:PYTHON_BIN_PATH="C:/ProgramData/Anaconda3/python.exe"
$ENV:PYTHON_LIB_PATH="C:/ProgramData/Anaconda3/"
$ENV:Path += ";C:/msys64/usr/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.2/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.2/extras/CUPTI/libx64"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-9.2-windows10-x64-v7.5.0.56/cuda/bin"
$ENV:BAZEL_SH = "C:/msys64/usr/bin/bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.2/"
$ENV:TF_CUDA_VERSION="9.2"
$ENV:CUDNN_INSTALL_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-9.2-windows10-x64-v7.5.0.56/cuda"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="3.5,3.7,5.0,5.2,6.0,6.1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe clean --expunge
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc.dll
Steps:
- Open powershell
- Source
buildenv.ps1 - git clone tensorflow URL
- git checkout r2.2
- source
build-tf.ps1
bazel config attached, will report back sucess or failure.
samhodge
on 4 Jun 2020
We definitely have a shortage of experts on windows.
TF requires c++14, so building with msvc 2015 will not work.
I am still trying to parse what you mean by "overlapping memory address between string gpu options for "allocator type" and "visible device list""
Do you mean you are setting one field, and the other gets inadvertently changed?
If that is the case, the reproduction you have is pretty indirect. In your reproduction code, could you print the same field before and after you set the visible_device_list?
Otherwise, one other cause may simply be your gpu may not have 80% of its memory available.
Also, tensorflow:GpuOptions is a simple protocol buffer. I see that you build libprotobuf separately and try to use that. That workflow at the moment is strictly unsupported, and I highly suspect this may be causing corruption in your protocol buffers.
gunan
on 4 Jun 2020
Here is the result of CUDA 9.2.1.148 and MSVC 2019
ERROR: C:/users/administrator/dev/tensorflow/tensorflow/core/kernels/BUILD:4983:1: C++ compilation of rule '//tensorflow/core/kernels:batch_space_ops_gpu' failed (Exit 2)
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\bazel-out\x64_windows-opt\bin\external\local_config_cuda\cuda\cuda\include\crt/host_config.h(133): fatal error C1189: #error: -- unsupported Microsoft Visual Studio version! Only the versions 2012, 2013, 2015 and 2017 are supported!
Target //tensorflow:tensorflow_cc.dll failed to build
INFO: Elapsed time: 949.225s, Critical Path: 209.47s
INFO: 4621 processes: 4621 local.
FAILED: Build did NOT complete successfully
So now for giggles I will put on MSVC 2017 and see if I get further, CUDA Toolkit 9.2.1.148 is a requirement for compatibility.
samhodge
on 4 Jun 2020
I am still trying to parse what you mean by "overlapping memory address between string gpu options for "allocator type" and "visible device list""
Do you mean you are setting one field, and the other gets inadvertently changed?
Yes this is what I mean, sorry if this was not clear from the begging
Could you modify the driver to better demonstrate what i think it makes clear?
If that is the case, the reproduction you have is pretty indirect. In your reproduction code, could you print the same field before and after you set the visible_device_list?
Yes I can do that in r1.14 right now.
Otherwise, one other cause may simply be your gpu may not have 80% of its memory available.
Also, tensorflow:GpuOptions is a simple protocol buffer. I see that you build libprotobuf separately and try to use that. That workflow at the moment is strictly unsupported, and I highly suspect this may be causing corruption in your protocol buffers.
What is the supported workflow?
There are no protobuf symbols in Tensorflow.
samhodge
on 4 Jun 2020
Unfortunately, the only reliable way to make thing work on windows, as far as we could saw, was to statically link TF. Protobuf is indeed fully linked into TF, however many of the symbols are hidden because we keep hitting the ~64K symbol limit on windows. We are working to refine our API, but as we added windows support later, and only exposed what we saw as needed in our limited experiments, many symbols are missing from the API surface. We can work together to expose some symbols, or propose some local modifications/patches to make your project work on windows.
As I said before, we have very limited experience on windows, thus lacking a lot of features. Also struggling to keep up with the incoming issues, as you clearly experienced on this issue. I am genuinely sorry about that. I am trying to set up a workspace to try out some of the issues you saw. I will start with a clean build of libtensorflow_cc, then look into the protobuf issues you saw.
In the meantime, if you could share the output of the following code, that would be quite helpful for me. As I said, this is a protobuf symbol, and I will check with protobuf team to see if they have seen a similar issue on windows.
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
std::cout << "Before: allocator_type " << gpu_options.allocator_type() << std::endl;
gpu_options.set_visible_device_list("0");
std::cout << "After: allocator_type " << gpu_options.allocator_type() << std::endl;
}
OK thanks for being accommodating with your time.
from main.cpp
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl; //print 0
std::cout << "address visible_device_list " << static_cast<const void*>((gpu_options.visible_device_list().c_str())) << std::endl; //Where is this damn string
std::cout << "address allocator_type " << static_cast<const void*>((gpu_options.allocator_type().c_str())) << std::endl; //Where is this damn string
gpu_options.set_allocator_type("7");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl; //print 0
std::cout << "address visible_device_list " << static_cast<const void*>((gpu_options.visible_device_list().c_str())) << std::endl; //Where is this damn string
std::cout << "address allocator_type " << static_cast<const void*>((gpu_options.allocator_type().c_str())) << std::endl; //Where is this damn string
gpu_options.set_visible_device_list("5");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl; //print 0
std::cout << "address visible_device_list " << static_cast<const void*>((gpu_options.visible_device_list().c_str())) << std::endl; //Where is this damn string
std::cout << "address allocator_type " << static_cast<const void*>((gpu_options.allocator_type().c_str())) << std::endl; //Where is this damn string
gpu_options.set_allocator_type("3");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl; //print 0
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl; //print 0
std::cout << "address visible_device_list " << static_cast<const void*>((gpu_options.visible_device_list().c_str())) << std::endl; //Where is this damn string
std::cout << "address allocator_type " << static_cast<const void*>((gpu_options.allocator_type().c_str())) << std::endl; //Where is this damn string
}
I get the following output
C:\GitLabRunner\builds\dmyz3-NF\0\sam\tf-mem-overlap>.\main.exe
allocator_type 0
visible_device_list 0
address visible_device_list 00007FFB49695C40
address allocator_type 00007FFB49695C40
allocator_type 7
visible_device_list 7
address visible_device_list 00007FFB49695C40
address allocator_type 00007FFB49695C40
allocator_type 5
visible_device_list 5
address visible_device_list 00007FFB49695C40
address allocator_type 00007FFB49695C40
allocator_type 3
visible_device_list 3
address visible_device_list 00007FFB49695C40
address allocator_type 00007FFB49695C40
Sorry for not explaining myself better.
samhodge
on 4 Jun 2020
Here is your code's output
C:\GitLabRunner\builds\dmyz3-NF\0\sam\tf-mem-overlap>.\main.exe
Before: allocator_type
After: allocator_type 0
So I know how to expose symbols at build time via a .lds file in r1.12
How would I find the missing symbols for protobuf in tensorflow_cc.dll
There seems to be a lot of stabbing around in the dark.
samhodge
on 4 Jun 2020
I would be overjoyed to statically link to TF.
How would I go about doing that?
samhodge
on 4 Jun 2020
At the moment, the best way is using bazel.
You can create a workspace, and add TF as a workspace dependency.
Then you can depend on TF libraries as bazel dependencies.
I will test your example on my machine as well. I also reached out to the protobuf team, and waiting on their response.
gunan
on 4 Jun 2020
Is there a way of using skylark to simply echo all of the .lib files required to link to the final binary to use as a plugin?
Adding a dependency to bazel in the build chain might be incompatible with the rest of the build process.
samhodge
on 4 Jun 2020
For that, I would need help from bazel experts.
@hlopko @r4nt @meteorcloudy is there a way to have lib files accessible after building a dll, or maybe a cc_library?
Also, I just built locally, and I was able to build using MSVC 2019 professional, without cuda. Trying again with CUDA.
gunan
on 4 Jun 2020
By the way, I synced my client to the following commit at master branch: e19e2d29d562724ead9e60e1ba4c4ffd91a0eb7a
For both of the following commands, I was able to build TF with MSVC 2019 professional, the latest available version. MSVC community should yield the same results.
bazel build --config=cuda --config=short_logs -c opt tensorflow:tensorflow_cc
bazel build --config=short_logs -c opt tensorflow:tensorflow_cc
@gunan which CUDA and CUDNN did you use? I am locked to CUDA 9.2.1.148 and CUDNN 7.0.5.56 for Blackmagic Design Compatibility, as cudnn64_7.dll is in the path and I am a plugin to their system.
samhodge
on 4 Jun 2020
@hlopko @r4nt @meteorcloudy is there a way to have lib files accessible after building a dll, or maybe a cc_library?
Yes, you can get the LIB file (import library) via --output_groups=interface_library in the command line or in the BUILD file using a filegroup rule.
Eg,
filegroup(
name = import_lib_name,
srcs = ["my_dll_target"],
output_group = "interface_library",
)
You can then later use this LIB file in a cc_import rule.
Please check this example: https://github.com/bazelbuild/bazel/blob/master/examples/windows/dll/windows_dll_library.bzl
meteorcloudy
on 4 Jun 2020
I will experiment with this tomorrow.
Thanks for the explanation, it doesn't make sense to me yet, but my Star/Sky lark is limited.
But intent would be to sequester this into a document so that once a TF build exists I can pull in the artifact from bazel-genfiles from a ZIP file and point to each of the .lib files to statically link into my TF plugin which is also linked against a few other libraries.
There is no indirection at the moment via CMake or bazel just a MSVC project pointing at headers and .lib files.
While bazel is wonderful, implementing in a non Google project from scratch can take a bit of a spin up hit, which I have yet to overcome.
samhodge
on 4 Jun 2020
By the way, I synced my client to the following commit at master branch: e19e2d2
For both of the following commands, I was able to build TF with MSVC 2019 professional, the latest available version. MSVC community should yield the same results.
bazel build --config=cuda --config=short_logs -c opt tensorflow:tensorflow_cc bazel build --config=short_logs -c opt tensorflow:tensorflow_cc
Were you able to test what happened with that driver you gave me?
samhodge
on 4 Jun 2020
@sanjoy @gunan
Good morning from a bright blue sky morning in Adelaide.
I have looked into the following docs:
https://docs.bazel.build/versions/master/tutorial/cpp.html
https://docs.bazel.build/versions/master/cpp-use-cases.html
https://docs.bazel.build/versions/master/rules.html
https://docs.bazel.build/versions/master/bazel-and-cpp.html
https://docs.bazel.build/versions/master/command-line-reference.html
https://docs.bazel.build/versions/master/be/functions.html
So now my intent is to build a tensorflow_cc_static.lib on Windows which will have all of my symbols for statically linking to my application's shared library (rotobot.ofx), which means I will no longer need to link to tensorflow_cc.dll and also (lib)protobuf.dll and all of the 65K symbol limits will be a thing of the past.
Do you see any roadblocks in my strategy?
samhodge
on 5 Jun 2020
My latest failure
Using CUDA 10.2 and CUDNN 7.6.5.32
with
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="3.5,3.7,5.0,5.2,6.0,6.1"
I will try again without this statement and see if it compiles.
ERROR: C:/users/administrator/dev/tensorflow/tensorflow/core/kernels/BUILD:3767:1: C++ compilation of rule '//tensorflow/core/kernels:tridiagonal_matmul_op_gpu' failed (Exit 1)
cl : Command line warning D9002 : ignoring unknown option '--no-cuda-include-ptx=all'
cl : Command line warning D9002 : ignoring unknown option '--cuda-include-ptx=sm_35'
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_35'
cl : Command line warning D9002 : ignoring unknown option '--cuda-include-ptx=sm_37'
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_37'
cl : Command line warning D9002 : ignoring unknown option '--cuda-include-ptx=sm_50'
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_50'
cl : Command line warning D9002 : ignoring unknown option '--cuda-include-ptx=sm_52'
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_52'
cl : Command line warning D9002 : ignoring unknown option '--cuda-include-ptx=sm_60'
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_60'
cl : Command line warning D9002 : ignoring unknown option '--cuda-include-ptx=sm_61'
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_61'
.\tensorflow/core/kernels/cuda_sparse.h(39): error: identifier "cusparseDnMatDescr_t" is undefined
.\tensorflow/core/kernels/cuda_sparse.h(40): error: identifier "cusparseSpMatDescr_t" is undefined
.\tensorflow/core/kernels/cuda_sparse.h(41): error: identifier "cusparseSpMMAlg_t" is undefined
3 errors detected in the compilation of "C:/Users/ADMINI~1/AppData/Local/Temp/2/nvcc_inter_files_tmp_dir/tmpqtv9c4nq/tridiagonal_matmul_op_gpu.cu.compute_61.cpp1.ii".
Target //tensorflow:tensorflow_cc.dll failed to build
INFO: Elapsed time: 972.399s, Critical Path: 212.46s
INFO: 3220 processes: 3220 local.
FAILED: Build did NOT complete successfully
Edit: This behaviour is expected with CUDA Toolkit 10.2, 10.2 is a update to 9.2 because CUDA Toolkit 9.2.1.148 doesn't support nvcc for MSVC 2019. MSVC 2017 might support C++14 required for TF 2.0.
See:
https://docs.nvidia.com/cuda/cuda-toolkit-release-notes/index.html#deprecated-features
CUDA COMPUTE 3.5 and 3.7 are deprecated, so need to cancel the render and lock it to 7.0 for the T4 based Turing card but this wont be suitable for a wide range of end users without Turing based cards.
Now it is set to CUDA compute 3.5,7.0 only I will see if this compiles.
samhodge
on 5 Jun 2020
MSVC 15 (2017) and CUDA Toolkit 9.2.1.148 gives you up to compute capability 7.0 and down to 3.5 While giving C++ language support.
samhodge
on 5 Jun 2020
7a7207f3b6 gives me
cl : Command line warning D9002 : ignoring unknown option '--cuda-gpu-arch=sm_70'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2993: 'Derived': is not a valid type for non-type template parameter '__formal'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(110): note: see reference to class template instantiation 'Eigen::DiagonalBase<T>' being compiled
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2065: 'T1': undeclared identifier
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2993: 'Derived': is not a valid type for non-type template parameter '__formal'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2923: 'std::_Select<__formal>::_Apply': 'T1' is not a valid template type argument for parameter '<unnamed-symbol>'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2062: type 'unknown-type' unexpected
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2993: 'Derived': is not a valid type for non-type template parameter '__formal'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2065: 'T1': undeclared identifier
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2993: 'Derived': is not a valid type for non-type template parameter '__formal'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2923: 'std::_Select<__formal>::_Apply': 'T1' is not a valid template type argument for parameter '<unnamed-symbol>'
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C4430: missing type specifier - int assumed. Note: C++ does not support default-int
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(99): error C2062: type 'unknown-type' unexpected
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(106): error C2062: type 'unknown-type' unexpected
C:\users\administrator\_bazel_administrator\ybx4nglg\execroot\org_tensorflow\external\eigen_archive\Eigen\src/Core/DiagonalMatrix.h(107): error C2334: unexpected token(s) preceding '{'; skipping apparent function body
Target //tensorflow:tensorflow_cc.dll failed to build
INFO: Elapsed time: 830.823s, Critical Path: 122.06s
INFO: 2477 processes: 2477 local.
FAILED: Build did NOT complete successfully
From
git clone tensorflow URLcd tensorflowcp ..\*.ps1. .\buildenv.ps1. .\build-tf.ps1
Where I am on a 2019 t4 server with 48 cores
With Anaconda Python, MSYS2 for patch and perl and bash, CUDA 10.2 CUDNN 7.6.5.32
buildenv.ps1 is
pushd 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\'
cmd /c "vcvarsall.bat x64 & set" |
foreach {
if ($_ -match "=") {
$v = $_.split("="); set-item -force -path "ENV:\$($v[0])" -value "$($v[1])"
}
}
popd
write-host "`nVisual Studio 2019 Command Prompt variables set." -ForegroundColor Yellow
build-tf.ps1 is
$ENV:USE_BAZEL_VERSION="2.0.0"
$ENV:PYTHON_BIN_PATH="C:/ProgramData/Anaconda3/python.exe"
$ENV:PYTHON_LIB_PATH="C:/ProgramData/Anaconda3/"
$ENV:Path += ";C:/msys64/usr/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/extras/CUPTI/libx64"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda/bin"
$ENV:BAZEL_SH = "C:/msys64/usr/bin/bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/"
$ENV:TF_CUDA_VERSION="10.2"
$ENV:CUDNN_INSTALL_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="7.0"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe clean --expunge
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc.dll
Is this expected behaviour?
samhodge
on 5 Jun 2020
I will repeat with r2.2.
samhodge
on 5 Jun 2020
2b96f3662b completed.
samhodge
on 5 Jun 2020
Attached is the tensorflow\BUILD file from r2.2
Which is being built as
. .\buildenv.ps1. .\build-tfstatic.ps1
buildenv.ps1
pushd 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\'
cmd /c "vcvarsall.bat x64 & set" |
foreach {
if ($_ -match "=") {
$v = $_.split("="); set-item -force -path "ENV:\$($v[0])" -value "$($v[1])"
}
}
popd
write-host "`nVisual Studio 2019 Command Prompt variables set." -ForegroundColor Yellow
build-tf-static.ps1
$ENV:USE_BAZEL_VERSION="2.0.0"
$ENV:PYTHON_BIN_PATH="C:/ProgramData/Anaconda3/python.exe"
$ENV:PYTHON_LIB_PATH="C:/ProgramData/Anaconda3/"
$ENV:Path += ";C:/msys64/usr/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/extras/CUPTI/libx64"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda/bin"
$ENV:BAZEL_SH = "C:/msys64/usr/bin/bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/"
$ENV:TF_CUDA_VERSION="10.2"
$ENV:CUDNN_INSTALL_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="7.0"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe clean --expunge
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc_static.lib
the edit to tensorflow\BUILD is
adding five lines
filegroup(
name = "tensorflow_cc_static.lib",
srcs = ["tensorflow_cc.dll"],
output_group = "interface_library",
)
```
samhodge
on 5 Jun 2020
I had cuda 10.1 on my machine, so tried with that. So it may be caused by the difference in cuda versions.
I see that some of your comments mention cuda 9.2, and some mention 10.2.
I am guessing the build with 10.2 succeeded?
gunan
on 5 Jun 2020
@hlopko @r4nt @meteorcloudy is there a way to have lib files accessible after building a dll, or maybe a cc_library?
Yes, you can get the LIB file (import library) via
--output_groups=interface_libraryin the command line or in the BUILD file using a filegroup rule.
Eg,filegroup( name = import_lib_name, srcs = ["my_dll_target"], output_group = "interface_library", )You can then later use this LIB file in a cc_import rule.
Please check this example: https://github.com/bazelbuild/bazel/blob/master/examples/windows/dll/windows_dll_library.bzl
Yeah this just makes a file that was already there
PS C:\Users\Administrator\dev\tensorflow> ls .\bazel-bin\tensorflow\libtensorflow_cc.dll.ifso
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 12:02 PM 39971810 libtensorflow_cc.dll.ifso
It is only 39M whereas the tensorflow_cc.dll file is 320Mb
What is needed is a static version of tensorflow_cc.lib where it has all the symbols to do inference or training or whatever tensorflow_cc.dll has to offer
I think there was an error in communication, as the symbols for protobuf are not exposed, I need to be able to statically link to a static archive .lib of all the symbols that are in the entity of tensorflow_cc.dll so with the header files and the -L tensorflow_cc_static.lib this will provide all the symbols.
samhodge
on 5 Jun 2020
I had cuda 10.1 on my machine, so tried with that. So it may be caused by the difference in cuda versions.
I see that some of your comments mention cuda 9.2, and some mention 10.2.
I am guessing the build with 10.2 succeeded?
Yes it did suceed.
samhodge
on 5 Jun 2020
Trying again with
filegroup(
name = "tensorflow_cc_static.lib",
srcs = ["tensorflow_cc.dll"],
output_group = "static",
)
And we are going in circles here: @meteorcloudy
samhodge
on 5 Jun 2020
Here are the results of bulding //tensorflow:tensorflow_cc_static.lib
filegroup(
name = "tensorflow_cc_static.lib",
srcs = ["tensorflow_cc.dll"],
output_group = "static",
)
PS C:\Users\Administrator\dev\tensorflow> ls .\bazel-bin\tensorflow\
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow
Mode LastWriteTime Length Name
---- ------------- ------ ----
d----- 6/5/2020 12:48 PM c
d----- 6/5/2020 12:48 PM cc
d----- 6/5/2020 12:34 PM compiler
d----- 6/5/2020 12:47 PM core
d----- 6/5/2020 12:34 PM stream_executor
d----- 6/5/2020 12:32 PM tools
-a---- 6/5/2020 12:51 PM 23947197 libtensorflow_cc.dll.exp
-ar--- 6/5/2020 12:51 PM 39971810 libtensorflow_cc.dll.ifso
-ar--- 6/5/2020 12:51 PM 328316928 tensorflow_cc.dll
-ar--- 6/5/2020 12:32 PM 142258 tensorflow_cc.dll-2.params
-a---- 6/5/2020 12:51 PM 190246912 tensorflow_cc.pdb
-ar--- 6/5/2020 12:47 PM 7107050 tensorflow_filtered_def_file.def
-ar--- 6/5/2020 12:47 PM 16876935 tf_custom_op_library_additional_deps.dll.gen.def
-a---- 6/5/2020 12:47 PM 50581 tf_custom_op_library_additional_deps.dll.gen.def-0.params
How do we get the the inputs into tensorflow_cc.dll as captured by the file group above to be put into an archive?
samhodge
on 5 Jun 2020
I am sneaking up on this
filegroup(
name = "tensorflow_cc_static_dep",
srcs = ["tensorflow_cc.dll"],
output_group = "static",
)
cc_library(
name = "tensorflow_cc_static",
deps=["tensorflow_cc_static_dep"],
alwayslink=True,
linkstatic=True
)
I think I might run into the transitive linking problem.
samhodge
on 5 Jun 2020
The above is a no go
Trying with
cc_library(
name = "tensorflow_cc_static",
linkopts = select({
"//tensorflow:macos": [
"-Wl,-exported_symbols_list,$(location //tensorflow:tf_exported_symbols.lds)",
],
"//tensorflow:windows": [],
"//conditions:default": [
"-z defs",
"-Wl,--version-script,$(location //tensorflow:tf_version_script.lds)",
],
}),
linkstatic=1,
alwayslink=1,
deps = [
"//tensorflow:tf_exported_symbols.lds",
"//tensorflow:tf_version_script.lds",
"//tensorflow/c:c_api",
"//tensorflow/c/eager:c_api",
"//tensorflow/cc:cc_ops",
"//tensorflow/cc:client_session",
"//tensorflow/cc:scope",
"//tensorflow/cc/profiler",
"//tensorflow/core:tensorflow",
] + if_ngraph(["@ngraph_tf//:ngraph_tf"]),
)
I think I also need to pull in tensorflow_framework for the above to work but I will let it bubble through and see what happens.
samhodge
on 5 Jun 2020
I just also noticed there is a rule for tensorflow_cc.lib if I did want to link dynamically, which @gunan suggests is not the solution to this problem, but instead to get a static version of the tensorflow_cc.dll from bazel but I think it will not work, I will keep trying for another hour.
samhodge
on 5 Jun 2020
OK now I have a bunch of .a files
PS C:\Users\Administrator\dev\tensorflow\bazel-bin> ls -r -inc *.a > ../archives.txt
PS C:\Users\Administrator\dev\tensorflow\bazel-bin> cd ..
PS C:\Users\Administrator\dev\tensorflow> more .\archives.txt
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\src\compiler
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 5415506 libgrpc_plugin_support.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_googlesource_code_re2
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 6327588 libre2.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 99158 libbase.a
-ar--- 6/5/2020 3:51 PM 6938 libdynamic_annotations.a
-ar--- 6/5/2020 3:52 PM 57538 libmalloc_internal.a
-ar--- 6/5/2020 3:51 PM 9996 libspinlock_wait.a
-ar--- 6/5/2020 3:51 PM 112758 libthrow_delegate.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 65270 libhashtablez_sampler.a
-ar--- 6/5/2020 3:52 PM 3732 libraw_hash_set.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 3208 libdebugging_internal.a
-ar--- 6/5/2020 3:52 PM 123878 libdemangle_internal.a
-ar--- 6/5/2020 3:52 PM 13024 libstacktrace.a
-ar--- 6/5/2020 3:51 PM 3542 libsymbolize.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 18242 libcity.a
-ar--- 6/5/2020 3:51 PM 2924 libhash.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\numeric
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 156246 libint128.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 44716 libinternal.a
-ar--- 6/5/2020 3:51 PM 785112 libstrings.a
-ar--- 6/5/2020 3:52 PM 852020 libstr_format_internal.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 119540 libgraphcycles_internal.a
-ar--- 6/5/2020 3:52 PM 247726 libsynchronization.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\time\internal\cctz
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 171266 libcivil_time.a
-ar--- 6/5/2020 3:52 PM 1477052 libtime_zone.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\time
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 504326 libtime.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 11746 libbad_optional_access.a
-ar--- 6/5/2020 3:51 PM 12302 libbad_variant_access.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_protobuf
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 4894350 libprotobuf_lite.a
-ar--- 6/5/2020 3:51 PM 37512202 libprotoc_lib.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\double_conversion
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 243164 libdouble-conversion.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\farmhash_archive
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 46846 libfarmhash.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\fft2d
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 86854 libfft2d.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\gif
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 98198 libgif.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\highwayhash
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 69762 libarch_specific.a
-ar--- 6/5/2020 3:52 PM 17936 libsip_hash.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 884154 libjpeg.a
-ar--- 6/5/2020 3:52 PM 269920 libsimd_win_x86_64.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 878114 libbinary_format.a
-ar--- 6/5/2020 3:52 PM 5387046 libdebug_info_code_view.a
-ar--- 6/5/2020 3:52 PM 654474 libdebug_info_msf.a
-ar--- 6/5/2020 3:52 PM 958868 libdemangle.a
-ar--- 6/5/2020 3:52 PM 4870334 libmc.a
-ar--- 6/5/2020 3:52 PM 12294524 libsupport.a
-ar--- 6/5/2020 3:51 PM 2749038 libtablegen.a
-ar--- 6/5/2020 3:51 PM 2956266 libutils_tablegen.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\nsync
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 385518 libnsync_cpp.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\snappy
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 266036 libsnappy.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\external\zlib
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 188924 libzlib.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 87842 libtf_status.a
-ar--- 6/5/2020 3:53 PM 70022 libtf_status_helper.a
-ar--- 6/5/2020 4:00 PM 401738 libtf_tensor.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 4:04 PM 1876774 libcc_op_gen_main.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 2620 libcommon.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 1185340 libattr_value_util.a
-ar--- 6/5/2020 3:53 PM 1632374 libcommon_shape_fns.a
-ar--- 6/5/2020 3:53 PM 2404568 libnode_def_util.a
-ar--- 6/5/2020 3:53 PM 134086 libnode_properties.a
-ar--- 6/5/2020 3:53 PM 1141572 libop.a
-ar--- 6/5/2020 3:53 PM 742750 libop_def_builder.a
-ar--- 6/5/2020 3:53 PM 1457520 libop_def_util.a
-ar--- 6/5/2020 4:04 PM 921396 libop_gen_lib.a
-ar--- 6/5/2020 3:53 PM 1526796 libshape_inference.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\bfloat16
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 8946 libbfloat16.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\core
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 146566 libarena.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\hash
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:51 PM 28680 libcrc32c.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\io
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 68668 libcache.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\monitoring
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 846628 libcollection_registry.a
-ar--- 6/5/2020 3:53 PM 214282 libpercentile_sampler.a
-ar--- 6/5/2020 3:53 PM 154376 libsampler.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\strings
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 89490 libordered_code.a
-ar--- 6/5/2020 3:51 PM 93102 libproto_serialization.a
-ar--- 6/5/2020 3:52 PM 35316 libproto_text_util.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\platform\default
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 355256 liblogging.a
-ar--- 6/5/2020 3:52 PM 30584 libmutex.a
-ar--- 6/5/2020 3:52 PM 5272 libresource.a
-ar--- 6/5/2020 3:53 PM 227774 libunbounded_work_queue.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\platform\windows
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 3564222 libenv.a
-ar--- 6/5/2020 3:51 PM 26880 libenv_time.a
-ar--- 6/5/2020 3:52 PM 55006 liberror_windows.a
-ar--- 6/5/2020 3:53 PM 117692 libload_library.a
-ar--- 6/5/2020 3:53 PM 244036 libnet.a
-ar--- 6/5/2020 3:52 PM 183340 libplatform_port.a
-ar--- 6/5/2020 3:51 PM 75362 libstacktrace.a
-ar--- 6/5/2020 3:51 PM 58550 libstacktrace_handler.a
-ar--- 6/5/2020 3:52 PM 159382 libsubprocess.a
-ar--- 6/5/2020 3:52 PM 85858 libwide_char.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\platform
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:52 PM 68210 libabi.a
-ar--- 6/5/2020 3:53 PM 109694 libbase64.a
-ar--- 6/5/2020 3:52 PM 70702 libcoding.a
-ar--- 6/5/2020 3:52 PM 119888 libcpu_feature_guard.a
-ar--- 6/5/2020 3:51 PM 29746 libdenormal.a
-ar--- 6/5/2020 3:53 PM 39056 liberror.a
-ar--- 6/5/2020 3:51 PM 21324 libhash.a
-ar--- 6/5/2020 3:51 PM 569722 libnumbers.a
-ar--- 6/5/2020 3:52 PM 104476 libplatform_strings.a
-ar--- 6/5/2020 3:52 PM 51036 libprotobuf.a
-ar--- 6/5/2020 3:52 PM 85010 librandom.a
-ar--- 6/5/2020 3:52 PM 22310 libscanner.a
-ar--- 6/5/2020 3:51 PM 20642 libsetround.a
-ar--- 6/5/2020 3:53 PM 512580 libstatus.a
-ar--- 6/5/2020 3:52 PM 121258 libstrcat.a
-ar--- 6/5/2020 3:52 PM 70676 libstringprintf.a
-ar--- 6/5/2020 3:52 PM 176672 libstr_util.a
-ar--- 6/5/2020 3:52 PM 145612 libtensor_coding.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 4:00 PM 123856 libproto_utils.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 305966 libeinsum_op_util.a
-ar--- 6/5/2020 3:53 PM 111176 libenv_var.a
-ar--- 6/5/2020 3:53 PM 124030 libpadding.a
-ar--- 6/5/2020 3:53 PM 837838 libreporter.a
-ar--- 6/5/2020 3:52 PM 871012 libstats_calculator_portable.a
-ar--- 6/5/2020 3:53 PM 105664 libtensor_format.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\cuda
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 740844 libcudart_stub.a
-ar--- 6/5/2020 3:53 PM 899918 libcuda_stub.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\lib
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 278690 liblib.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\platform\default
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 314672 libdso_loader.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 57612 liballocator_stats.a
-ar--- 6/5/2020 3:53 PM 320204 libplatform.a
-ar--- 6/5/2020 3:52 PM 3168 libplugin.a
Directory: C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\tools\proto_text
Mode LastWriteTime Length Name
---- ------------- ------ ----
-ar--- 6/5/2020 3:53 PM 1407960 libgen_proto_text_functions_lib.a
Which I assume I can link these in like .a files on Linux and my symbols will just "be there"
I was hoping for one big one, I will keep trying.
samhodge
on 5 Jun 2020
maybe I am less stupid than I think
@hlopko @meteorcloudy
https://github.com/bazelbuild/bazel/issues/7538
If there anyway to make a wild card of the .a files that were copied to bazel-bin in a filegroup
samhodge
on 5 Jun 2020
I feels like adding this to the end of tensorflow/BUILD
cc_library(
name = "tensorflow_cc_static",
linkopts = select({
"//tensorflow:macos": [
"-Wl,-exported_symbols_list,$(location //tensorflow:tf_exported_symbols.lds)",
],
"//tensorflow:windows": [],
"//conditions:default": [
"-z defs",
"-Wl,--version-script,$(location //tensorflow:tf_version_script.lds)",
],
}),
srcs = [":tensorflow_cc_static_input"],
linkstatic=1,
alwayslink=1,
deps = [
"//tensorflow:tf_exported_symbols.lds",
"//tensorflow:tf_version_script.lds",
"//tensorflow/c:c_api",
"//tensorflow/c/eager:c_api",
"//tensorflow/cc:cc_ops",
"//tensorflow/cc:client_session",
"//tensorflow/cc:scope",
"//tensorflow/cc/profiler",
"//tensorflow/core:tensorflow",
] + if_ngraph(["@ngraph_tf//:ngraph_tf"]),
)
filegroup(
name = "tensorflow_cc_static_input",
srcs = ["//tensorflow:tensorflow_cc.dll"],
output_group = "cc_library",
visibility = ["//visibility:public"],
)
and building //tensorflow:tensorflow_cc_static should work
samhodge
on 5 Jun 2020
If there anyway to make a wild card of the .a files that were copied to bazel-bin in a filegroup
@oquenchil is our C++ expert! What's the way to collect all transitive object files or .a files in Starlark?
meteorcloudy
on 5 Jun 2020
I think using our C++ Starlark API, we can collect all transitive lib files.
https://docs.bazel.build/versions/master/skylark/lib/CcInfo.html
Related issue: https://github.com/bazelbuild/bazel/issues/1920
meteorcloudy
on 5 Jun 2020
I am not trying to throw shade on bazel it really does a pretty good job of most things. But in many CMake projects I have used you simply add -DBUILD_SHARED_LIBS=0 and out pops a static archive. Given this feature was requested in 2016 . I think I might just use Python glob and mash it through and see if static linking will fix this issue.
samhodge
on 5 Jun 2020
Using Python I was able to assemble the .a files concerned
the python was pretty simple
doit.py
import os, glob
ROOT="C:\\Users\\Administrator\\dev\\tensorflow"
SUBS=["bazel-bin\\tensorflow\\*\\*.a",
"bazel-bin\\tensorflow\\*\\*\\*.a",
"bazel-bin\\tensorflow\\*\\*\\*\\*.a",
"bazel-bin\\external\\*\\*.a",
"bazel-bin\\external\\*\\*\\*.a",
"bazel-bin\\external\\*\\*\\*\\*.a"]
FILES = []
for sub in SUBS:
globstring = os.path.sep.join([ROOT,sub])
for curmatch in glob.glob(globstring):
FILES.append(curmatch)
print("\n".join(FILES))
The result is an epic list of files
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libcheckpoint_reader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libkernels.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libtf_status.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libtf_status_helper.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libtf_tensor.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libcc_op_gen_main.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libclient_session.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libconst_op.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libgradients.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libgrad_op_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libops.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libscope.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libwhile_loop.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libbfc_allocator.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libcore_cpu_base_no_ops.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgif_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgpu_bfc_allocator.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgpu_id_impl.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgpu_lib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgraph.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libjpeg_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libragged_to_dense_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\liballocator_stats.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libblas.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libdevice_description.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libdnn.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libevent.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libexecutor_cache.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libkernel.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libkernel_spec.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libmulti_platform_manager.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libplatform.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libplugin.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libplugin_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\librng.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libscratch_allocator.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libstream_executor_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libstream_executor_pimpl.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtemporary_device_memory.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtemporary_memory_manager.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtf_allocator_adapter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtimer.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\profiler\libprofiler.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\saved_model\libreader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libcommon.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libcompilability_check_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libcompilation_passes.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libdevice_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libencapsulate_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libflags.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libresource_operation_safety_analysis.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libshape_inference.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libshape_inference_helpers.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_activity_listener.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_cluster_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_compilation_cache.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_device_no_jit_rewrite_registration.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_launch_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_tensor.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libcommon.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfrontend_attributes_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_cond.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_control_flow.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_control_flow_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_while.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\librearrange_function_argument.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libresource_operation_table.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libsharding_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libside_effect_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libtf2xla_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libarray.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libcomparison_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libcpu_function_runtime.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libdebug_options_flags.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libexecutable_run_options.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libexecution_options_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libliteral.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libliteral_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libmetric_table_report.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libparse_flags_from_env.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libprotobuf_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libshape_layout.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libshape_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libstatus_macros.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libutil.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libwindow_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug\libdebug_callback_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug\libdebug_node_key.a
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C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_alpn.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_client_connector.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_client_insecure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_client_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_server.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_server_insecure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_server_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_inproc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_workaround_cronet_compression_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_xds_client_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libproto_gen_validate_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libtsi.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libtsi_interface.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_googlesource_code_re2\libre2.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_protobuf\libprotobuf_lite.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_protobuf\libprotoc_lib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\double_conversion\libdouble-conversion.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\farmhash_archive\libfarmhash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\fft2d\libfft2d.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\gif\libgif.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\highwayhash\libarch_specific.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\highwayhash\libsip_hash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\icu\libicuuc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\jsoncpp_git\libjsoncpp.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\libjpeg.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\libsimd_win_x86_64.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\lmdb\liblmdb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\mkl_dnn\libmkldnn_single_threaded.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\nsync\libnsync_cpp.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\org_sqlite\liborg_sqlite.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\png\libpng.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\snappy\libsnappy.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\upb\libupb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\zlib\libzlib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libaggressive_inst_combine.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libamdgpu_code_gen.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libamdgpu_desc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libamdgpu_info.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libamdgpu_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libanalysis.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libasm_parser.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libasm_printer.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libbinary_format.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libbitstream_reader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libbit_reader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libbit_writer.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libcf_guard.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libcode_gen.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libcore.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libcoroutines.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libdebug_info_code_view.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libdebug_info_dwarf.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libdebug_info_msf.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libdemangle.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libexecution_engine.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libfrontend_open_mp.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libglobal_i_sel.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libinstrumentation.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libinst_combine.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libipo.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libir_reader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libjit_link.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\liblinker.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libmc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libmc_disassembler.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libmc_parser.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libmir_parser.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libnvptx_code_gen.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libnvptx_desc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libnvptx_info.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libobjc_arc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libobject.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\liborc_error.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\liborc_jit.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libpasses.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libprofile_data.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libremarks.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libruntime_dyld.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libscalar.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libselection_dag.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libsupport.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libtablegen.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libtarget.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libtext_api.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libtransform_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libutils_tablegen.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libvectorize.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libx86_code_gen.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libx86_desc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libx86_info.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\libx86_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\src\compiler\libgrpc_plugin_support.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\third_party\address_sorting\libaddress_sorting.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libbase.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libdynamic_annotations.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libmalloc_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libspinlock_wait.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libthrow_delegate.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\libhashtablez_sampler.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\libraw_hash_set.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libdebugging_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libdemangle_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libleak_check.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libstacktrace.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libsymbolize.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libconfig.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libflag.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libhandle.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libinternal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libmarshalling.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libregistry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\libcity.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\libhash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\numeric\libint128.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libinternal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libstrings.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libstr_format_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\libgraphcycles_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\libsynchronization.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\time\libtime.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\libbad_optional_access.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\libbad_variant_access.a
So without linking anything these are the missing symbols
1>------ Build started: Project: ConsoleApplication1, Configuration: Release x64 ------
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: virtual __cdecl tensorflow::GPUOptions::~GPUOptions(void)" (??1GPUOptions@tensorflow@@UEAA@XZ)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: __cdecl tensorflow::GPUOptions::GPUOptions(void)" (??0GPUOptions@tensorflow@@QEAA@XZ)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: void __cdecl google::protobuf::internal::LogFinisher::operator=(class google::protobuf::internal::LogMessage &)" (??4LogFinisher@internal@protobuf@google@@QEAAXAEAVLogMessage@123@@Z)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: void * __cdecl google::protobuf::internal::ArenaImpl::AllocateAlignedAndAddCleanup(unsigned __int64,void (__cdecl*)(void *))" (?AllocateAlignedAndAddCleanup@ArenaImpl@internal@protobuf@google@@QEAAPEAX_KP6AXPEAX@Z@Z)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: void * __cdecl google::protobuf::internal::ArenaImpl::AllocateAligned(unsigned __int64)" (?AllocateAligned@ArenaImpl@internal@protobuf@google@@QEAAPEAX_K@Z)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "class google::protobuf::internal::ExplicitlyConstructed<class std::basic_string<char,struct std::char_traits<char>,class std::allocator<char> > > google::protobuf::internal::fixed_address_empty_string" (?fixed_address_empty_string@internal@protobuf@google@@3V?$ExplicitlyConstructed@V?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@@123@A)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: class google::protobuf::internal::LogMessage & __cdecl google::protobuf::internal::LogMessage::operator<<(char const *)" (??6LogMessage@internal@protobuf@google@@QEAAAEAV0123@PEBD@Z)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: __cdecl google::protobuf::internal::LogMessage::~LogMessage(void)" (??1LogMessage@internal@protobuf@google@@QEAA@XZ)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: __cdecl google::protobuf::internal::LogMessage::LogMessage(enum google::protobuf::LogLevel,char const *,int)" (??0LogMessage@internal@protobuf@google@@QEAA@W4LogLevel@23@PEBDH@Z)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "private: void __cdecl google::protobuf::Arena::OnArenaAllocation(class type_info const *,unsigned __int64)const " (?OnArenaAllocation@Arena@protobuf@google@@AEBAXPEBVtype_info@@_K@Z)
1>C:\Users\Administrator\source\repos\ConsoleApplication1\x64\Release\ConsoleApplication1.exe : fatal error LNK1120: 10 unresolved externals
1>Done building project "ConsoleApplication1.vcxproj" -- FAILED.
========== Build: 0 succeeded, 1 failed, 0 up-to-date, 0 skipped ==========
After adding the following
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libcheckpoint_reader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libkernels.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libtf_status.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libtf_status_helper.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\libtf_tensor.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libcc_op_gen_main.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libclient_session.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libconst_op.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libgradients.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libgrad_op_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libops.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libscope.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\libwhile_loop.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libbfc_allocator.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libcore_cpu_base_no_ops.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgif_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgpu_bfc_allocator.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgpu_id_impl.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgpu_lib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libgraph.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libjpeg_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\libragged_to_dense_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\liballocator_stats.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libblas.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libdevice_description.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libdnn.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libevent.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libexecutor_cache.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libkernel.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libkernel_spec.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libmulti_platform_manager.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libplatform.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libplugin.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libplugin_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\librng.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libscratch_allocator.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libstream_executor_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libstream_executor_pimpl.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtemporary_device_memory.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtemporary_memory_manager.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtf_allocator_adapter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\libtimer.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\profiler\libprofiler.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\saved_model\libreader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libcommon.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libcompilability_check_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libcompilation_passes.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libdevice_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libencapsulate_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libflags.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libresource_operation_safety_analysis.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libshape_inference.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libshape_inference_helpers.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_activity_listener.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_cluster_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_compilation_cache.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_device_no_jit_rewrite_registration.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_launch_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\libxla_tensor.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libcommon.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfrontend_attributes_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_cond.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_control_flow.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_control_flow_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libfunctionalize_while.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\librearrange_function_argument.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libresource_operation_table.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libsharding_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libside_effect_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\libtf2xla_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libarray.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libcomparison_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libcpu_function_runtime.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libdebug_options_flags.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libexecutable_run_options.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libexecution_options_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libliteral.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libliteral_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libmetric_table_report.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libparse_flags_from_env.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libprotobuf_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libshape_layout.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libshape_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libstatus_macros.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\libutil.a
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C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_trace.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_alpn.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_client_connector.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_client_insecure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_client_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_server.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_server_insecure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_chttp2_server_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_transport_inproc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_workaround_cronet_compression_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_xds_client_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libproto_gen_validate_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libtsi.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libtsi_interface.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_googlesource_code_re2\libre2.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_protobuf\libprotobuf_lite.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_protobuf\libprotoc_lib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\double_conversion\libdouble-conversion.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\farmhash_archive\libfarmhash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\fft2d\libfft2d.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\gif\libgif.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\highwayhash\libarch_specific.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\highwayhash\libsip_hash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\icu\libicuuc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\jsoncpp_git\libjsoncpp.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\libjpeg.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\libsimd_win_x86_64.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\lmdb\liblmdb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\mkl_dnn\libmkldnn_single_threaded.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\nsync\libnsync_cpp.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\org_sqlite\liborg_sqlite.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\png\libpng.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\snappy\libsnappy.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\upb\libupb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\zlib\libzlib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\src\compiler\libgrpc_plugin_support.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\third_party\address_sorting\libaddress_sorting.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libbase.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libdynamic_annotations.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libmalloc_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libspinlock_wait.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libthrow_delegate.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\libhashtablez_sampler.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\libraw_hash_set.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libdebugging_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libdemangle_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libleak_check.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libstacktrace.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libsymbolize.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libconfig.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libflag.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libhandle.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libinternal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libmarshalling.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libregistry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\libcity.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\libhash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\numeric\libint128.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libinternal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libstrings.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libstr_format_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\libgraphcycles_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\libsynchronization.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\time\libtime.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\libbad_optional_access.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\libbad_variant_access.a
The following symbols are missing
1>------ Build started: Project: ConsoleApplication1, Configuration: Release x64 ------
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: virtual __cdecl tensorflow::GPUOptions::~GPUOptions(void)" (??1GPUOptions@tensorflow@@UEAA@XZ)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: __cdecl tensorflow::GPUOptions::GPUOptions(void)" (??0GPUOptions@tensorflow@@QEAA@XZ)
1>C:\Users\Administrator\source\repos\ConsoleApplication1\x64\Release\ConsoleApplication1.exe : fatal error LNK1120: 2 unresolved externals
1>Done building project "ConsoleApplication1.vcxproj" -- FAILED.
This is a result of compiling
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
std::cout << "Before: allocator_type " << gpu_options.allocator_type() << std::endl;
gpu_options.set_visible_device_list("0");
std::cout << "After: allocator_type " << gpu_options.allocator_type() << std::endl;
}
With MSVC 2019
the following Project.
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<ProjectConfiguration Include="Release|x64">
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<PropertyGroup Label="UserMacros" />
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|Win32'">
<LinkIncremental>true</LinkIncremental>
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<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|Win32'">
<LinkIncremental>false</LinkIncremental>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
<LinkIncremental>true</LinkIncremental>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
<LinkIncremental>false</LinkIncremental>
</PropertyGroup>
<ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Debug|Win32'">
<ClCompile>
<WarningLevel>Level3</WarningLevel>
<SDLCheck>true</SDLCheck>
<PreprocessorDefinitions>WIN32;_DEBUG;_CONSOLE;%(PreprocessorDefinitions)</PreprocessorDefinitions>
<ConformanceMode>true</ConformanceMode>
</ClCompile>
<Link>
<SubSystem>Console</SubSystem>
<GenerateDebugInformation>true</GenerateDebugInformation>
</Link>
</ItemDefinitionGroup>
<ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Release|Win32'">
<ClCompile>
<WarningLevel>Level3</WarningLevel>
<FunctionLevelLinking>true</FunctionLevelLinking>
<IntrinsicFunctions>true</IntrinsicFunctions>
<SDLCheck>true</SDLCheck>
<PreprocessorDefinitions>WIN32;NDEBUG;_CONSOLE;%(PreprocessorDefinitions)</PreprocessorDefinitions>
<ConformanceMode>true</ConformanceMode>
<AdditionalIncludeDirectories>C:\Users\Administrator\dev\tensorflow;C:\Users\Administrator\dev\tensorflow\bazel-tensorflow\external\com_google_protobuf\src;C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow;C:\Users\Administrator\dev\tensorflow\bazel-bin;C:\Users\Administrator\dev\tensorflow\tensorflow;%(AdditionalIncludeDirectories)</AdditionalIncludeDirectories>
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<Link>
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<EnableCOMDATFolding>true</EnableCOMDATFolding>
<OptimizeReferences>true</OptimizeReferences>
<GenerateDebugInformation>true</GenerateDebugInformation>
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C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\libjpeg.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\libsimd_win_x86_64.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\lmdb\liblmdb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\mkl_dnn\libmkldnn_single_threaded.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\nsync\libnsync_cpp.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\org_sqlite\liborg_sqlite.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\png\libpng.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\snappy\libsnappy.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\upb\libupb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\zlib\libzlib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\src\compiler\libgrpc_plugin_support.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\third_party\address_sorting\libaddress_sorting.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libbase.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libdynamic_annotations.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libmalloc_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libspinlock_wait.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\libthrow_delegate.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\libhashtablez_sampler.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\libraw_hash_set.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libdebugging_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libdemangle_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libleak_check.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libstacktrace.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\libsymbolize.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libconfig.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libflag.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libhandle.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libinternal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libmarshalling.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\libregistry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\libcity.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\libhash.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\numeric\libint128.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libinternal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libstrings.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\libstr_format_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\libgraphcycles_internal.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\libsynchronization.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\time\libtime.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\libbad_optional_access.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\libbad_variant_access.a %(AdditionalOptions)</AdditionalOptions>
</Link>
</ItemDefinitionGroup>
<ItemGroup>
<ClCompile Include="ConsoleApplication1.cpp" />
</ItemGroup>
<Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />
<ImportGroup Label="ExtensionTargets">
</ImportGroup>
</Project>
@gunan
So my question is as follows:
If you cannot link to libprotobuf.lib to provide symbols for tensorflow_cc.dll and you need to link statically, how do you do that?
Can you compile the code main.cpp and tell me what you get as a result with static linking?
main.cpp
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
std::cout << "Before: allocator_type " << gpu_options.allocator_type() << std::endl;
gpu_options.set_visible_device_list("0");
std::cout << "After: allocator_type " << gpu_options.allocator_type() << std::endl;
}
I had a bit of a look earlier and it seems that config.proto In tensorflow/core/protobuf has the missing symbols and while the .o files can be found I could not follow the path within the bazel indirection to see if these object files end up in one of the .a object archives, clearly they don’t or the symbols would not be missing.
But is this part of the problem?
The .proto file makes a .cc file which in turn makes the object file, but the headers are also created, I am not sure if the headers declare the symbols as exposed or not.
In the morning I will try adding the .o files to the additional libraries. But there is a character limit to the addition libraries and libraries so adding each object file may not be possible.
Which leads to stuffing static .lib .a and .o files into one large static archive.
Which should be done with bazel under Linux and macOS with a large word size on the shell using ar it can be done from the object files.
@gunan
Can we please have static targets for C++ and Tensorflow?
samhodge
on 9 Jun 2020
I think it is reasonable.
@meteorcloudy how can we create a target that will be the combination of the individual .a files @samhodge mined above? Can bazel merge these?
gunan
on 9 Jun 2020
🚀1
🎉1
Linking to the following
Results in the following missing symbols
see attached
output.zip
When compiling
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\boringssl\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\src\compiler\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\third_party\address_sorting\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\base\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\container\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\debugging\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\flags\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\hash\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\numeric\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\strings\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\synchronization\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\time\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_absl\absl\types\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_google_protobuf\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_googlesource_code_re2\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\double_conversion\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\farmhash_archive\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\fft2d\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\gif\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\highwayhash\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\icu\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\jsoncpp_git\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\libjpeg_turbo\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\llvm-project\llvm\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\lmdb\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\mkl_dnn\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\nsync\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\org_sqlite\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\png\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\snappy\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\upb\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\zlib\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\c\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\profiler\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\cc\saved_model\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\graphcycles\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\cc\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\kernels\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\lib\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\client\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\service\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\common_runtime\eager\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\distributed_runtime\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\distributed_runtime\eager\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\distributed_runtime\rpc\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\clusters\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\costs\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\inputs\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\optimizers\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\utils\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\grappler\verifiers\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\batching_util\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\boosted_trees\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\data\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\rnn\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\tensor_forest\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\bfloat16\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\core\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\db\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\hash\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\io\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\monitoring\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\png\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\strings\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\platform\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\platform\default\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\platform\windows\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\convert\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\internal\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\lib\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\summary\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\tpu\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\ctc\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\rpc\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\tensor_bundle\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\cuda\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\gpu\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\host\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\lib\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\platform\default\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\rocm\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\tools\proto_text\*.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit\_objs\xla_activity_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\_objs\host_compute_metadata_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla\_objs\tf2xla_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\_objs\xla_data_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\_objs\xla_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\service\_objs\hlo_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\service\gpu\_objs\gpu_autotuning_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\_objs\autotuning_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\_objs\conv_autotuning_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\_objs\eager_service_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\_objs\master_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\_objs\worker_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug\_objs\debug_service_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug\_objs\debugger_event_metadata_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\example\_objs\example_parser_configuration_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\allocation_description_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\api_def_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\attr_value_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\cost_graph_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\device_attributes_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\function_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\graph_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\graph_transfer_info_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\kernel_def_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\log_memory_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\node_def_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\op_def_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\reader_base_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\remote_fused_graph_execute_info_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\resource_handle_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\step_stats_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\summary_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\tensor_description_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\tensor_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\tensor_shape_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\tensor_slice_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\types_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\variable_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework\_objs\versions_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\boosted_trees\_objs\boosted_trees_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\core\_objs\error_codes_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\protobuf\_objs\xplane_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\protobuf\tpu\_objs\optimization_parameters_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\protobuf\tpu\_objs\tpu_embedding_configuration_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\protobuf\tpu\_objs\tpu_embedding_output_layout_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\_objs\event_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\_objs\memmapped_file_system_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\_objs\saved_tensor_slice_proto_cc_impl\*.o
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\_objs\dnn_proto_cc_impl\*.o
With include files as
C:\Users\Administrator\dev\tensorflow
C:\Users\Administrator\dev\tensorflow\bazel-tensorflow\external\com_google_protobuf\src
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow
C:\Users\Administrator\dev\tensorflow\bazel-bin
C:\Users\Administrator\dev\tensorflow\tensorflow
Compilation is sucessful, linking fails as above.
samhodge
on 10 Jun 2020
Thank you, I will try later.
------------------ 原始邮件 ------------------
发件人: "Sam Hodge"<[email protected]>;
发送时间: 2020年6月10日(星期三) 上午8:55
收件人: "tensorflow/tensorflow"<[email protected]>;
抄送: "Subscribed"<[email protected]>;
主题: Re: [tensorflow/tensorflow] Windows C++ tensorflow_cc.dll has overlapping memory address between string gpu options for "allocator type" and "visible device list" (#39439)
Linking to the following
Results in the following missing symbols
see attached
output.zip
When compiling
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\jit_objs\xla_activity_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla_objshost_compute_metadata_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\tf2xla_objs\tf2xla_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla_objs\xla_data_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla_objs\xla_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\service_objshlo_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\compiler\xla\service\gpu_objs\gpu_autotuning_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core_objs\autotuning_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core_objs\conv_autotuning_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core_objs\eager_service_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core_objsmaster_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core_objs\worker_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug_objs\debug_service_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\debug_objs\debugger_event_metadata_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\example_objs\example_parser_configuration_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\allocation_description_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\api_def_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\attr_value_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\cost_graph_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\device_attributes_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\function_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\graph_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\graph_transfer_info_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\kernel_def_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\log_memory_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\node_def_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\op_def_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\reader_base_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\remote_fused_graph_execute_info_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\resource_handle_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\step_stats_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\summary_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\tensor_description_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\tensor_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\tensor_shape_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\tensor_slice_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\types_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\variable_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\versions_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\kernels\boosted_trees_objs\boosted_trees_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\lib\core_objs\error_codes_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\protobuf_objs\xplane_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\protobuf\tpu_objs\optimization_parameters_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\protobuf\tpu_objs\tpu_embedding_configuration_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\protobuf\tpu_objs\tpu_embedding_output_layout_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util_objs\event_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util_objs\memmapped_file_system_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util_objs\saved_tensor_slice_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor_objs\dnn_proto_cc_impl*.o
With include files as
C:\Users\Administrator\dev\tensorflow C:\Users\Administrator\dev\tensorflow\bazel-tensorflow\external\com_google_protobuf\src C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow C:\Users\Administrator\dev\tensorflow\bazel-bin C:\Users\Administrator\dev\tensorflow\tensorflow
Compilation is sucessful, linking fails as above.
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hunim
on 10 Jun 2020
I am baffled. I see that you are grabbing .a files under com_google_protobuf. I have no idea how you are seeing the symbol errors.
gunan
on 10 Jun 2020
I am baffled. I see that you are grabbing .a files under com_google_protobuf. I have no idea how you are seeing the symbol errors.
Yeah it seems puzzling, if anybody else wants to attempt it themselves this essentially the artifacts created from r2.2 and building the target //tensorflow:tensorflow_cc.dll with CUDA 10.2 defines with Visual Studio 2019.
samhodge
on 10 Jun 2020
I am baffled. I see that you are grabbing .a files under com_google_protobuf. I have no idea how you are seeing the symbol errors.
If you do not include the .o files created from the .proto file the only missing symbols are
1>------ Build started: Project: ConsoleApplication1, Configuration: Release x64 ------
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: virtual __cdecl tensorflow::GPUOptions::~GPUOptions(void)" (??1GPUOptions@tensorflow@@UEAA@XZ)
1>ConsoleApplication1.obj : error LNK2001: unresolved external symbol "public: __cdecl tensorflow::GPUOptions::GPUOptions(void)" (??0GPUOptions@tensorflow@@QEAA@XZ)
1>C:\Users\Administrator\source\repos\ConsoleApplication1\x64\Release\ConsoleApplication1.exe : fatal error LNK1120: 2 unresolved externals
1>Done building project "ConsoleApplication1.vcxproj" -- FAILED.
Including the .o files of the C++ protobuf .proto targets expands this list out to almost 200 missing symbols.
samhodge
on 10 Jun 2020
@meteorcloudy @sanjoy @gunan
A month has elapsed since this issue was raised.
I have tried everything that has been asked of me but we are still at the point where we cannot run a under twenty line reproduction case.
The journey has involved creating a complete and reproducible compile time and runtime environment.
Now I am at a point that at linking there are two missing symbols GPUOptions C++ constructor and destructor as C declarations indicating they should be dynamically linked
But we are trying to statically link.
My next step is to look into the .cc intermediate made from the .proto file in GitHub to see if the missing symbols are there in black and white.
From there we can only see two outcomes
The symbols are there and we follow the linking process
The symbols are missing and we look upstream to add the GPUOptions constructor and destructor to a DEF list in a .lds file to make sure the conversion of .proro to an executable is consistent with the intended behaviour of the software
But this is a dynamic linking solution and I have been told the best solution Is static linking to overcome the 65K symbol limits in Windows
As there are no design documents about how bazel intends this process to happen
I rely on the Tensorflow team to guide me.
Or I just keep making assumptions and then test them with experiments, which is a poor use of my limited resources
Can I please ask for some guidance?
Sam
samhodge
on 11 Jun 2020
Leaving this here for my latter reference
samhodge
on 11 Jun 2020
Hi Sam,
We appreciate your feedback.
As I mentioned above, I am out of ideas, and we are at the point where we need bazel on windows expertise to help us explain some of these.
Unfortunately, bazel team is located in Germany. They also have different vacation schedules, different constraints and processes for responding to issues from github. As you are, I am also waiting for some feedback and guidance from them.
gunan
on 11 Jun 2020
Thanks for the transparency it certainly helps the frustration levels
I will conduct further experiments this morning if time permits
I am truely grateful for anything you can give
Cheers!
samhodge
on 11 Jun 2020
Please see the config.pb.h and config.pb.cc resulting from config.proto in
https://github.com/tensorflow/tensorflow/commit/a94839d7910dc5dfa4b6cde20445b1d5a2fa53b8
ie
https://github.com/tensorflow/tensorflow/blob/r2.2/tensorflow/core/protobuf/config.proto
I will paste the relevant piece of code:
#if !defined(_MSC_VER) || _MSC_VER >= 1900
const int GPUOptions::kPerProcessGpuMemoryFractionFieldNumber;
const int GPUOptions::kAllowGrowthFieldNumber;
const int GPUOptions::kAllocatorTypeFieldNumber;
const int GPUOptions::kDeferredDeletionBytesFieldNumber;
const int GPUOptions::kVisibleDeviceListFieldNumber;
const int GPUOptions::kPollingActiveDelayUsecsFieldNumber;
const int GPUOptions::kPollingInactiveDelayMsecsFieldNumber;
const int GPUOptions::kForceGpuCompatibleFieldNumber;
const int GPUOptions::kExperimentalFieldNumber;
#endif // !defined(_MSC_VER) || _MSC_VER >= 1900
GPUOptions::GPUOptions()
: ::PROTOBUF_NAMESPACE_ID::Message(), _internal_metadata_(nullptr) {
SharedCtor();
// @@protoc_insertion_point(constructor:tensorflow.GPUOptions)
}
GPUOptions::GPUOptions(::PROTOBUF_NAMESPACE_ID::Arena* arena)
: ::PROTOBUF_NAMESPACE_ID::Message(),
_internal_metadata_(arena) {
SharedCtor();
RegisterArenaDtor(arena);
// @@protoc_insertion_point(arena_constructor:tensorflow.GPUOptions)
}
GPUOptions::GPUOptions(const GPUOptions& from)
: ::PROTOBUF_NAMESPACE_ID::Message(),
_internal_metadata_(nullptr) {
_internal_metadata_.MergeFrom(from._internal_metadata_);
allocator_type_.UnsafeSetDefault(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited());
if (from.allocator_type().size() > 0) {
allocator_type_.Set(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited(), from.allocator_type(),
GetArenaNoVirtual());
}
visible_device_list_.UnsafeSetDefault(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited());
if (from.visible_device_list().size() > 0) {
visible_device_list_.Set(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited(), from.visible_device_list(),
GetArenaNoVirtual());
}
if (from.has_experimental()) {
experimental_ = new ::tensorflow::GPUOptions_Experimental(*from.experimental_);
} else {
experimental_ = nullptr;
}
::memcpy(&per_process_gpu_memory_fraction_, &from.per_process_gpu_memory_fraction_,
static_cast<size_t>(reinterpret_cast<char*>(&polling_inactive_delay_msecs_) -
reinterpret_cast<char*>(&per_process_gpu_memory_fraction_)) + sizeof(polling_inactive_delay_msecs_));
// @@protoc_insertion_point(copy_constructor:tensorflow.GPUOptions)
}
void GPUOptions::SharedCtor() {
::PROTOBUF_NAMESPACE_ID::internal::InitSCC(&scc_info_GPUOptions_tensorflow_2fcore_2fprotobuf_2fconfig_2eproto.base);
allocator_type_.UnsafeSetDefault(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited());
visible_device_list_.UnsafeSetDefault(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited());
::memset(&experimental_, 0, static_cast<size_t>(
reinterpret_cast<char*>(&polling_inactive_delay_msecs_) -
reinterpret_cast<char*>(&experimental_)) + sizeof(polling_inactive_delay_msecs_));
}
GPUOptions::~GPUOptions() {
// @@protoc_insertion_point(destructor:tensorflow.GPUOptions)
SharedDtor();
}
void GPUOptions::SharedDtor() {
GOOGLE_DCHECK(GetArenaNoVirtual() == nullptr);
allocator_type_.DestroyNoArena(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited());
visible_device_list_.DestroyNoArena(&::PROTOBUF_NAMESPACE_ID::internal::GetEmptyStringAlreadyInited());
if (this != internal_default_instance()) delete experimental_;
}
void GPUOptions::ArenaDtor(void* object) {
GPUOptions* _this = reinterpret_cast< GPUOptions* >(object);
(void)_this;
}
void GPUOptions::RegisterArenaDtor(::PROTOBUF_NAMESPACE_ID::Arena*) {
}
void GPUOptions::SetCachedSize(int size) const {
_cached_size_.Set(size);
}
const GPUOptions& GPUOptions::default_instance() {
::PROTOBUF_NAMESPACE_ID::internal::InitSCC(&::scc_info_GPUOptions_tensorflow_2fcore_2fprotobuf_2fconfig_2eproto.base);
return *internal_default_instance();
}
We can see that these symbols are not wrapped in cdecl
see
https://docs.microsoft.com/en-us/cpp/cpp/cdecl?view=vs-2019
So the symbols are missing.
I will try editing:
https://github.com/tensorflow/tensorflow/blob/r2.2/tensorflow/tf_exported_symbols.lds
to add *GPUOptions*
Then see where things go from there.
samhodge
on 15 Jun 2020
I am spending a little time on this today
but there are two work arounds
see this comment https://github.com/tensorflow/tensorflow/issues/23542#issuecomment-464730964
And on this thread the TF_EXPORT macro while it exposes symbols, this is not through a layer of .proto to .pb.cc and .pb.h compilation.
So we need a mechanism to expose symbols that are compiled through protobuf
samhodge
on 15 Jun 2020
OK I did get some progress
from this program
C++ driver as reccomended by @gunan
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
std::cout << "Before: allocator_type " << gpu_options.allocator_type() << std::endl;
gpu_options.set_visible_device_list("0");
std::cout << "After: allocator_type " << gpu_options.allocator_type() << std::endl;
}
Output from MSVC 2019
2020-06-15 13:32:45.972341: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_102.dll
Before: allocator_type
After: allocator_type 0
C:\Users\Administrator\source\repos\ConsoleApplication1\x64\Release\ConsoleApplication1.exe (process 10276) exited with code 0.
To automatically close the console when debugging stops, enable Tools->Options->Debugging->Automatically close the console when debugging stops.
Press any key to close this window . . .
The include directories are as follows:
C:\Users\Administrator\dev\attempt2\tensorflow\bazel-tensorflow\external\com_google_protobuf\src
C:\Users\Administrator\dev\attempt2\tensorflow\bazel-bin\tensorflow
C:\Users\Administrator\dev\attempt2\tensorflow\bazel-bin
C:\Users\Administrator\dev\attempt2\tensorflow
%(AdditionalIncludeDirectories)
it was linked to
C:\Users\Administrator\dev\attempt2\tensorflow\bazel-bin\external\com_google_protobuf\libprotoc_lib.a
C:\Users\Administrator\dev\attempt2\tensorflow\bazel-bin\external\com_google_protobuf\libprotobuf_lite.a
C:\Users\Administrator\dev\attempt2\tensorflow\bazel-bin\tensorflow\tensorflow_cc.lib
%(AdditionalDependencies)
Where these are artifacts created from
cd C:\Users\Administrator\dev\
mkdir attempt2
git clone https://github.com/tensorflow/tensorflow.git
cd .\tensorflow
git checkout r2.2
notepad.exe .\tensorflow\tf_version_script.lds (add line '*GPUOptions*')
notepad.exe .\tensorflow\tf_exported_symbols.lds (add line '*GPUOptions*')
. .\..\..\scripts\buildenv.ps1
. .\..\..\script\build-tf.ps1
where script contains
buildenv.ps1
pushd 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\'
cmd /c "vcvarsall.bat x64 & set" |
foreach {
if ($_ -match "=") {
$v = $_.split("="); set-item -force -path "ENV:\$($v[0])" -value "$($v[1])"
}
}
popd
write-host "`nVisual Studio 2019 Command Prompt variables set." -ForegroundColor Yellow
build-tf.ps1
$ENV:USE_BAZEL_VERSION="2.0.0"
$ENV:PYTHON_BIN_PATH="C:/ProgramData/Anaconda3/python.exe"
$ENV:PYTHON_LIB_PATH="C:/ProgramData/Anaconda3/"
$ENV:Path += ";C:/msys64/usr/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/extras/CUPTI/libx64"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda/bin"
$ENV:BAZEL_SH = "C:/msys64/usr/bin/bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/"
$ENV:TF_CUDA_VERSION="10.2"
$ENV:CUDNN_INSTALL_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="7.0"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc.dll
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc.lib
Additionally
this C++ Driver
#include "tensorflow/core/protobuf/control_flow.pb.h"
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_allocator_type("7");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_visible_device_list("5");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_allocator_type("3");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
}
Produces
2020-06-15 13:48:44.006207: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library cudart64_102.dll
allocator_type 0
visible_device_list 0
allocator_type 7
visible_device_list 7
allocator_type 5
visible_device_list 5
allocator_type 3
visible_device_list 3
C:\Users\Administrator\source\repos\ConsoleApplication1\x64\Release\ConsoleApplication1.exe (process 11204) exited with code 0.
To automatically close the console when debugging stops, enable Tools->Options->Debugging->Automatically close the console when debugging stops.
Press any key to close this window . . .
So @sanjoy @gunan @meteorcloudy you now how reproduction steps using r2.2 CUDA 10.2 MSVC 2019 and the CUDNN versions listed above.
here is my git diff
PS C:\Users\Administrator\dev\attempt2\tensorflow> notepad.exe ..\..\scripts\buildenv.ps1
PS C:\Users\Administrator\dev\attempt2\tensorflow> git diff
diff --git a/tensorflow/tf_exported_symbols.lds b/tensorflow/tf_exported_symbols.lds
index 8bbd4199f8..cf6d24f672 100644
--- a/tensorflow/tf_exported_symbols.lds
+++ b/tensorflow/tf_exported_symbols.lds
@@ -8,3 +8,4 @@
*nsync_*
*stream_executor*
*xla*
+*GPU*
diff --git a/tensorflow/tf_version_script.lds b/tensorflow/tf_version_script.lds
index 303ba98b9a..3ce222e76d 100644
--- a/tensorflow/tf_version_script.lds
+++ b/tensorflow/tf_version_script.lds
@@ -10,6 +10,7 @@ tensorflow {
*nsync_*;
*stream_executor*;
*xla*;
+ *GPUOptions*
local:
*;
};
🚀1
🎉1
👍1
Looking at this:
https://github.com/protocolbuffers/protobuf/blob/master/src/google/protobuf/arenastring.h#L249
// Called from generated code / reflection runtime only. Resets value to point
// to a default string pointer, with the semantics that this ArenaStringPtr
// does not own the pointed-to memory. Disregards initial value of ptr_ (so
// this is the *ONLY* safe method to call after construction or when
// reinitializing after becoming the active field in a oneof union).
inline void UnsafeSetDefault(const ::std::string* default_value) {
// Casting away 'const' is safe here: accessors ensure that ptr_ is only
// returned as a const if it is equal to default_value.
ptr_ = const_cast< ::std::string*>(default_value);
}
Would this cause the allocator type and the visible gpu list to be on the same string.
samhodge
on 15 Jun 2020
@samhodge
I wrote a win_cc_static_library rule to build a static cc library linked to all given transitive deps on Windows. Please check if it helps.
meteorcloudy
on 15 Jun 2020
If time permits I will attempt that in about 7 hours from now
So it would simply be a matter of having the same dependencies at the //tensorflow:tensorflow_cc.dll target and give it a name and magic will happen and I can link to the .a or .lib file without having to expose any extra symbols?
Is this correct @meteorcloudy ?
samhodge
on 15 Jun 2020
OK I found some time
here is my method:
clone r2.2
add the win_cc_static_library.bzl file to the tensorflow directory
load("@bazel_tools//tools/cpp:toolchain_utils.bzl", "find_cpp_toolchain")
# A rule to create a C++ static library linked with all given dependencies on Windows.
def _win_cc_static_library_impl(ctx):
output_lib = ctx.actions.declare_file("{}.lib".format(ctx.attr.name))
cc_toolchain = find_cpp_toolchain(ctx)
lib_sets = []
for dep in ctx.attr.deps:
if hasattr(dep[CcInfo].linking_context.libraries_to_link, "to_list"):
lib_sets.append(dep[CcInfo].linking_context.libraries_to_link)
else:
lib_sets.append(depset(direct = dep[CcInfo].linking_context.libraries_to_link))
libraries_to_link = depset(transitive = lib_sets)
libs = []
libs.extend([lib.pic_static_library for lib in libraries_to_link.to_list() if lib.pic_static_library])
libs.extend([
lib.static_library
for lib in libraries_to_link.to_list()
if lib.static_library and not lib.pic_static_library
])
params_file = ctx.actions.declare_file("{}.params".format(ctx.attr.name))
params = ["/nologo", "/MACHINE:X64", "/OUT:{}".format(output_lib.path)]
for lib in libs:
params.append(lib.path)
ctx.actions.write(
output = params_file,
content = "\n".join(params) + "\n",
)
ctx.actions.run(
executable = cc_toolchain.ar_executable,
arguments = ["@{}".format(params_file.path)],
inputs = [params_file] + libs + cc_toolchain.all_files.to_list(),
outputs = [output_lib],
progress_message = "Creating static library {}".format(output_lib.path),
)
return [
DefaultInfo(files = depset([output_lib])),
]
win_cc_static_library = rule(
implementation = _win_cc_static_library_impl,
attrs = {
"deps": attr.label_list(),
"_cc_toolchain": attr.label(
default = "@bazel_tools//tools/cpp:current_cc_toolchain",
),
},
toolchains = ["@bazel_tools//tools/cpp:toolchain_type"],
)
modify tensorflow\BUILD in tensorflow to additionally include
load(":win_cc_static_library.bzl", "win_cc_static_library")
and
win_cc_static_library(
name = "tensorflow_cc_static.lib",
deps = [
"//tensorflow/c:c_api",
"//tensorflow/c/eager:c_api",
"//tensorflow/cc:cc_ops",
"//tensorflow/cc:client_session",
"//tensorflow/cc:scope",
"//tensorflow/cc/profiler",
"//tensorflow/core:tensorflow",
] + if_ngraph(["@ngraph_tf//:ngraph_tf"]),
)
Then source the following buildenv.ps1 as . .\buildenv.ps1
pushd 'C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\'
cmd /c "vcvarsall.bat x64 & set" |
foreach {
if ($_ -match "=") {
$v = $_.split("="); set-item -force -path "ENV:\$($v[0])" -value "$($v[1])"
}
}
popd
write-host "`nVisual Studio 2019 Command Prompt variables set." -ForegroundColor Yellow
Then a source the bazel powershell script
$ENV:USE_BAZEL_VERSION="2.0.0"
$ENV:PYTHON_BIN_PATH="C:/ProgramData/Anaconda3/python.exe"
$ENV:PYTHON_LIB_PATH="C:/ProgramData/Anaconda3/"
$ENV:Path += ";C:/msys64/usr/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/bin"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/extras/CUPTI/libx64"
$ENV:Path += ";C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda/bin"
$ENV:BAZEL_SH = "C:/msys64/usr/bin/bash.exe"
$ENV:CUDA_TOOLKIT_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v10.2/"
$ENV:TF_CUDA_VERSION="10.2"
$ENV:CUDNN_INSTALL_PATH="C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/cudnn-10.2-windows10-x64-v7.6.5.32/cuda"
$ENV:TF_CUDA_COMPUTE_CAPABILITIES="7.0"
$ENV:TF_CUDNN_VERSION="7"
$ENV:TF_NCCL_VERSION="1"
$ENV:TF_CUDA_CLANG="0"
$ENV:TF_NEED_CUDA="1"
$ENV:TF_NEED_ROCM="0"
$ENV:TF_NEED_OPENCL_SYCL="0"
$params = "configure.py",""
cmd /c "ECHO Y" | & python.exe @params
bazel.exe build --copt=-nvcc_options=disable-warnings --test_tag_filters=-no_oss,-gpu,-benchmark-test,-nomac,-no_mac --announce_rc --test_timeout 300,450,1200,3600 --test_size_filters=small,medium --jobs=48 //tensorflow:tensorflow_cc_static.lib
That seems to be building then I will link against that only and see if symbols are missing.
If they are I will add *GPUOptions* to the relevant .lds files
samhodge
on 15 Jun 2020
After around 6 hours the files
Compiling tensorflow/core/kernels/rnn/lstm_ops.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_div.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_greater.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_select.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_squared_difference.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_sub.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_less.cc; 219s local
Compiling tensorflow/core/kernels/cwise_op_less_equal.cc; 219s local ...
Were not compiled, so I removed the .obj files and started again thinking it was a glitch in the file system and they would build quickly.
I think I may leave the machine on overnight and see what passes.
samhodge
on 16 Jun 2020
Almost two hours later on the 48 core machine and three target blocking another two downstream targets.
Compiling tensorflow/core/kernels/cwise_op_div.cc; 6684s local
Compiling tensorflow/core/kernels/cwise_op_select.cc; 6684s local
Compiling tensorflow/core/kernels/cwise_op_sub.cc; 6684s local
That looks like https://github.com/tensorflow/tensorflow/issues/10521
Do you have build --define=override_eigen_strong_inline=true specified in the .tf_configure.bazelrc file?
meteorcloudy
on 16 Jun 2020
I am not sure but this is the latest
ERROR: C:/users/administrator/dev/attempt3/tensorflow/tensorflow/BUILD:1005:1: Creating static library bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib.lib failed (Exit 1248)
bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib.lib : fatal error LNK1248: image size (10155DB87) exceeds maximum allowable size (FFFFFFFF)
Target //tensorflow:tensorflow_cc_static.lib failed to build
INFO: Elapsed time: 19915.148s, Critical Path: 19913.97s
INFO: 11 processes: 11 local.
FAILED: Build did NOT complete successfully
The static library is TOO big, so where to from here?
samhodge
on 16 Jun 2020
It's weird the total size of the static library will go over the 2GB limit while the DLL is only tens of MB?
Can you check bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib.params to see what libraries it tries to link? Maybe we can first do some hack to the rule to filter some unwanted dependencies.
meteorcloudy
on 16 Jun 2020
It could also be a result of not having --define=override_eigen_strong_inline=true as a build option, which could cause the obj file to be very large.
Can you try to rebuild with --define=override_eigen_strong_inline=true?
meteorcloudy
on 16 Jun 2020
I can try that soon, I was just late at night when I checked so to save some resources I shut down the large cloud instance overnight.
Thanks for you advice @meteorcloudy you have been super helpful. The bazel macro worked a charm with the inline option we should be back in the game
samhodge
on 16 Jun 2020
OK repeating steps from https://github.com/tensorflow/tensorflow/issues/39439#issuecomment-644408408 except with
--define=override_eigen_strong_inline=true
samhodge
on 16 Jun 2020
OK repeating steps from #39439 (comment) except with
--define=override_eigen_strong_inline=true
that seems to have fixed it is building out much faster now, hopefully the file size will also be smaller.
samhodge
on 17 Jun 2020
It has just ended ubruptly with the following message
ERROR: C:/users/administrator/dev/attempt4/tensorflow/tensorflow/core/kernels/BUILD:3866:1: undeclared inclusion(s) in rule '//tensorflow/core/kernels:roll_op_gpu':
this rule is missing dependency declarations for the following files included by 'tensorflow/core/kernels/roll_op_gpu.cu.cc':
'C:/Users/Administrator/AppData/Local/Temp/2/nvcc_inter_files_tmp_dir/tmpk43bfc1w/roll_op_gpu.cu.cudafe1.stub.c'
'C:/Users/Administrator/AppData/Local/Temp/2/nvcc_inter_files_tmp_dir/tmpk43bfc1w/roll_op_gpu.cu.fatbin.c'
Target //tensorflow:tensorflow_cc_static failed to build
INFO: Elapsed time: 932.630s, Critical Path: 200.13s
INFO: 4640 processes: 4640 local.
FAILED: Build did NOT complete successfully
I am not surprised that the static library is so big. When creating a dynamic library, or an executable, the last linking step can prune out a lot of things. What happens when you feed the resulting static library to your final linker, and create a binary that is smaller.
About that failure, I am not sure, as the files that are complained about are not headers.
gunan
on 17 Jun 2020
I am repeating with a fresh clone and see if it is repeatable.
I did have a problem with the initial git clone, it got stuck and I started it again without deleting all the files, maybe there were some corrupted files.
samhodge
on 17 Jun 2020
same problem
but delivered a lot quicker with the inline option.
ERROR: C:/users/administrator/dev/attempt6/tensorflow/tensorflow/BUILD:974:1: Creating static library bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib failed (Exit 1248)
bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib : fatal error LNK1248: image size (100BBED71) exceeds maximum allowable size (FFFFFFFF)
Target //tensorflow:tensorflow_cc_static failed to build
INFO: Elapsed time: 1733.736s, Critical Path: 339.51s
INFO: 6745 processes: 6745 local.
FAILED: Build did NOT complete successfully
Being a crafty devil this will not stop me
I have this C:\Users\Administrator\dev\attempt6\tensorflow\bazel-out\x64_windows-opt\bin\tensorflow\tensorflow_cc_static.params
/nologo
/MACHINE:X64
/OUT:bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/numeric/libint128.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libspinlock_wait.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libdynamic_annotations.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libbase.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libthrow_delegate.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/strings/libinternal.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/strings/libstrings.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/types/libbad_optional_access.a
bazel-out/x64_windows-opt/bin/external/com_google_protobuf/libprotobuf_lite.a
bazel-out/x64_windows-opt/bin/external/com_google_protobuf/libprotobuf.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/protobuf/libxplane_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/libtest_log_proto_impl_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/libmemmapped_file_system_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libversions_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libtypes_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libtensor_slice_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libtensor_shape_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libresource_handle_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libtensor_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/libsaved_tensor_slice_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libsummary_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/libevent_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/liberror_codes_proto_impl_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/core/liberror_codes_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libvariable_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/liballocation_description_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libtensor_description_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libstep_stats_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libattr_value_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libop_def_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libnode_def_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libfunction_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libgraph_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libremote_fused_graph_execute_info_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libreader_base_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/liblog_memory_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libkernel_def_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libgraph_transfer_info_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libdevice_attributes_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libcost_graph_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libapi_def_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/example/libexample_parser_configuration_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/example/libexample_protos_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/libcore_protos_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libop_performance_data_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libdnn_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/libconv_autotuning_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/libautotuning_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/external/double_conversion/libdouble-conversion.a
bazel-out/x64_windows-opt/bin/external/zlib/libzlib.a
bazel-out/x64_windows-opt/bin/external/snappy/libsnappy.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libenv_time.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/default/liblogging.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libstr_util.a
bazel-out/x64_windows-opt/bin/external/nsync/libnsync_cpp.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/default/libmutex.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libstringprintf.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libnumbers.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libstrcat.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libstacktrace.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libstatus.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/time/internal/cctz/libcivil_time.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/time/internal/cctz/libtime_zone.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/time/libtime.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libhash.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/default/libtracing.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libsetround.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libmalloc_internal.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/debugging/libdemangle_internal.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/debugging/libdebugging_internal.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/debugging/libsymbolize.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/debugging/libstacktrace.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/synchronization/libgraphcycles_internal.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/synchronization/libsynchronization.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/container/libhashtablez_sampler.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/container/libraw_hash_set.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/types/libbad_variant_access.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/hash/libcity.a
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/hash/libhash.a
bazel-out/x64_windows-opt/bin/external/com_googlesource_code_re2/libre2.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libprotobuf.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libplatform_port.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libscanner.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libpath.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libwide_char.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libload_library.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/liberror.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libdenormal.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/liberror_windows.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libenv.a
bazel-out/x64_windows-opt/bin/tensorflow/core/util/libreporter.a
bazel-out/x64_windows-opt/bin/tensorflow/core/util/libenv_var.a
bazel-out/x64_windows-opt/bin/external/highwayhash/libarch_specific.a
bazel-out/x64_windows-opt/bin/external/highwayhash/libsip_hash.a
bazel-out/x64_windows-opt/bin/external/fft2d/libfft2d.a
bazel-out/x64_windows-opt/bin/external/farmhash_archive/libfarmhash.a
bazel-out/x64_windows-opt/bin/external/libjpeg_turbo/libsimd_win_x86_64.a
bazel-out/x64_windows-opt/bin/external/libjpeg_turbo/libjpeg.a
bazel-out/x64_windows-opt/bin/external/gif/libgif.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/default/libunbounded_work_queue.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libcoding.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libtensor_coding.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libsubprocess.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libstacktrace_handler.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/default/libresource.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libplatform_strings.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/windows/libnet.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/liblogger.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libcpu_feature_guard.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libbase64.a
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/libabi.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/strings/libproto_text_util.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/strings/libproto_serialization.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/strings/libordered_code.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/bfloat16/libbfloat16.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/random/libphilox.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/random/libweighted_picker.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/platform/librandom.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/histogram/libhistogram.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/monitoring/libcollection_registry.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/monitoring/libsampler.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/monitoring/libpercentile_sampler.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libzlib_compression_options.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libzlib_outputbuffer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libinputstream_interface.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libzlib_inputstream.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libiterator.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libcache.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/hash/libcrc32c.a
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libblock.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libtable.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libsnappy_outputbuffer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libsnappy_inputbuffer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libcompression.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/librecord_writer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/librandom_inputstream.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libbuffered_inputstream.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/librecord_reader.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/io/libinputbuffer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/core/libbitmap.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/lib/core/libarena.a
bazel-out/x64_windows-opt/bin/tensorflow/core/liblib_internal_impl.lo
bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/strings/libstr_format_internal.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/lib/liblib.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/liballocator_stats.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libplugin.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libplatform.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/platform/default/libdso_loader.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/cuda/libcuda_stub.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/cuda/libcudart_stub.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/rocm/librocm_platform_id.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/host/libhost_platform_id.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libmulti_platform_manager.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libexecutor_cache.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libdnn.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libblas.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libplugin_registry.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libkernel_spec.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libkernel.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libdevice_description.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libstream_executor_internal.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libtimer.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libtemporary_device_memory.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libtemporary_memory_manager.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/librng.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libevent.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libstream_executor_pimpl.a
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/host/libhost_timer.a
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_upper_op.lo
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_strip_op.lo
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_ngrams_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_lower_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_length_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_join_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_format_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libregex_replace_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libregex_full_match_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreduce_join_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbase64_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libas_string_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librandom_shuffle_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librandom_poisson_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstateless_random_ops.lo
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreduction_ops.lo
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_xent_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_tensors_map_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_tensor_dense_matmul_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_tensor_dense_matmul_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_tensor_dense_add_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_split_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_sparse_binary_op_shared.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_softmax.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_slice_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_slice_grad_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreshape_util.a
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_reorder_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_reduce_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_fill_empty_rows_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_dense_binary_op_shared.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_cross_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_concat_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_add_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_add_grad_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libserialize_sparse_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdeserialize_sparse_variant_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdeserialize_sparse_string_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libset_kernels.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsearchsorted_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsearchsorted_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsdca_internal.a
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libscoped_allocator_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/rpc/librpc_factory.a
bazel-out/x64_windows-opt/bin/tensorflow/core/util/rpc/librpc_factory_registry.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librpc_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/rnn/libblas_gemm.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/rnn/liblstm_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/rnn/liblstm_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/rnn/libgru_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/rnn/libgru_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libremote_fused_graph_execute_utils.a
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librandom_binomial_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libragged_tensor_to_variant_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbroadcast_to_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbroadcast_to_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libragged_tensor_to_tensor_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libragged_tensor_to_sparse_kernel.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libragged_tensor_from_variant_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libragged_range_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libragged_gather_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libpartitioned_function_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_to_number_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libparse_tensor_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libexample_parsing_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_raw_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_padded_raw_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_csv_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_compressed_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libparameterized_truncated_normal_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libparameterized_truncated_normal_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/libnn_grad.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libxent_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libxent_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtopk_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtopk_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsoftsign_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsoftsign_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsoftplus_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsoftplus_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsoftmax_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsoftmax_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librelu_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librelu_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libnth_element_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblrn_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libl2loss_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libl2loss_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libin_topk_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libin_topk_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfused_batch_norm_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfused_batch_norm_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdilation_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdilation_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdepthwise_conv_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdepthwise_conv_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdepthwise_conv_grad_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdata_format_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdata_format_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbias_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbias_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbatch_norm_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbatch_norm_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmultinomial_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmultinomial_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/special_math/libspecial_math_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/special_math/libspecial_math_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsequence_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsegment_reduction_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsegment_reduction_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libscan_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libscan_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libpopulation_count_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libpopulation_count_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libnextafter_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libnextafter_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatmul_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libhistogram_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libhistogram_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfft_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcross_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcross_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcompare_and_bitpack_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcompare_and_bitpack_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcheck_numerics_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcheck_numerics_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcast_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcast_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbucketize_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbucketize_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbincount_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbincount_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbetainc_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbetainc_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbatch_matmul_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libargmax_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libargmax_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libroll_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libroll_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsummary_tensor_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsummary_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsummary_image_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsummary_audio_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblogging_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblookup_table_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblookup_table_init_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblinalg_ops_common.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtridiagonal_solve_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtridiagonal_solve_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtridiagonal_matmul_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtridiagonal_matmul_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsvd_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsvd_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libself_adjoint_eig_v2_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libself_adjoint_eig_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_band_part_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_band_part_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libeye_functor_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libqr_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_triangular_solve_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_square_root_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_solve_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_solve_ls_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_logarithm_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_inverse_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_exponential_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblu_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblu_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libeinsum_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libeinsum_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libeig_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdeterminant_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdeterminant_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcholesky_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcholesky_grad.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/framework/libreader_base.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libwhole_file_read_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtf_record_reader_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtext_line_reader_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsave_restore_tensor.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsave_restore_v2_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsave_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librestore_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreader_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatching_files_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblmdb_reader_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libidentity_reader_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfixed_length_record_reader_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsampling_kernels.a
bazel-out/x64_windows-opt/bin/tensorflow/core/libjpeg_internal.a
bazel-out/x64_windows-opt/bin/tensorflow/core/libgif_internal.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libscale_and_translate_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsample_distorted_bounding_box_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libresize_nearest_neighbor_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libresize_nearest_neighbor_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libresize_bilinear_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libresize_bilinear_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libresize_bicubic_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libresize_area_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librandom_crop_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libnon_max_suppression_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libnon_max_suppression_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libimage_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libimage_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libgenerate_box_proposals_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libextract_jpeg_shape_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libencode_png_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libencode_jpeg_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdraw_bounding_box_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_image_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_bmp_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcrop_and_resize_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcrop_and_resize_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcolorspace_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libcolorspace_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libattention_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libadjust_saturation_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libadjust_saturation_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libadjust_hue_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libadjust_hue_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libadjust_contrast_op_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libadjust_contrast_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libunary_ops_composition.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfake_quant_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfake_quant_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/proto/libdescriptor_pool_registry.a
bazel-out/x64_windows-opt/bin/tensorflow/core/util/proto/liblocal_descriptor_pool_registration.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/util/proto/libdescriptors.a
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libencode_proto_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdecode_proto_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtensor_array_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstage_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsparse_conditional_accumulator_op.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsession_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/librecord_input_op.lo
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bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_resolver_dns_selection.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_resolver_dns_native.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/third_party/address_sorting/libaddress_sorting.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_resolver_dns_ares.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_message_size_filter.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_max_age_filter.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_client_idle_filter.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_lb_policy_round_robin.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_lb_policy_pick_first.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libcensus.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc++_base.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc++.a
bazel-out/x64_windows-opt/bin/tensorflow/core/libeager_service_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libremote_device.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libtensor_coding.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/librequest_id.a
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebugger_event_metadata_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/libprotos_all_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_service_proto_cc_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_node_key.a
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_callback_registry.a
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_io_utils.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdebug_ops_gpu.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdebug_ops.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_graph_utils.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebugger_state_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libgraph_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker_session.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libbase_rendezvous_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/librpc_rendezvous_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libxplane_visitor.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libxplane_schema.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libxplane_builder.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libxplane_utils.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libgroup_events.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libtf_op_utils.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/utils/libderived_timeline.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/convert/libxplane_to_trace_events.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libprofiler_factory_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/lib/libprofiler_utils.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/lib/libprofiler_session_impl.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libsession_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/librecent_request_ids.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libpartial_run_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_util.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_worker_service_impl.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_tensor_coding.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_response_cache.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_worker_service.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_state.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_channel.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/eager/libgrpc_eager_client.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker_cache_partial.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker_cache_logger.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_remote_worker.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_worker_cache.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libdevice_resolver_distributed.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libcollective_rma_distributed.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libcollective_param_resolver_distributed.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/librpc_collective_executor_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libprocess_function_library_runtime.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libattr_builder.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libkernel_and_device.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libeager_executor.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libcontext.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libremote_tensor_handle_data.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libtensor_handle_data.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libtensor_handle.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libeager_operation.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libremote_mgr.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libremote_copy_node.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libshape_inference.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libremote_execute_node.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libeager_op_rewrite_registry.a
bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libexecute.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libcluster_function_library_runtime.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libeager_service_impl.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/eager/libgrpc_eager_service_impl.a
bazel-out/x64_windows-opt/bin/tensorflow/core/example/libexample_parser_configuration.lo
bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/cuda/libcupti_stub.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/gpu/libcupti_wrapper.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/gpu/libcupti_utils.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/gpu/libcupti_tracer.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libparse_annotation.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/gpu/libdevice_tracer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/cpu/libhost_tracer_utils.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/cpu/libhost_tracer.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/libdirect_session_internal.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libscheduler.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libmaster_session.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libmaster.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/liblocal_master.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_master_service_impl.a
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_master_service.lo
bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_server_lib.lo
bazel-out/x64_windows-opt/bin/tensorflow/c/eager/libc_api.lo
bazel-out/x64_windows-opt/bin/tensorflow/cc/libclient_session.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/libtfprof_options.a
bazel-out/x64_windows-opt/bin/tensorflow/c/libcheckpoint_reader.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_utils.a
bazel-out/x64_windows-opt/bin/external/jsoncpp_git/libjsoncpp.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_node.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_node_show.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_timeline.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_tensor.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_show.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_scope.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_show_multi.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_op.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_graph.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_code.a
bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_stats.a
bazel-out/x64_windows-opt/bin/tensorflow/cc/profiler/libprofiler.a
Which I can use to link to my driver.
Wish me luck!
samhodge
on 17 Jun 2020
OK so it is FIXED YAYAYAAYA!
here is the output
visible_device_list 0
allocator_type 7
visible_device_list 0
allocator_type 7
visible_device_list 5
allocator_type 3
visible_device_list 5
C:\Users\Administrator\source\repos\TFDriver\x64\Release\TFDriver.exe (process 14016) exited with code 0.
To automatically close the console when debugging stops, enable Tools->Options->Debugging->Automatically close the console when debugging stops.
Press any key to close this window . . .
The file TFDriver.cpp
```#include "tensorflow/core/protobuf/control_flow.pb.h"
include "tensorflow/core/protobuf/config.pb.h"
include
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_allocator_type("7");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_visible_device_list("5");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_allocator_type("3");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
}
Here is the Visual Studio .xml
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;tensorflow\core\grappler\costs\libvirtual_scheduler.a
;tensorflow\core\grappler\costs\libop_level_cost_estimator.a
;%(AdditionalDependencies)
```
samhodge
on 17 Jun 2020
👍2
🚀1
❤1
🎉1
For the record the file is 1.3Mb in size.
samhodge
on 17 Jun 2020
Thanks so much for your support, this was a curly problem, now I need to consider building against MSVC 2017 with CUDA 9.2.1.148 with the associated CUDNN I will open a fresh ticket if that turn out to be problematic.
samhodge
on 17 Jun 2020
I will attempt an experiment with an old version of tensorflow and MSVC 2015 to see if the bazel fix still works.
samhodge
on 17 Jun 2020
CcInfo is not known to bazel 0.19.2
@meteorcloudy
Do you know which version of bazel introduces this feature and will still compile tensorflow r1.12?
I am no longer able to use r1.12 with your solution this this issue I will have to come up with a new plan which involves using MSVC 2017 and r2.2 I think.
Sorry for wasting your time.
samhodge
on 17 Jun 2020
@samhodge Glad it helped!
If it's the list of static libraries for building the DLL that helped you fix the problem, you can also get the list from the parameter file of the DLL so that you don't need the cc_static_library rule at all.
meteorcloudy
on 17 Jun 2020
@samhodge Glad it helped!
If it's the list of static libraries for building the DLL that helped you fix the problem, you can also get the list from the parameter file of the DLL so that you don't need the cc_static_library rule at all.
So that might be a good think, will that still need CcInfo?
samhodge
on 18 Jun 2020
So that might be a good think, will that still need CcInfo?
No, the parameter file is generated by native cc rule in Bazel (written in Java code).
meteorcloudy
on 18 Jun 2020
Excellent so the .lib and .a and .lo and .obj files as inputs for the .dll will be OK for static linking will it be position independent code?
samhodge
on 18 Jun 2020
Do you think the order in the .params file is critical?
samhodge
on 18 Jun 2020
Excellent so the .lib and .a and .lo and .obj files as inputs for the .dll will be OK for static linking will it be position independent code?
I believe so
Do you think the order in the .params file is critical?
Not sure, but I would try to preserve the order of the libraries.
meteorcloudy
on 18 Jun 2020
I will try this with the r1.12 artifacts I already have and see if it works as expected.
here is the .params file I am working with
libtensorflow_cc.so-2.params
/OUT:bazel-out/x64_windows-opt/bin/tensorflow/libtensorflow_cc.so
/IMPLIB:bazel-out/x64_windows-opt/bin/tensorflow/liblibtensorflow_cc.so.ifso
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/c/eager/libc_api.a
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/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_server_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_master_service.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_master_service_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/liblocal_master.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libmaster.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libmaster_session.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libscheduler.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/librpc_collective_executor_mgr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libcollective_param_resolver_distributed.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libcollective_rma_distributed.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libdevice_resolver_distributed.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/eager/libgrpc_eager_service_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/eager/libgrpc_eager_service.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/eager/libeager_service_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libexecute.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libeager_operation.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libattr_builder.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libtensor_handle.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libcontext.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libeager_executor.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libkernel_and_device.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libeager_service_proto_cc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_worker_cache.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_channel.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_remote_worker.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker_cache_logger.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker_cache_partial.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_worker_service.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_tensor_coding.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_worker_service_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/libgrpc_util.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/librecent_request_ids.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libpartial_run_mgr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libsession_mgr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/librpc_rendezvous_mgr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libbase_rendezvous_mgr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libworker_session.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libgraph_mgr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebugger_state_impl.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libdebug_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdebug_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_io_utils.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_callback_registry.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_node_key.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_service_proto_cc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebugger_event_metadata_proto_cc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc++.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc++_base.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libcensus.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_lb_policy_pick_first.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_lb_policy_round_robin.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_server_load_reporting.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_max_age_filter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_message_size_filter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_resolver_dns_ares.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/third_party/address_sorting/libaddress_sorting.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_resolver_dns_native.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_resolver_sockaddr.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_server_insecure.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_inproc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_workaround_cronet_compression_filter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_server_backward_compatibility.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_lb_policy_grpclb_secure.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_resolver_fake.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_client_secure.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_server_secure.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_secure.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libtsi.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libalts_frame_protector.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libalts_util.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libalts_proto.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_nanopb.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_client_insecure.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_client_connector.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_client_channel.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_client_authority_filter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_deadline_filter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libtsi_interface.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/boringssl/libssl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/boringssl/libcrypto.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_server.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_http_filters.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_base.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_base_c.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_trace.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc_transport_chttp2_alpn.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgpr_base.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/grpc/libgrpc++_codegen_base_src.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/librequest_id.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libtensor_coding.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libremote_device.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libcall_options.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libmessage_wrappers.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libmaster_proto_cc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libworker_proto_cc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/libserver_lib.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libclient_session.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/profiler/libprofiler.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_stats.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_code.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_graph.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_op.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_show_multi.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_scope.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_show.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_tensor.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_timeline.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_node_show.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_node.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/jsoncpp_git/libjsoncpp.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/internal/libtfprof_utils.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/c/libcheckpoint_reader.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/c/libtf_status_helper.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/c/libc_api.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/saved_model/libloader_lite.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/saved_model/libreader.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libarray_grad.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libdata_flow_grad.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libimage_grad.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libmath_grad.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libnn_grad.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libgradients.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libgrad_op_registry.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libwhile_loop.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libcc_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libcc_ops_internal.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libconst_op.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libscope.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/cc/libops.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libop_gen_lib.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/libtfprof_options.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/profiler/libprotos_all_cc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbatch_space_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbatch_space_ops_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbcast_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbitcast_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbroadcast_to_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libbroadcast_to_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libconcat_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libconstant_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libconstant_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdepth_space_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdepth_space_ops_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdiag_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdiag_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libedit_distance_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libextract_image_patches_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libextract_image_patches_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libextract_volume_patches_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libextract_volume_patches_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libgather_nd_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libgather_nd_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libgather_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libguarantee_const_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libhost_constant_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libidentity_n_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libidentity_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblistdiff_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_diag_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_diag_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_set_diag_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmatrix_set_diag_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmirror_pad_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libmirror_pad_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libone_hot_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libone_hot_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libpack_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libpad_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libpad_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libquantize_and_dequantize_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libquantize_and_dequantize_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreshape_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreverse_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreverse_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreverse_sequence_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libreverse_sequence_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libshape_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libslice_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libslice_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsnapshot_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsnapshot_op_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsplit_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsplit_v_op.lo
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/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_format_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_join_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_length_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_split_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_strip_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_to_hash_bucket_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsubstr_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libstring_util.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libunicode_script_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libstring_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/icu/libicuuc.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsummary_kernels.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/contrib/tensorboard/db/libschema.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/contrib/tensorboard/db/libsummary_db_writer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/contrib/tensorboard/db/libsummary_file_writer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/contrib/tensorboard/db/libsummary_converter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libpng_internal.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/png_archive/libpng.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libsummary_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/lib/db/libsqlite.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/lib/db/libsnapfn.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/org_sqlite/liborg_sqlite.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtraining_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtraining_ops_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libtraining_op_helpers.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libvariable_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfill_functor.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfill_functor_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libscatter_functor.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libscatter_functor_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdense_update_functor.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libdense_update_functor_gpu.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libstate_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libtraining_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libword2vec_kernels.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libword2vec_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libgpu_swapping_kernels.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libgpu_swapping_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libdirect_session_internal.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libdevice_tracer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/platform/default/gpu/libcupti_wrapper.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/debug/libdebug_graph_utils.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfunction_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libexample_parser_configuration.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libcore_cpu_internal.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libmeta_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libarithmetic_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libgraph_optimizer_stage.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libauto_parallel.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libdebug_stripper.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libdependency_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libexperimental_implementation_selector.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libcustom_graph_optimizer_registry_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libfunction_api_info.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libfunction_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/liblayout_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libloop_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libmemory_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libstatic_schedule.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libgraph_memory.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/clusters/libvirtual_cluster.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libop_level_cost_estimator.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libvirtual_scheduler.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libvirtual_placer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/libdevices.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/utils/libtraversal.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libmodel_pruner.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libgraph_rewriter.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libpin_to_host_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libremapper.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libconstant_folding.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libevaluation_utils.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libscoped_allocator_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/optimizers/libshape_optimizer.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libgraph_properties.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libutils.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/clusters/libutils.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/libgraph_view.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/clusters/libcluster.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/utils/libframe.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/utils/libsymbolic_shapes.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/utils/libcolocation.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/utils/libfunctions.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/utils/libtopological_sort.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libgpu_runtime_impl.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libcore_cpu_base.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libfunction_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libfunctional_grad.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libfunctional_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libno_op.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libsendrecv_ops.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libno_op_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libsendrecv_ops_op_lib.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libcore_cpu_impl.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/libgrappler_item.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/libop_types.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/libutils.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libgpu_id_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libgpu_init_impl.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libgpu_lib.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libgraph.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libcuda_platform.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/stream_executor/libstream_executor_impl.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libops_util.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libframework_internal_impl.lo
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libfeature_util.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libprotos_all_proto_text.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/liberror_codes_proto_text.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libstats_calculator_portable.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libversion_lib.a
bazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/lib/cublas.lib
bazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/lib/cuda.lib
bazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/lib/cudnn.lib
bazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/lib/cufft.lib
bazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/lib/curand.lib
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/liblib_internal_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/nsync/libnsync_cpp.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/liblib_hash_crc32c_accelerate_internal.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/liblib_proto_parsing.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libabi.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libplatform_base.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/gif_archive/libgif.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/jpeg/libjpeg.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/jpeg/libsimd_win_x86_64.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_googlesource_code_re2/libre2.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/farmhash_archive/libfarmhash.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/fft2d/libfft2d.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/highwayhash/libsip_hash.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/highwayhash/libarch_specific.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/snappy/libsnappy.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/zlib_archive/libzlib.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/double_conversion/libdouble-conversion.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/grappler/costs/libop_performance_data_cc_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/libprotos_all_proto_cc_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/liberror_codes_proto_cc_impl.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/protobuf_archive/libprotobuf.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/protobuf_archive/libprotobuf_lite.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/strings/libstrings.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/strings/libinternal.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libthrow_delegate.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/numeric/libint128.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/types/liboptional.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/types/libbad_optional_access.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libbase.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libspinlock_wait.a
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/external/com_google_absl/absl/base/libdynamic_annotations.a
bazel-out/x64_windows-opt/genfiles/external/local_config_cuda/cuda/cuda/lib/cudart.lib
/DEFAULTLIB:msvcrt.lib
@Artem-B in case he has any ideas about the original issue, which seems to be repeating with statically linked binary.
gunan
on 20 Jun 2020
👍1
Still working with the r1.12 artifacts as link targets for my binary. Just dealing with the search paths and the number of link targets means there are many opportunities for failure, I have discovered many of them so far. When I find the successful permutation I will let you know.
samhodge
on 20 Jun 2020
wait, the protobuf fields seem to be acting sanely in the statically linked library, correct? I misread the outputs you posted.
gunan
on 20 Jun 2020
👍1
I also got a response from protobuf team. They suspect that the behaviour can be caused by double linking:
To figure out whether a default-empty string field is set or not, we check whether the string's address matches the address of a singleton empty string. I think you can end up with problems if the protobuf runtime is duplicated in multiple shared libraries because then there are multiple copies of this "singleton" empty string and we can't reliably tell whether a string field is set or not.
So, looks like linking protobuf twice can cause this bug. looks like static linking can fix the problem.
However, for TF, the issue with offering a library for statically linking against is the size of the binary. But it looks like you were able to "hack together" a solution.
gunan
on 20 Jun 2020
wait, the protobuf fields seem to be acting sanely in the statically linked library, correct? I misread the outputs you posted.
Yes and I had evidence of this behaviour with my macOS and Linux builds of my software that are already statically linked by making a paste our of all of my symbols and rearchiving them in a symbol smoothy. using ar as mentioned here:
https://github.com/tensorflow/tensorflow/issues/28388#issuecomment-578539242
But ar doesn't exist on Windows 10 and using link.exe failed for computational expense.
So having seen the detail in how bazel works with .param files I can see which .a .lo .lib files to statically link under MSVC 2015 so we don't get libprotobuf.lib and libprotobuf.dll running into the symbols that are already present in tensorflow_cc.lib and tensorflow_cc.dll, which is what is causing the behaviour reported on this ticket.
samhodge
on 20 Jun 2020
I am down to 36 missing symbols once that number is zero I can test.
samhodge
on 20 Jun 2020
I forgot I also have a dependency on framework maybe that is the missing symbols
samhodge
on 20 Jun 2020
I think I need static linking a little more "out of the box"
my hacked solution without linking to protocol buffers (protobuf_archive) 3.6.0 on tensorflow r1.12
leaves me with the following missing symbols
Without betting property on it these all come from .proto files
example.obj : error LNK2019: unresolved external symbol "void __cdecl tensorflow::port::InitMain(char const *,int *,c
har * * *)"
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) public: void * __cdecl google::protobu
f::internal::ArenaImpl::AllocateAligned(unsigned __int64)"
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) public: void __cdecl google::protobuf:
:internal::ArenaImpl::AddCleanup(void *,void (__cdecl*)(void *))"
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) private: void __cdecl google::protobuf
::Arena::OnArenaAllocation(class type_info const *,unsigned __int64)const "
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) public: void __cdecl google::protobuf:
:internal::ArenaStringPtr::Set(class std::basic_string<char,struct std::char_traits<char>,class std::allocator<char> >const *,class std::basic_string<char,struct std::char_traits<char>,class std::allocator<char> > const &,class google::protobuf::Arena *)"
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) class std::basic_string<char,struct std::char_traits<char>,class std::allocator<char> > const & __cdecl google::protobuf::internal::GetEmptyStringAlreadyInit
ed(void)"
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) public: bool __cdecl google::protobuf:
:MessageLite::ParseFromArray(void const *,int)"
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::GraphDef::GraphDef(void)" (??0GraphDef@tensorflow@@QEAA@XZ)
example.obj : error LNK2019: unresolved external symbol "public: virtual __cdecl tensorflow::GraphDef::~GraphDef(void)" (??1GraphDef@tensorflow@@UEAA@XZ)
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::internal::LogMessageFatal::LogMe
ssageFatal(char const *,int)"
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::internal::CheckOpMessageBuilder:
:~CheckOpMessageBuilder(void)"
example.obj : error LNK2019: unresolved external symbol "public: class std::basic_ostream<char,struct std::char_trait
s<char> > * __cdecl tensorflow::internal::CheckOpMessageBuilder::ForVar2(void)" (?ForVar2@CheckOpMessageBuilder@interna
l@tensorflow@@QEAAPEAV?$basic_ostream@DU?$char_traits@D@std@@@std@@XZ) referenced in function "class std::basic_string<
char,struct std::char_traits<char>,class std::allocator<char> > * __cdecl tensorflow::internal::MakeCheckOpString<__int
64,__int64>(__int64 const &,__int64 const &,char const *)"
example.obj : error LNK2019: unresolved external symbol "public: class std::basic_string<char,struct std::char_traits
<char>,class std::allocator<char> > * __cdecl tensorflow::internal::CheckOpMessageBuilder::NewString(void)" (?NewString
@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@XZ) re
ferenced in function "class std::basic_string<char,struct std::char_traits<char>,class std::allocator<char> > * __cdecl
tensorflow::internal::MakeCheckOpString<__int64,__int64>(__int64 const &,__int64 const &,char const *)"
example.obj : error LNK2019: unresolved external symbol "unsigned __int64 __cdecl tensorflow::strings::FastUInt64ToBu
fferLeft(unsigned __int64,char *)"
example.obj : error LNK2019: unresolved external symbol "class std::basic_string<char,struct std::char_traits<char>,c
lass std::allocator<char> > __cdecl tensorflow::strings::StrCat(class tensorflow::strings::AlphaNum const &)"
example.obj : error LNK2019: unresolved external symbol "class std::basic_string<char,struct std::char_traits<char>,c
lass std::allocator<char> > __cdecl tensorflow::strings::StrCat(class tensorflow::strings::AlphaNum const &,class tenso
rflow::strings::AlphaNum const &)"
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::Status::Status(enum tensorflow::
error::Code,class absl::string_view)"
example.obj : error LNK2019: unresolved external symbol "private: static class std::basic_string<char,struct std::cha
r_traits<char>,class std::allocator<char> > const & __cdecl tensorflow::Status::empty_string(void)"
example.obj : error LNK2019: unresolved external symbol "public: class std::basic_string<char,struct std::char_traits
<char>,class std::allocator<char> > __cdecl tensorflow::TensorShapeRep::DebugString(void)const "
example.obj : error LNK2019: unresolved external symbol "private: void __cdecl tensorflow::TensorShapeRep::Destructor
OutOfLine(void)" (?DestructorOutOfLine@TensorShapeRep@tensorflow@@AEAAXXZ) referenced in function "public: __cdecl tens
orflow::TensorShape::~TensorShape(void)"
example.obj : error LNK2019: unresolved external symbol "private: void __cdecl tensorflow::TensorShapeRep::SlowCopyFr
om(class tensorflow::TensorShapeRep const &)"
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::TensorShapeBase<class tensorflow
::TensorShape>::TensorShapeBase<class tensorflow::TensorShape>(class absl::Span<__int64 const >)"
example.obj : error LNK2019: unresolved external symbol "private: void __cdecl tensorflow::TensorShape::CheckDimsEqual(int)const "
example.obj : error LNK2019: unresolved external symbol "private: void __cdecl tensorflow::TensorShape::CheckDimsAtLeast(int)const "
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::Tensor::Tensor(enum tensorflow::
DataType,class tensorflow::TensorShape const &)"
example.obj : error LNK2019: unresolved external symbol "public: __cdecl tensorflow::Tensor::~Tensor(void)"
example.obj : error LNK2019: unresolved external symbol "private: void __cdecl tensorflow::Tensor::CheckTypeAndIsAligned(enum tensorflow::DataType)const "
example.obj : error LNK2019: unresolved external symbol "private: static class tensorflow::GPUOptions * __cdecl google::protobuf::Arena::CreateMaybeMessage<class tensorflow::GPUOptions>(class google::protobuf::Arena *)"
example.obj : error LNK2019: unresolved external symbol "public: virtual __cdecl tensorflow::ConfigProto::~ConfigProto(void)"
example.obj : error LNK2001: unresolved external symbol "public: void __cdecl tensorflow::ConfigProto::CopyFrom(class tensorflow::ConfigProto const &)"
example.obj : error LNK2001: unresolved external symbol "private: void __cdecl tensorflow::ConfigProto::InternalSwap(class tensorflow::ConfigProto *)"
example.obj : error LNK2019: unresolved external symbol "__declspec(dllimport) public: __cdecl tensorflow::SessionOptions::SessionOptions(void)"
example.obj : error LNK2019: unresolved external symbol "class tensorflow::Session * __cdecl tensorflow::NewSession(struct tensorflow::SessionOptions const &)"
example.obj : error LNK2001: unresolved external symbol "const tensorflow::ConfigProto::`vftable'"
here are a list of my libs
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n_base_src.a;/WHOLEARCHIVE:core/distributed_runtime/librequest_id.a;/WHOLEARCHIVE:core/distributed_runtime/libtensor_coding.a;/WHOLEARCHIVE:core/distributed_runtime/libremote_device.a;/WHOLEARCHIVE:core/distributed_runtime/libcall_options.a;/WHOLEARCHIVE:core/distributed_runtime/libmessage_wrappers.a;/WHOLEARCHIVE:core/libmaster_proto_cc.a;/WHOLEARCHIVE:core/libworker_proto_cc.a;/WHOLEARCHIVE:core/distributed_runtime/libserver_lib.a;/WHOLEARCHIVE:cc/libclient_session.a;/WHOLEARCHIVE:cc/profiler/libprofiler.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_stats.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_code.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_graph.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_op.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_show_multi.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_scope.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_show.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_tensor.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_timeline.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_node_show.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_node.a;/WHOLEARCHIVE:jsoncpp_git/libjsoncpp.a;/WHOLEARCHIVE:core/profiler/internal/libtfprof_utils.a;/WHOLEARCHIVE:c/libcheckpoint_reader.a;/WHOLEARCHIVE:c/libtf_status_helper.a;/WHOLEARCHIVE:c/libc_api.a;/WHOLEARCHIVE:cc/saved_model/libloader_lite.a;/WHOLEARCHIVE:cc/saved_model/libreader.a;/WHOLEARCHIVE:cc/libarray_grad.lo;/WHOLEARCHIVE:cc/libdata_flow_grad.lo;/WHOLEARCHIVE:cc/libimage_grad.lo;/WHOLEARCHIVE:cc/libmath_grad.lo;/WHOLEARCHIVE:cc/libnn_grad.lo;/WHOLEARCHIVE:cc/libgradients.a;/WHOLEARCHIVE:cc/libgrad_op_registry.a;/WHOLEARCHIVE:cc/libwhile_loop.a;/WHOLEARCHIVE:cc/libcc_ops.lo;/WHOLEARCHIVE:cc/libcc_ops_internal.lo;/WHOLEARCHIVE:cc/libconst_op.a;/WHOLEARCHIVE:cc/libscope.a;/WHOLEARCHIVE:cc/libops.a;/WHOLEARCHIVE:core/libop_gen_lib.a;/WHOLEARCHIVE:core/profiler/libtfprof_options.a;/WHOLEARCHIVE:core/profiler/libprotos_all_cc.a;/WHOLEARCHIVE:core/kernels/libbatch_space_ops.lo;/WHOLEARCHIVE:core/kernels/libbatch_space_ops_gpu.lo;/WHOLEARCHIVE:core/kernels/libbcast_ops.lo;/WHOLEARCHIVE:core/kernels/libbitcast_op.lo;/WHOLEARCHIVE:core/kernels/libbroadcast_to_op.lo;/WHOLEARCHIVE:core/kernels/libbroadcast_to_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libconcat_op.lo;/WHOLEARCHIVE:core/kernels/libconstant_op.lo;/WHOLEARCHIVE:core/kernels/libconstant_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libdepth_space_ops.lo;/WHOLEARCHIVE:core/kernels/libdepth_space_ops_gpu.lo;/WHOLEARCHIVE:core/kernels/libdiag_op.lo;/WHOLEARCHIVE:core/kernels/libdiag_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libedit_distance_op.lo;/WHOLEARCHIVE:core/kernels/libextract_image_patches_op.lo;/WHOLEARCHIVE:core/kernels/libextract_image_patches_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libextract_volume_patches_op.lo;/WHOLEARCHIVE:core/kernels/libextract_volume_patches_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libgather_nd_op.lo;/WHOLEARCHIVE:core/kernels/libgather_nd_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libgather_op.lo;/WHOLEARCHIVE:core/kernels/libguarantee_const_op.lo;/WHOLEARCHIVE:core/kernels/libhost_constant_op.lo;/WHOLEARCHIVE:core/kernels/libidentity_n_op.lo;/WHOLEARCHIVE:core/kernels/libidentity_op.lo;/WHOLEARCHIVE:core/kernels/liblistdiff_op.lo;/WHOLEARCHIVE:core/kernels/libmatrix_diag_op.lo;/WHOLEARCHIVE:core/kernels/libmatrix_diag_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libmatrix_set_diag_op.lo;/WHOLEARCHIVE:core/kernels/libmatrix_set_diag_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libmirror_pad_op.lo;/WHOLEARCHIVE:core/kernels/libmirror_pad_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libone_hot_op.lo;/WHOLEARCHIVE:core/kernels/libone_hot_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libpack_op.lo;/WHOLEARCHIVE:core/kernels/libpad_op.lo;/WHOLEARCHIVE:core/kernels/libpad_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libquantize_and_dequantize_op.lo;/WHOLEARCHIVE:core/kernels/libquantize_and_dequantize_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libreshape_op.lo;/WHOLEARCHIVE:core/kernels/libreverse_op.lo;/WHOLEARCHIVE:core/kernels/libreverse_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libreverse_sequence_op.lo;/WHOLEARCHIVE:core/kernels/libreverse_sequence_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libshape_ops.lo;/WHOLEARCHIVE:core/kernels/libslice_op.lo;/WHOLEARCHIVE:core/kernels/libslice_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libsnapshot_op.lo;/WHOLEARCHIVE:core/kernels/libsnapshot_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libsplit_op.lo;/WHOLEARCHIVE:core/kernels/libsplit_v_op.lo;/WHOLEARCHIVE:core/kernels/libstrided_slice_op.lo;/WHOLEARCHIVE:core/kernels/libstrided_slice_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libtile_ops.lo;/WHOLEARCHIVE:core/kernels/libtile_ops_gpu.lo;/WHOLEARCHIVE:core/kernels/libtranspose_op.lo;/WHOLEARCHIVE:core/kernels/libunique_op.lo;/WHOLEARCHIVE:core/kernels/libunpack_op.lo;/WHOLEARCHIVE:core/kernels/libunravel_index_op.lo;/WHOLEARCHIVE:core/kernels/libwhere_op.lo;/WHOLEARCHIVE:core/kernels/libwhere_op_gpu.lo;/WHOLEARCHIVE:core/kernels/libdecode_wav_op.lo;/WHOLEARCHIVE:core/kernels/liben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based on
bazel-tensorflow\bazel-out\x64_windows-opt\bin\tensorflow
bazel-tensorflow\bazel-out\x64_windows-opt\bin\external as search paths
this is coming from the information in
libtensorflow_cc.so-2.params and libtensorflow_framework.so-2.params
samhodge
on 20 Jun 2020
It all becomes a can of worms using a .vcxproj file to set this up.
The character limit comes into play over and over, with a 65K character limit you get stuffed at every turn. The 16bit history of the Windows Operating System has a lot to answer for.
samhodge
on 20 Jun 2020
Maybe if I just add the .obj files of the .pb.cc files directly that will heal the missing symbols.
samhodge
on 20 Jun 2020
@gunan @meteorcloudy @Artem-B
Simply adding
../../../tensorflow-r1.12/bazel-tensorflow/bazel-out/x64_windows-opt/bin/tensorflow/core/_objs/protos_all_proto_cc_impl/config.pb.o
The the objects being linked you go from 34 missing symbols to 164 missing symbols.
I really need a expert's guide about how to run the following C++ code in Windows 10
#include "tensorflow/core/protobuf/config.pb.h"
#include <iostream>
int main() {
tensorflow::GPUOptions gpu_options;
gpu_options.set_visible_device_list("0");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_allocator_type("7");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_visible_device_list("5");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
gpu_options.set_allocator_type("3");
std::cout << "allocator_type " << gpu_options.allocator_type() << std::endl;
std::cout << "visible_device_list " << gpu_options.visible_device_list() << std::endl;
}
Down to the operating system, compiler, bazel version, CUDA version, etc.
The issue is not isolated to r1.12 or r2.2 it is systemic to how protobuf works with linking on Windows.
We do not have a solution for static linking, but that is a requirement for the above code to run correctly.
My hacked solution doesn't work beyond the simple driver version, under MSVC 2019 with r2.2
It was based around adding the inputs to the tensorflow_cc.dll target under r2.2 as recording the linking script .params file
Thereby using the inputs for libtensorflow_cc.so under r1.12 should work the same, but they do not, the leave missing symbols for the .proto based compiled files.
I am unsure what causes this behaviour.
samhodge
on 20 Jun 2020
As an example if the core/platform/windows/port.cc file has the symbols for port::InitMain how can I find which artifact has the symbols for the compiled version of that code?
This is one of the missing symbols that was in the list about, when dynamically linking.
So if the inputs to the .dll are there when statically linking. Why is this symbol missing?
Maybe if I can work this out I can apply similar logic to the remaining 33 missing symbols
Sam
samhodge
on 20 Jun 2020
OK I followed this up with a recursive grep through the .params files looking for port.o from the core/platform/windows/port.cc file and it was bundled first into libframework_internal_impl.lo and liblib_internal_impl.a then which example.obj is linked against both to make a .dll
So the symbols should be there twice!
One curiosity I have is the /DEFAULTLIB:msvrt.lib vs /DEFAULTLIB:libcmt.lib
see:
https://docs.microsoft.com/en-us/cpp/c-runtime-library/crt-library-features?view=vs-2019
example.obj which will make example.dll when linked to all the TF symbols and other Cool Stuff (tm). is using /DEFAULTLIB:libcmt.lib whereas the tensorflow_cc.dll was made using /DEFAULTLIB:msvc
samhodge
on 21 Jun 2020
libtensorflow_cc.so-2.params.zip
OK I followed this up with a recursive grep through the .params files looking for port.o from the core/platform/windows/port.cc file and it was bundled first into libframework_internal_impl.lo and liblib_internal_impl.a then which example.obj is linked against both to make a .dll
So the symbols should be there twice!
One curiosity I have is the /DEFAULTLIB:msvrt.lib vs /DEFAULTLIB:libcmt.lib
see:
https://docs.microsoft.com/en-us/cpp/c-runtime-library/crt-library-features?view=vs-2019
example.obj which will make example.dll when linked to all the TF symbols and other Cool Stuff (tm). is using /DEFAULTLIB:libcmt.lib whereas the tensorflow_cc.dll was made using /DEFAULTLIB:msvcrt.lib I don't think this is the cause of all of my hassles.
But if we are in the situation where including protobuf symbols more than once the fact that libtensorflow_cc.so includes port.cc via libframework_internal_impl.lo and via liblib_internal_impl.a I know that port.cc is not a .proto file but if it is happening with some source files it could be happening with others.
This is before I started hacking.
see file attached, libtensorflow_cc.so-2.params.zip
samhodge
on 21 Jun 2020
@meteorcloudy @sanjoy @gunan
We have established two things
Including of the same symbols twice when linking can cause unexpected behavior
Tensorflow includes the same port.o file with the same symbols at least twice
Can we make sure the input into a bazel target have a directed acyclic graph representation?
It seems my approach of getting the union set of all of the object files under Linux and MacOS achieves this outcome
But we will be faced with a .a file that is larger than 2Gb to say nothing of feeding the arguments via lists smaller than 65K characters
How do we proceed?
Sam
samhodge
on 22 Jun 2020
Including the same symbol twice results in ODR (one definition rule) and that is UB / prone to errors.
We have several ODR violations in TF, need to identify and fix them. Thanks for finding out that port.o causes it!
mihaimaruseac
on 22 Jun 2020
I guess the next conclusion would be to find the size of the Union of all the required object files by recursive search of .params files then make a linking strategy with a complexity less than n factorial which was my last attempt failing after a six hours time out
Then see if the final linkage is under 2GB
I am guessing that is a testable binary outcome the file will have a size greater or less than 2Gb
Sam
samhodge
on 22 Jun 2020
Sorry for maybe a stupid question, but what workaround is the "final" one?
I have issues with device placement on Windows in C++ (basically cannot reliably place anything on a particular GPU, if several are capable enough to run Tensorflow), which I tried to solve with options.config.mutable_gpu_options()->set_visible_device_list("0"); to work with GPU 0.
However, this leads to a crash: F tensorflow/core/framework/op.cc:214] Non-OK-status: RegisterAlreadyLocked(deferred_[i]) status: Invalid argument: No attr with name '0' for input 'constants'; in OpDef: name: "XlaLaunch" input_arg { name: "constants" description: "0" type_attr: "0" number_attr: "0" type_list_attr: "Tconstants" } input_arg { name: "args" description: "0" type_attr: "0" number_attr: "0" type_list_attr: "Targs" } input_arg { name: "resources" description: "0" type: DT_RESOURCE type_attr: "0" number_attr: "Nresources" type_list_attr: "0" } output_arg { name: "results" description: "0" type_attr: "0" number_attr: "0" type_list_attr: "Tresults" } attr { name: "Tconstants" type: "list(type)" description: "0" has_minimum: true } attr { name: "Targs" type: "list(type)" description: "0" has_minimum: true } attr { name: "Nresources" type: "int" description: "0" has_minimum: true } attr { name: "Tresults" type: "list(type)" description: "0" has_minimum: true } attr { name: "function" type: "func" description: "0" } summary: "XLA Launch Op. For use by the XLA JIT only." description: "0" is_stateful: true
I thought that this error might have something to do with what is described in this thread, since for me the pointers for visible_device_list and e.g. allocator_type are also identical, likely leading to the parsing errors later on.
Any way to navigate around this is appreciated!
MikhailStartsev
on 2 Oct 2020
I wish you well.
The solution is blocked by two issues.
The DLL cannot be dynamically linked because the symbols from lib protobuf will overlap with the symbols from Tensorflow
Statically linking leads to a object file symbol archive which is larger 2Gb
So while there is this
I think this may take several hours to accumulate all of symbols in the obj file to make a static archive.
samhodge
on 3 Oct 2020
This might help
samhodge
on 3 Oct 2020
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OK so it is FIXED YAYAYAAYA!
here is the output
The file
TFDriver.cpp```#include "tensorflow/core/protobuf/control_flow.pb.h"
include "tensorflow/core/protobuf/config.pb.h"
include
int main() {
tensorflow::GPUOptions gpu_options;
}
;external\com_google_absl\abslbase\libspinlock_wait.a
;external\com_google_absl\abslbase\libdynamic_annotations.a
;external\com_google_absl\abslbase\libbase.a
;external\com_google_absl\abslbase\libthrow_delegate.a
;external\com_google_absl\absl\strings\libinternal.a
;external\com_google_absl\absl\strings\libstrings.a
;external\com_google_absl\absl\types\libbad_optional_access.a
;external\com_google_protobuf\libprotobuf_lite.a
;external\com_google_protobuf\libprotobuf.lo
;tensorflow\core\profiler\protobuf\libxplane_proto_cc_impl.lo
;tensorflow\core\util\libtest_log_proto_impl_cc_impl.lo
;tensorflow\core\util\libmemmapped_file_system_proto_cc_impl.lo
;tensorflow\core\framework\libversions_proto_cc_impl.lo
;tensorflow\core\framework\libtypes_proto_cc_impl.lo
;tensorflow\core\framework\libtensor_slice_proto_cc_impl.lo
;tensorflow\core\framework\libtensor_shape_proto_cc_impl.lo
;tensorflow\core\framework\libresource_handle_proto_cc_impl.lo
;tensorflow\core\framework\libtensor_proto_cc_impl.lo
;tensorflow\core\util\libsaved_tensor_slice_proto_cc_impl.lo
;tensorflow\core\framework\libsummary_proto_cc_impl.lo
;tensorflow\core\util\libevent_proto_cc_impl.lo
;tensorflow\core\liberror_codes_proto_impl_cc_impl.lo
;tensorflow\core\lib\core\liberror_codes_proto_cc_impl.lo
;tensorflow\core\framework\libvariable_proto_cc_impl.lo
;tensorflow\core\framework\liballocation_description_proto_cc_impl.lo
;tensorflow\core\framework\libtensor_description_proto_cc_impl.lo
;tensorflow\core\framework\libstep_stats_proto_cc_impl.lo
;tensorflow\core\framework\libattr_value_proto_cc_impl.lo
;tensorflow\core\framework\libop_def_proto_cc_impl.lo
;tensorflow\core\framework\libnode_def_proto_cc_impl.lo
;tensorflow\core\framework\libfunction_proto_cc_impl.lo
;tensorflow\core\framework\libgraph_proto_cc_impl.lo
;tensorflow\core\framework\libremote_fused_graph_execute_info_proto_cc_impl.lo
;tensorflow\core\framework\libreader_base_proto_cc_impl.lo
;tensorflow\core\framework\liblog_memory_proto_cc_impl.lo
;tensorflow\core\framework\libkernel_def_proto_cc_impl.lo
;tensorflow\core\framework\libgraph_transfer_info_proto_cc_impl.lo
;tensorflow\core\framework\libdevice_attributes_proto_cc_impl.lo
;tensorflow\core\framework\libcost_graph_proto_cc_impl.lo
;tensorflow\core\framework\libapi_def_proto_cc_impl.lo
;tensorflow\core\example\libexample_parser_configuration_proto_cc_impl.lo
;tensorflow\core\example\libexample_protos_cc_impl.lo
;tensorflow\core\libcore_protos_cc_impl.lo
;tensorflow\core\grappler\costs\libop_performance_data_cc_impl.lo
;tensorflow\stream_executor\libdnn_proto_cc_impl.lo
;tensorflow\core\libconv_autotuning_proto_cc_impl.lo
;tensorflow\core\libautotuning_proto_cc_impl.lo
;externaldouble_conversion\libdouble-conversion.a
;external\zlib\libzlib.a
;external\snappy\libsnappy.a
;tensorflow\core\platformwindows\libenv_time.a
;tensorflow\core\platform\default\liblogging.a
;tensorflow\core\platform\libstr_util.a
;external\nsync\libnsync_cpp.a
;tensorflow\core\platform\default\libmutex.a
;tensorflow\core\platform\libstringprintf.a
;tensorflow\core\platform\libnumbers.a
;tensorflow\core\platform\libstrcat.a
;tensorflow\core\platformwindows\libstacktrace.a
;tensorflow\core\platform\libstatus.a
;external\com_google_absl\absl\time\internal\cctz\libcivil_time.a
;external\com_google_absl\absl\time\internal\cctz\libtime_zone.a
;external\com_google_absl\absl\time\libtime.a
;tensorflow\core\platform\libhash.a
;tensorflow\core\platform\default\libtracing.lo
;tensorflow\core\platform\libsetround.a
;external\com_google_absl\abslbase\libmalloc_internal.a
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;tensorflow\core\platform\libprotobuf.a
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;tensorflow\core\platform\liberror.a
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;tensorflow\core\platformwindows\liberror_windows.a
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;externalhighwayhash\libarch_specific.a
;externalhighwayhash\libsip_hash.a
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;tensorflow\core\platform\default\libresource.a
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;tensorflow\core\libsparse_csr_matrix_ops_op_lib.lo
;tensorflow\core\libset_ops_op_lib.lo
;tensorflow\core\libsendrecv_ops_op_lib.lo
;tensorflow\core\libsdca_ops_op_lib.lo
;tensorflow\core\libscript_ops_op_lib.lo
;tensorflow\core\libscoped_allocator_ops_op_lib.lo
;tensorflow\core\librpc_ops_op_lib.lo
;tensorflow\core\libresource_variable_ops_op_lib.lo
;tensorflow\core\libremote_fused_graph_ops_op_lib.lo
;tensorflow\core\libstateful_random_ops_op_lib.lo
;tensorflow\core\libspecial_math_ops_op_lib.lo
;tensorflow\core\librnn_ops_op_lib.lo
;tensorflow\core\librandom_ops_op_lib.lo
;tensorflow\core\libragged_to_dense_util.a
;tensorflow\core\libragged_math_ops_op_lib.lo
;tensorflow\core\libragged_conversion_ops_op_lib.lo
;tensorflow\core\libragged_array_ops_op_lib.lo
;tensorflow\core\libparsing_ops_op_lib.lo
;tensorflow\core\libno_op_op_lib.lo
;tensorflow\core\libnn_ops_op_lib.lo
;tensorflow\core\libnccl_ops_op_lib.lo
;tensorflow\core\libmath_ops_op_lib.lo
;tensorflow\core\libmanip_ops_op_lib.lo
;tensorflow\core\liblookup_ops_op_lib.lo
;tensorflow\core\liblist_ops_op_lib.lo
;tensorflow\core\liblinalg_ops_op_lib.lo
;tensorflow\core\libio_ops_op_lib.lo
;tensorflow\core\libimage_ops_op_lib.lo
;tensorflow\core\libfunctional_ops_op_lib.lo
;tensorflow\core\libfunction_ops_op_lib.lo
;tensorflow\core\libexperimental_dataset_ops_op_lib.lo
;tensorflow\core\libencode_proto_ops_op_lib.lo
;tensorflow\core\libdecode_proto_ops_op_lib.lo
;tensorflow\core\libdebug_ops_op_lib.lo
;tensorflow\core\libdataset_ops_op_lib.lo
;tensorflow\core\libdata_flow_ops_op_lib.lo
;tensorflow\core\libcudnn_rnn_ops_op_lib.lo
;tensorflow\core\libctc_ops_op_lib.lo
;tensorflow\core\libcontrol_flow_ops_op_lib.lo
;tensorflow\core\libcollective_ops_op_lib.lo
;tensorflow\core\libclustering_ops_op_lib.lo
;tensorflow\core\libcheckpoint_ops_op_lib.lo
;tensorflow\core\libcandidate_sampling_ops_op_lib.lo
;tensorflow\core\libtensor_forest_ops_op_lib.lo
;tensorflow\core\libboosted_trees_ops_op_lib.lo
;tensorflow\core\libbitwise_ops_op_lib.lo
;tensorflow\core\libbatch_ops_op_lib.lo
;tensorflow\core\libaudio_ops_op_lib.lo
;tensorflow\core\kernels\libsendrecv_ops.lo
;tensorflow\core\kernels\libno_op.lo
;tensorflow\core\libfunctional_grad.lo
;tensorflow\core\libgraph.a
;tensorflow\core\grappler\libutils.a
;tensorflow\core\grappler\libop_types.a
;tensorflow\core\grappler\utils\libtransitive_fanin.a
;tensorflow\core\grappler\libgrappler_item.a
;tensorflow\core\libcore_cpu_base_no_ops.a
;tensorflow\core\grappler\utils\libfunctions.a
;tensorflow\core\libbfc_allocator.a
;tensorflow\core\libcore_cpu_impl.lo
;tensorflow\core\grappler\libgraph_view.a
;tensorflow\core\grappler\libgraph_topology_view.a
;tensorflow\core\grappler\utils\libtopological_sort.a
;tensorflow\core\grappler\verifiers\libstructure_verifier.a
;tensorflow\core\grappler\utils\libtpu.a
;tensorflow\core\grappler\utils\libcolocation.a
;tensorflow\core\grappler\utils\libcanonicalizer.a
;tensorflow\core\libgpu_id_impl.a
;tensorflow\core\grappler\clusters\libutils.a
;tensorflow\core\grappler\clusters\libcluster.a
;tensorflow\core\libgpu_init_impl.lo
;tensorflow\core\grappler\libdevices.a
;tensorflow\core\grappler\costs\libvirtual_placer.a
;tensorflow\core\grappler\costs\libcost_estimator.a
;tensorflow\core\grappler\costs\libutils.a
;tensorflow\core\grappler\optimizers\libevaluation_utils.a
;tensorflow\core\grappler\libmutable_graph_view.a
;tensorflow\core\grappler\costs\libgraph_properties.a
;tensorflow\core\grappler\costs\libvirtual_scheduler.a
;tensorflow\core\grappler\costs\libop_level_cost_estimator.a
;%(AdditionalDependencies)
```