Tensorflow: Windows C++ tensorflow_cc.dll memiliki alamat memori yang tumpang tindih antara opsi gpu string untuk "jenis pengalokasi" dan "daftar perangkat yang terlihat"

Dibuat pada 12 Mei 2020 · 140Komentar · Sumber: tensorflow/tensorflow

Harap pastikan bahwa ini adalah bug.

tag: bug_template

Sistem Informasi

Sudahkah saya menulis kode khusus (sebagai lawan menggunakan skrip contoh stok yang disediakan di TensorFlow): Ya
Platform dan Distribusi OS (misalnya, Linux Ubuntu 16.04): Windows 10
Perangkat seluler (misalnya iPhone 8, Pixel 2, Samsung Galaxy) jika masalah terjadi pada perangkat seluler: NA
TensorFlow diinstal dari (sumber atau biner): sumber
Versi TensorFlow (gunakan perintah di bawah): 1.12.0 bercabang dari 5b900cfe4b3b848f577315a0dde09a729f770e95
Versi python: NA
Versi Bazel (jika dikompilasi dari sumber): 0.19.2
Versi GCC/Compiler (jika dikompilasi dari sumber): MSVC 2015
Versi CUDA/cuDNN: 10.0.130, 9.2.148
Model dan memori GPU: NVIDIA GP100 16Gb

Anda dapat mengumpulkan beberapa informasi ini menggunakan tangkapan lingkungan kami
naskah
Anda juga bisa mendapatkan versi TensorFlow dengan:
tidak

Jelaskan perilaku saat ini

Saya membuat sesi sebagai berikut diadaptasi dari kode asli

   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);

yang mengakibatkan

    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.

Jelaskan perilaku yang diharapkan

Sesi dibuat dan berjalan pada GPU 0 hanya menggunakan 80% dari memori yang tersedia

Kode mandiri untuk mereproduksi masalah

#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

}

Info / log lainnya

Silakan lihat masalah berikut:
https://github.com/tensorflow/tensorflow/issues/16291
https://github.com/fo40225/tensorflow-windows-wheel/issues/39

Saya telah membangun tensorflow.dll saya sebagai berikut:

$ ENV:USE_BAZEL_VERSION= "0.19.2"
$ ENV:PYTHON_BIN_PATH=C :\ProgramData\Anaconda3\python.exe
$ ENV:Jalur += ";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",""
Hapus-Item -Recurse -Force "C:\Windows\system32config\systemprofile_bazel_SYSTEMinstall\75b09cf1ac98c0ffb0534079b30efcc4"
cmd /c "ECHO Y" | & python.exe @params
bazel.exe bersih --penghapusan
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 //t ensorflow:libtensorflow_cc.so //t ensorflow:libtensorflow_framework.so

pengeditan telah dilakukan pada file-file berikut:

di dalam

tensorflow/BUILD

`"//tensorflow:windows": [],`

menjadi

"//tensorflow:windows": [
            "-def:" +  # This line must be directly followed by the exported_symbols_msvc.lds file
            "$(location //tensorflow:tf_exported_symbols_msvc.lds)",
        ],

dan di dalam
tf_cc_shared_object fungsi 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",

menjadi

    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",

Isi tf_exported_symbols_msvc.lds adalah

LIBRARY tensorflow_cc
EXPORTS
    ??0MetaGraphDef@tensorflow@@QEAA<strong i="31">@XZ</strong>
    ??1MetaGraphDef@tensorflow@@UEAA<strong i="32">@XZ</strong>
    ??0LogMessageFatal@internal@tensorflow@@QEAA@PEBDH<strong i="33">@Z</strong>
    ??1LogMessageFatal@internal@tensorflow@@UEAA<strong i="34">@XZ</strong>
    ??0CheckOpMessageBuilder@internal@tensorflow@@QEAA@PEBD<strong i="35">@Z</strong>
    ??1CheckOpMessageBuilder@internal@tensorflow@@QEAA<strong i="36">@XZ</strong>
    ?ForVar2@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_ostream@DU?$char_traits@D@std@@@std@<strong i="37">@XZ</strong>
    ?NewString@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@<strong i="38">@XZ</strong>
    ?GetVarint32PtrFallback@core@tensorflow@@YAPEBDPEBD0PEAI<strong i="39">@Z</strong>
    ?SlowCopyFrom@Status@tensorflow@@AEAAXPEBUState@12@<strong i="40">@Z</strong>
    ?_GraphDef_default_instance_@tensorflow@@3VGraphDefDefaultTypeInternal@1<strong i="41">@A</strong>
    ?NewSession@tensorflow@@YA?AVStatus@1@AEBUSessionOptions@1@PEAPEAVSession@1@<strong i="42">@Z</strong>
    ?InitMain@port@tensorflow@@YAXPEBDPEAHPEAPEAPEAD<strong i="43">@Z</strong>
    ?FastUInt64ToBufferLeft@strings@tensorflow@@YA_K_KPEAD<strong i="44">@Z</strong>
    ?StrCat@strings@tensorflow@@YA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVAlphaNum@12@<strong i="45">@Z</strong>
    ?empty_string@Status@tensorflow@@CAAEBV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@<strong i="46">@XZ</strong>
    ?NewSession@tensorflow@@YAPEAVSession@1@AEBUSessionOptions@1@<strong i="47">@Z</strong>
    ?InternalSwap@ConfigProto@tensorflow@@AEAAXPEAV12@<strong i="48">@Z</strong>
    ?CopyFrom@ConfigProto@tensorflow@@QEAAXAEBV12@<strong i="49">@Z</strong>
    ??0ConfigProto@tensorflow@@QEAA<strong i="50">@XZ</strong>
    ?DebugString@TensorShapeRep@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@<strong i="51">@XZ</strong>
    ??6tensorflow@@YAAEAV?$basic_ostream@DU?$char_traits@D@std@@@std@@AEAV12@AEBVStatus@0@<strong i="52">@Z</strong>
    ??0Status@tensorflow@@QEAA@W4Code@error@1@Vstring_view@absl@@<strong i="53">@Z</strong>
    ?StrCat@strings@tensorflow@@YA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVAlphaNum@12@00<strong i="54">@Z</strong>
    ??0SessionOptions@tensorflow@@QEAA<strong i="55">@XZ</strong>
    ??1ConfigProto@tensorflow@@UEAA<strong i="56">@XZ</strong>
    ?ReadBinaryProto@tensorflow@@YA?AVStatus@1@PEAVEnv@1@AEBV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@PEAVMessageLite@protobuf@google@@<strong i="57">@Z</strong>
    ?Default@Env@tensorflow@@SAPEAV12<strong i="58">@XZ</strong>
    ?CheckIsAlignedAndSingleElement@Tensor@tensorflow@<strong i="59">@AEBAXXZ</strong>
    ?_SaverDef_default_instance_@tensorflow@@3VSaverDefDefaultTypeInternal@1<strong i="60">@A</strong>
    ?CheckTypeAndIsAligned@Tensor@tensorflow@@AEBAXW4DataType@2@<strong i="61">@Z</strong>
    ??1Tensor@tensorflow@@QEAA<strong i="62">@XZ</strong>
    ??0Tensor@tensorflow@@QEAA@W4DataType@1@AEBVTensorShape@1@<strong i="63">@Z</strong>
    ??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA<strong i="64">@XZ</strong>
    ??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA@V?$Span@$$CB_J@absl@@<strong i="65">@Z</strong>
    ?DestructorOutOfLine@TensorShapeRep@tensorflow@<strong i="66">@AEAAXXZ</strong>
    ?TfCheckOpHelperOutOfLine@tensorflow@@YAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVStatus@1@PEBD<strong i="67">@Z</strong>
    ?SlowCopyFrom@TensorShapeRep@tensorflow@@AEAAXAEBV12@<strong i="68">@Z</strong>
    ?dim_size@?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEBA_JH<strong i="69">@Z</strong>
    ?CheckDimsEqual@TensorShape@tensorflow@@AEBAXH<strong i="70">@Z</strong>
    ?CheckDimsAtLeast@TensorShape@tensorflow@@AEBAXH<strong i="71">@Z</strong>
    ??0Tensor@tensorflow@@QEAA<strong i="72">@XZ</strong>
    ??0GraphDef@tensorflow@@QEAA<strong i="73">@XZ</strong>
    ??1GraphDef@tensorflow@@UEAA<strong i="74">@XZ</strong>
    ?CheckType@Tensor@tensorflow@@AEBAXW4DataType@2@<strong i="75">@Z</strong>
    ??1NodeDef@tensorflow@@UEAA<strong i="76">@XZ</strong>
    ??0NodeDef@tensorflow@@QEAA@AEBV01@<strong i="77">@Z</strong>
    ?DEVICE_CPU@tensorflow@<strong i="78">@3QEBDEB</strong>
    ?DEVICE_GPU@tensorflow@<strong i="79">@3QEBDEB</strong>
    ?DEVICE_SYCL@tensorflow@<strong i="80">@3QEBDEB</strong>
    ?ThenBlasGemm@Stream@stream_executor@@QEAAAEAV12@W4Transpose@blas@2@0_K11MAEBV?$DeviceMemory@M@2@H2HMPEAV52@H<strong i="81">@Z</strong>
    ?kDatasetGraphKey@DatasetBase@data@tensorflow@<strong i="82">@2QBDB</strong>
    ??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA@V?$Span@$$CB_J@absl@@<strong i="83">@Z</strong>
    ??0?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEAA<strong i="84">@XZ</strong>
    ??0CheckOpMessageBuilder@internal@tensorflow@@QEAA@PEBD<strong i="85">@Z</strong>
    ??0GraphDef@tensorflow@@QEAA<strong i="86">@XZ</strong>
    ??0LogMessageFatal@internal@tensorflow@@QEAA@PEBDH<strong i="87">@Z</strong>
    ??0MetaGraphDef@tensorflow@@QEAA<strong i="88">@XZ</strong>
    ??0SessionOptions@tensorflow@@QEAA<strong i="89">@XZ</strong>
    ??0Tensor@tensorflow@@QEAA@W4DataType@1@AEBVTensorShape@1@<strong i="90">@Z</strong>
    ?DebugString@Tensor@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@<strong i="91">@XZ</strong>
    ?Default@Env@tensorflow@@SAPEAV12<strong i="92">@XZ</strong>
    ?DestructorOutOfLine@TensorShapeRep@tensorflow@<strong i="93">@AEAAXXZ</strong>
    ?ForVar2@CheckOpMessageBuilder@internal@tensorflow@@QEAAPEAV?$basic_ostream@DU?$char_traits@D@std@@@std@<strong i="94">@XZ</strong>
    ?GetVarint32PtrFallback@core@tensorflow@@YAPEBDPEBD0PEAI<strong i="95">@Z</strong>
    ?SlowCopyFrom@TensorShapeRep@tensorflow@@AEAAXAEBV12@<strong i="96">@Z</strong>
    ?TfCheckOpHelperOutOfLine@tensorflow@@YAPEAV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVStatus@1@PEBD<strong i="97">@Z</strong>
    ?ThenBlasGemm@Stream@stream_executor@@QEAAAEAV12@W4Transpose@blas@2@0_K11MAEBV?$DeviceMemory@M@2@H2HMPEAV52@H<strong i="98">@Z</strong>
    ?ToString@Status@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@<strong i="99">@XZ</strong>
    ??0Tensor@tensorflow@@QEAA<strong i="100">@XZ</strong>
    ??1CheckOpMessageBuilder@internal@tensorflow@@QEAA<strong i="101">@XZ</strong>
    ??1ConfigProto@tensorflow@@UEAA<strong i="102">@XZ</strong>
    ??1LogMessageFatal@internal@tensorflow@@UEAA<strong i="103">@XZ</strong>
    ??1NodeDef@tensorflow@@UEAA<strong i="104">@XZ</strong>
    ??1Tensor@tensorflow@@QEAA<strong i="105">@XZ</strong>
    ?CheckDimsAtLeast@TensorShape@tensorflow@@AEBAXH<strong i="106">@Z</strong>
    ?CheckDimsEqual@TensorShape@tensorflow@@AEBAXH<strong i="107">@Z</strong>
    ?CheckIsAlignedAndSingleElement@Tensor@tensorflow@<strong i="108">@AEBAXXZ</strong>
    ?CheckTypeAndIsAligned@Tensor@tensorflow@@AEBAXW4DataType@2@<strong i="109">@Z</strong>
    ?CopyFromInternal@Tensor@tensorflow@@AEAAXAEBV12@AEBVTensorShape@2@<strong i="110">@Z</strong>
    ?_GraphDef_default_instance_@tensorflow@@3VGraphDefDefaultTypeInternal@1<strong i="111">@A</strong>
    ?dim_size@?$TensorShapeBase@VTensorShape@tensorflow@@@tensorflow@@QEBA_JH<strong i="112">@Z</strong>
    ?DebugString@Tensor@tensorflow@@QEBA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@<strong i="113">@XZ</strong>
    ?StrCat@strings@tensorflow@@YA?AV?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@AEBVAlphaNum@12@0<strong i="114">@Z</strong>
    ?CopyFrom@GraphDef@tensorflow@@QEAAXAEBV12@<strong i="115">@Z</strong>
    ??_7ConfigProto@tensorflow@@6B@
    ??$CreateMaybeMessage@VGPUOptions@tensorflow@@$$V@Arena@protobuf@google@@CAPEAVGPUOptions@tensorflow@@PEAV012@<strong i="116">@Z</strong>
    ??0GraphDef@tensorflow@@QEAA@AEBV01@<strong i="117">@Z</strong>
    ?fixed_address_empty_string@internal@protobuf@google@@3V?$ExplicitlyConstructed@V?$basic_string@DU?$char_traits@D@std@@V?$allocator@D@2@@std@@@123<strong i="118">@A</strong>

Seperti yang didokumentasikan oleh
https://github.com/tensorflow/tensorflow/issues/22047#issuecomment -421452033

Perangkat lunak saya ditautkan ke libprotobuf.lib dari https://mirror.bazel.build/github.com/google/protobuf/archive/v3.6.0.tar.gz

dibangun sebagai

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

Saya juga mencoba mengedit tensorflow\tf_version_script.lds untuk menyertakan

*protobuf*

Saya juga mencoba makro TF_EXPORT dari #include "tensorflow/core/platform/macros.h"

di
tensorflow/core/public/session_options.h
dan
tensorflow/core/common_runtime/session_options.cc

seperti yang disarankan oleh
https://github.com/sitting-duck/stuff/tree/master/ai/tensorflow/build_tensorflow_1.14_source_for_Windows

Apakah Anda punya saran tentang cara memastikannya?

opsi GPU untuk jenis pengalokasi dan daftar perangkat yang terlihat tidak berbagi memori yang sama tetapi kami masih memiliki DLL monolitik di bawah windows?

TF 1.12 gpu runtime performance

Sumber

kognat-docs

Komentar yang paling membantu

OK jadi TETAP YAYAYAAYA!

ini outputnya

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 . . .

Berkas TFDriver.cpp

```#include "tensorflow/core/protobuf/control_flow.pb.h"

sertakan "tensorflow/core/protobuf/config.pb.h"

termasuk

int utama() {
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

Debug
Win32

Melepaskan
Win32

Debug
x64

Melepaskan
x64

16.0
Win32Proj
{d4eaaa20-e3d3-46ee-b1e9-08ab9200c828}
TFDriver
10.0

Aplikasi
benar
v142
Unicode

Aplikasi
Salah
v142
benar
Unicode

Aplikasi
benar
v142
Unicode

Aplikasi
Salah
v142
benar
Unicode

benar

Salah

benar

Salah

Tingkat 3
benar
WIN32;_DEBUG;_CONSOLE;%(Definisi Praprosesor)
benar

Menghibur
benar

Tingkat 3
benar
benar
benar
WIN32;NDEBUG;_CONSOLE;%(Definisi Praprosesor)
benar

Menghibur
benar
benar
benar

Tingkat 3
benar
_DEBUG;_CONSOLE;%(Definisi Praprosesor)
benar

Menghibur
benar

Tingkat 3
benar
benar
benar
NDEBUG;_CONSOLE;%(Definisi Praprosesor)
benar
C:\Users\Administrator\dev\attempt6\tensorflow\bazel-bin\tensorflow;C:\Users\Administrator\dev\attempt6\tensorflow\bazel-bin;C:\Users\Administrator\dev\attempt6\tensorflow\bazel -tensorflow\external\com_google_protobuf\src;C:\Users\Administrator\dev\attempt6\tensorflow;%(AdditionalIncludeDirectories)

Menghibur
benar
benar
benar
eksternal\com_google_absl\absl\numeric\libint128.a
;external\com_google_absl\abslbase\libspinlock_wait.a
;external\com_google_absl\abslbase\libdynamic_annotations.a
;eksternal\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
;eksternal\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\lievent_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
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;tensorflow\compiler\xla\service\gpu\libgemm_algorithm_picker.a
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;tensorflow\compiler\xla\service\gpu\libcublas_gemm_pad_for_tensor_cores.a
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;tensorflow\compiler\xla\service\gpu\libnvptx_compiler.lo
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;tensorflow\compiler\xla\service\gpu\libgpu_transfer_manager.lo
;tensorflow\compiler\xla\service\libplatform_util.a
;tensorflow\compiler\xla\service\libbackend.a
;tensorflow\compiler\xla\service\libexecution_tracker.a
;tensorflow\compiler\xla\service\libcompilation_cache.a
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;tensorflow\compiler\xla\service\liballocation_tracker.a
;tensorflow\compiler\xla\service\libservice.lo
;tensorflow\stream_executor\cuda\libcurand_stub.a
;tensorflow\stream_executor\cuda\libcurand_plugin.lo
;tensorflow\stream_executor\cuda\libcufft_stub.a
;tensorflow\stream_executor\cuda\libcufft_plugin.lo
;tensorflow\stream_executor\cuda\libcudnn_stub.a
;tensorflow\stream_executor\cuda\libcudnn_version.a
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;tensorflow\stream_executor\cuda\libcuda_platform.lo
;tensorflow\stream_executor\cuda\libcublas_stub.a
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;tensorflow\core\libgpu_lib.a
;tensorflow\core\liblogging_ops_op_lib.lo
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;tensorflow\compiler\mlir\tensorflow\libmlir_passthrough_op.lo
;tensorflow\c\libtf_status.a
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;tensorflow\c\libtf_status_helper.a
;tensorflow\c\libtf_tensor.a
;tensorflow\c\libops.lo
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;tensorflow\core\libtraining_ops_op_lib.lo
;tensorflow\core\protobuf\tpu\libtpu_embedding_output_layout_proto_cc_impl.lo
;tensorflow\core\protobuf\tpu\liboptimization_parameters_proto_cc_impl.lo
;tensorflow\core\protobuf\tpu\libtpu_embedding_configuration_proto_cc_impl.lo
;tensorflow\core\tpu\libtpu_embedding_output_layout_utils.a
;tensorflow\core\tpu\libtpu_embedding_optimization_parameters_utils.a
;tensorflow\core\libtpu_replication_ops_op_lib.lo
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;tensorflow\core\libtpu_infeed_ops_op_lib.lo
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;tensorflow\core\librpc_ops_op_lib.lo
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;tensorflow\core\libremote_fused_graph_ops_op_lib.lo
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;tensorflow\core\libspecial_math_ops_op_lib.lo
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;tensorflow\core\libencode_proto_ops_op_lib.lo
;tensorflow\core\libdecode_proto_ops_op_lib.lo
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;tensorflow\core\libcudnn_rnn_ops_op_lib.lo
;tensorflow\core\libctc_ops_op_lib.lo
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;tensorflow\core\libcollective_ops_op_lib.lo
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;tensorflow\core\libcheckpoint_ops_op_lib.lo
;tensorflow\core\libcandidate_sampling_ops_op_lib.lo
;tensorflow\core\libtensor_forest_ops_op_lib.lo
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;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
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;tensorflow\core\libcore_cpu_base_no_ops.a
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;tensorflow\core\libbfc_allocator.a
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;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
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;%(Ketergantungan Tambahan)

C:\Users\Administrator\dev\attempt6\tensorflow\bazel-out\x64_windows-opt\bin;%(AdditionalLibraryDirectories)

```

samhodge pada 17 Jun 2020

👍2 🚀1 ❤1 🎉1

Semua 140 komentar

Jadi jelas ini adalah masalah kompilasi dan penautan, atribut-atribut ini adalah bagian dari pesan protobuf yang sama:

https://github.com/tensorflow/tensorflow/blob/r1.12/tensorflow/core/protobuf/config.proto

Jadi simbol yang mereka tuju akan memiliki nama yang sama.

Yang

? fixed_address_empty_string@internal@protobuf@google@@3V ? $ExplicitlyConstructed@V? $basic_string@DU? $char_traits@D@std@@V ? $allocator@D@2@@std@@@123@A

Bagaimana mungkin proses kompilasi untuk mengatasi alamat memori yang berbeda untuk simbol protobuf yang sama dari pesan dalam file .cc di atas.

samhodge pada 12 Mei 2020

Menyebutkan masalah serupa:
https://github.com/tensorflow/tensorflow/issues/23542

kognat-docs pada 13 Mei 2020

Di mana file objek untuk file config.proto yang disebutkan di atas?

aku bisa menemukan

bazel-bin/tensorflow/core/_objs/master_proto_cc/master.pb.o

Saya dapat mencoba menautkannya daripada mengekspos simbol dari tensorflow.dll

Tapi saya belum melakukan dump simbol dari file itu untuk melihat apakah

?fixed_address_empty_string@internal@protobuf@google@@3v?$ExplicitlyConstructed@V?$basic_string@DU?$char_traits@D@std@@v?$allocator@D@2@@std@@@123@A ada.

kognat-docs pada 13 Mei 2020

Inilah tanda harapan lainnya:

https://github.com/tensorflow/tensorflow/issues/23542#issuecomment -523826053

kognat-docs pada 13 Mei 2020

Menyebutkan @ttdd11 @Steroes @ZhuoranLyu @brantl @sitting-duck yang pernah dekat dengan masalah ini sebelumnya.

kognat-docs pada 13 Mei 2020

Oke ini dia

Dari tes integrasi berkelanjutan saya

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

Ini 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

}

Sekarang saya akan melihat apakah saya bisa membuatnya bekerja entah bagaimana sehingga kedua hal itu tidak saling bertumpukan.

kognat-docs pada 14 Mei 2020

Adakah yang bisa menjelaskan kepada saya caranya

https://github.com/tensorflow/tensorflow/blob/r1.12/tensorflow/core/protobuf/config.proto

Menjadi dua std::string.c_str() pada bit memori yang sama?

Saya tidak begitu mengerti proses protobuf dan bazel.

kognat-docs pada 14 Mei 2020

Ini dia isi config.pb.h config.pb.cc
config.pb.h.zip
config.pb.cc.zip

ditemukan di .\tensorflow-r1.12\bazel-genfiles\tensorflow\core\protobuf

dalam file .zip terlampir

kognat-docs pada 14 Mei 2020

Berikut adalah control_flow.pb.h dan control_flow.pb.cc sebagai file .zip juga dari .\tensorflow-r1.12\bazel-genfiles\tensorflow\core\protobuf

control_flow.pb.h.zip
control_flow.pb.cc.zip

kognat-docs pada 14 Mei 2020

Kode yang sama pada versi statis tensorflow dengan kode yang sama di Linux tidak memiliki alamat yang sama.

samhodge pada 15 Mei 2020

@sanjoy jika Anda memerlukan informasi tambahan, semua yang saya lakukan dipicu oleh skrip yang dapat diulang di lingkungan CI, ini bukan proses roulette tetapi proses yang dapat diulang.

samhodge pada 15 Mei 2020

👍1

@gunan Apakah Anda memiliki orang yang mengerjakan ini?

samhodge pada 19 Mei 2020

Apakah masalah terjadi pada versi yang lebih baru?
1,12 jelas berada di luar jendela dukungan kami. Saya dapat mencoba menjelajahi ini di 1.15, tetapi secara realistis, master atau 2.2 adalah yang paling dapat saya bantu.

gunan pada 20 Mei 2020

@gunan

Saya akan mencoba, tetapi r1.12+ memerlukan instruksi perangkat keras yang lebih modern daripada beberapa perangkat keras lama yang ingin saya dukung, menurut saya AVX, AVX2 dan SSE4

Saya akan melihat apakah saya dapat melakukan build di atas kotak cloud. Saya pikir orang lain telah melaporkan pada 1.15. Saya akan melihat apakah saya dapat menemukan referensi untuk itu terlebih dahulu sebelum menjalankan platform build yang sama sekali baru.

sama

samhodge pada 21 Mei 2020

Saya terkejut mendengarnya. Jika Anda membangun dari sumber, Anda harus dapat membangun tanpa set instruksi lanjutan. Saya akan dengan senang hati membantu menyelesaikannya jika itu terjadi (kita dapat membuat masalah lain untuk itu)

gunan pada 21 Mei 2020

Bahkan dengan r1.12 ada solusi untuk nasm dan OpenSSL yang perlu dibuat. Saya akan melihat apakah saya dapat mereproduksi kesalahan dengan r1.15 minggu depan.

samhodge pada 22 Mei 2020

Apakah masalah terjadi pada versi yang lebih baru?
1,12 jelas berada di luar jendela dukungan kami. Saya dapat mencoba menjelajahi ini di 1.15, tetapi secara realistis, master atau 2.2 adalah yang paling dapat saya bantu.

Saya mengalami hal yang sama pada 1.15.3. Seperti yang lain, seperti: https://github.com/tensorflow/tensorflow/issues/16291#issuecomment -573886148

j-sarge pada 28 Mei 2020

Maaf saya tidak pernah punya waktu untuk membangun dengan 1,15 atau 1,14 Saya akan melihat apakah waktu mengizinkan hari ini.

samhodge pada 2 Jun 2020

Saat ini saya sedang membangun dari

https://github.com/tensorflow/tensorflow/commit/00fad90125b18b80fe054de1055770cfb8fe4ba3

Untuk melihat apakah ada masalah di sana:

Rantai alat adalah bazelisk Win 64, Anaconda Python 3, MSYS2, untuk patch dan bash, CUDA 9.2.1.148 CUDNN 7.0.5.56 Komunitas MSVC 2015 pada kotak T4 di AWS yang menjalankan 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

Dimana berikut ini

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 <strong i="19">@params</strong> 
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

samhodge pada 2 Jun 2020

Build selesai dengan sukses sekarang untuk membangun driver dan melihat apakah ada masalah.

samhodge pada 2 Jun 2020

Enam jam kemudian hasilnya sama dengan r1.12 di r1.14

samhodge pada 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>

samhodge pada 2 Jun 2020

juga

tensorflow_cc.lib disebut libtensorflow_cc.dll.ifso untuk beberapa alasan yang tidak diketahui.

Tapi saya menggunakan protobuf 3.7.1 dan nsync dan abseil-cpp yang ada dari sebelumnya

samhodge pada 2 Jun 2020

Membangun dari

https://github.com/tensorflow/tensorflow/pull/32503/commits/907a06dfe7533889104a0726d6f12cc9f4669000

Yaitu r1.15.1

samhodge pada 2 Jun 2020

Kompilasi gagal

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.

Satu-satunya perubahan ke

https://github.com/tensorflow/tensorflow/commit/907a06dfe7533889104a0726d6f12cc9f4669000

Apakah file-file berikut yang disebutkan di atas dengan r1.14

Versi bazel yang digunakan tidak disebutkan untuk r1.15

melihat:

https://www.tensorflow.org/install/source_windows

Saya akan memutar roda sekali lagi dengan bazel 0.26.1 dan melihat apakah itu membaik.

samhodge pada 2 Jun 2020

@gunan

Sama dengan 'bazel 0.26.1'

Saya senang mendemonstrasikan bug dengan r1.15 jika Anda dapat memberikan instruksi yang jelas tentang cara membangun target

tensorflow_cc.dll

Dokumen tidak menyertakan versi ini saat diuji

Tidak ada rekomendasi tentang versi MSVC untuk menggunakan versi bazel

sama

samhodge pada 2 Jun 2020

@sanjoy @gunan
Ini dilaporkan pada Februari 2019 di sini

https://github.com/tensorflow/tensorflow/issues/23542#issuecomment -464730964

Masih ada di r1.14

Saya dapat membayangkan bahwa bug akan tetap ada di r2.2

Bisakah orang lain mengkonfirmasi ini untuk saya?

samhodge pada 2 Jun 2020

Oke lanjut acaranya

membuat tensorflow_cc.dll sebagai berikut:

Dalam Powershell pada kotak AWS T4 dengan 48 core dan 4 kartu Turing T4

Dengan yang berikut ini diinstal

msys2 dengan tambalan melalui pacman
Edisi Komunitas MSVC 2015 untuk C++
Anaconda Python 3
Baselisk untuk Win 64
Perangkat CUDA 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

Di mana build-tf.ps1 adalah sebagai berikut:

$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 <strong i="18">@params</strong> 
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

Saya akan menunggu hasilnya dan membangun abseil, nsync dan protobuf melalui CMake untuk membangun terhadap 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

}

Yang akan dibangun mirip dengan

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;

Berikut adalah lokasi protobuf dari workspace.bzl

https://github.com/protocolbuffers/protobuf/archive/310ba5ee72661c081129eb878c1bbcec936b20f0.tar.gz

Saya akan melihat apakah saya dapat menemukan abseil-cpp dan nsync yang diperlukan jika diperlukan sama sekali.

samhodge pada 4 Jun 2020

Itu tidak berakhir dengan baik

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

Jadi saya kira saya menginstal MSVC 2019 dan coba lagi.

samhodge pada 4 Jun 2020

@gunan Bisakah Anda meminta seseorang melihat ini, apakah proyek ini memiliki sumber daya yang cukup untuk pemeliharaan untuk Windows dan C++?

Ini membuang-buang waktuku

https://github.com/tensorflow/tensorflow/issues/36252#issue -555630489

samhodge pada 4 Jun 2020

Mencoba lagi dengan master di MSVC 2015

samhodge pada 4 Jun 2020

Berikut adalah kesalahan dari master a7d8140e60d351d25ee3ba8236d8badf975dcada

Menggunakan 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.

samhodge pada 4 Jun 2020

Mengulangi dengan MSVC 2019 sebagai berikut

AWS dengan 4 Kartu Turing T4 dan 48 inti virtual serta 190 Gb RAM dan MS Server 2019

Python berbasis anaconda
MSYS2 untuk patch, perl, dan bash
Edisi komunitas MSVC 2019
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 <strong i="17">@params</strong> 
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

Langkah:

Buka powershell
Sumber buildenv.ps1
git clone tensorflow URL
git checkout r2.2
sumber build-tf.ps1

.tf_configure.bazelrc.zip

konfigurasi bazel terlampir, akan melaporkan kembali keberhasilan atau kegagalan.

samhodge pada 4 Jun 2020

Kami pasti kekurangan ahli di windows.
TF membutuhkan c++14, jadi membangun dengan msvc 2015 tidak akan berfungsi.

Saya masih mencoba menguraikan apa yang Anda maksud dengan "alamat memori yang tumpang tindih antara opsi gpu string untuk "jenis pengalokasi" dan "daftar perangkat yang terlihat""
Apakah maksud Anda Anda menyetel satu bidang, dan bidang lainnya berubah secara tidak sengaja?

Jika itu masalahnya, reproduksi yang Anda miliki cukup tidak langsung. Dalam kode reproduksi Anda, dapatkah Anda mencetak bidang yang sama sebelum dan sesudah Anda mengatur daftar_perangkat yang terlihat?
Jika tidak, satu penyebab lainnya mungkin karena GPU Anda tidak memiliki 80% memori yang tersedia.

Juga, t ensorflow:GpuOptions adalah buffer protokol sederhana. Saya melihat Anda membuat libprotobuf secara terpisah dan mencoba menggunakannya. Alur kerja itu saat ini sangat tidak didukung, dan saya sangat curiga ini mungkin menyebabkan kerusakan pada buffer protokol Anda.

gunan pada 4 Jun 2020

Berikut adalah hasil dari CUDA 9.2.1.148 dan 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

Jadi sekarang untuk cekikikan saya akan memakai MSVC 2017 dan melihat apakah saya melangkah lebih jauh, CUDA Toolkit 9.2.1.148 adalah persyaratan untuk kompatibilitas.

samhodge pada 4 Jun 2020

Saya masih mencoba menguraikan apa yang Anda maksud dengan "alamat memori yang tumpang tindih antara opsi gpu string untuk "jenis pengalokasi" dan "daftar perangkat yang terlihat""
Apakah maksud Anda Anda menyetel satu bidang, dan bidang lainnya berubah secara tidak sengaja?

Ya ini yang saya maksud, maaf jika ini tidak jelas dari pengemis

Bisakah Anda memodifikasi driver untuk menunjukkan dengan lebih baik apa yang menurut saya jelas?

Jika itu masalahnya, reproduksi yang Anda miliki cukup tidak langsung. Dalam kode reproduksi Anda, dapatkah Anda mencetak bidang yang sama sebelum dan sesudah Anda mengatur daftar_perangkat yang terlihat?

Ya saya bisa melakukannya di r1.14 sekarang.

Jika tidak, satu penyebab lainnya mungkin karena GPU Anda tidak memiliki 80% memori yang tersedia.

Juga, t ensorflow:GpuOptions adalah buffer protokol sederhana. Saya melihat Anda membuat libprotobuf secara terpisah dan mencoba menggunakannya. Alur kerja itu saat ini sangat tidak didukung, dan saya sangat curiga ini mungkin menyebabkan kerusakan pada buffer protokol Anda.

Apa alur kerja yang didukung?

Tidak ada simbol protobuf di Tensorflow.

samhodge pada 4 Jun 2020

Sayangnya, satu-satunya cara yang dapat diandalkan untuk membuat sesuatu bekerja di windows, sejauh yang kami bisa lihat, adalah dengan menautkan TF secara statis. Protobuf memang sepenuhnya terhubung ke TF, namun banyak simbol yang disembunyikan karena kami terus mencapai batas simbol ~64K di windows. Kami sedang bekerja untuk menyempurnakan API kami, tetapi karena kami menambahkan dukungan windows nanti, dan hanya mengekspos apa yang kami lihat diperlukan dalam eksperimen terbatas kami, banyak simbol yang hilang dari permukaan API. Kami dapat bekerja sama untuk mengekspos beberapa simbol, atau mengusulkan beberapa modifikasi/tambalan lokal untuk membuat proyek Anda berfungsi di windows.

Seperti yang saya katakan sebelumnya, kami memiliki pengalaman yang sangat terbatas di windows, sehingga kekurangan banyak fitur. Juga berjuang untuk mengikuti masalah yang masuk, seperti yang Anda alami dengan jelas tentang masalah ini. Saya benar-benar minta maaf tentang itu. Saya mencoba menyiapkan ruang kerja untuk mencoba beberapa masalah yang Anda lihat. Saya akan mulai dengan build bersih libtensorflow_cc, kemudian melihat masalah protobuf yang Anda lihat.

Sementara itu, jika Anda dapat membagikan output dari kode berikut, itu akan sangat membantu saya. Seperti yang saya katakan, ini adalah simbol protobuf, dan saya akan memeriksa dengan tim protobuf untuk melihat apakah mereka telah melihat masalah serupa di 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;

}

gunan pada 4 Jun 2020

OK terima kasih telah mengakomodasi waktu Anda.

dari 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


}

Saya mendapatkan output berikut:

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

Maaf karena tidak menjelaskan diri saya lebih baik.

samhodge pada 4 Jun 2020

Ini adalah keluaran kode Anda

C:\GitLabRunner\builds\dmyz3-NF\0\sam\tf-mem-overlap>.\main.exe
Before: allocator_type
After: allocator_type 0

samhodge pada 4 Jun 2020

Jadi saya tahu cara mengekspos simbol pada waktu pembuatan melalui file .lds di r1.12

Bagaimana saya menemukan simbol yang hilang untuk protobuf di tensorflow_cc.dll

Tampaknya ada banyak penusukan dalam kegelapan.

samhodge pada 4 Jun 2020

Saya akan sangat senang untuk menautkan secara statis ke TF.

Bagaimana saya akan melakukan itu?

samhodge pada 4 Jun 2020

Saat ini, cara terbaik adalah menggunakan bazel.
Anda dapat membuat ruang kerja, dan menambahkan TF sebagai ketergantungan ruang kerja.
Kemudian Anda dapat bergantung pada pustaka TF sebagai dependensi bazel.

Saya akan menguji contoh Anda di mesin saya juga. Saya juga menghubungi tim protobuf, dan menunggu tanggapan mereka.

gunan pada 4 Jun 2020

Apakah ada cara menggunakan skylark untuk menggemakan semua file .lib yang diperlukan untuk menautkan ke biner terakhir untuk digunakan sebagai plugin?

Menambahkan dependensi ke bazel di rantai build mungkin tidak kompatibel dengan proses build lainnya.

samhodge pada 4 Jun 2020

Untuk itu, saya akan membutuhkan bantuan dari ahli bazel.
@hlopko @r4nt @meteorcloudy apakah ada cara agar file lib dapat diakses setelah membuat dll, atau mungkin cc_library?

Juga, saya baru saja membangun secara lokal, dan saya dapat membangun menggunakan MSVC 2019 profesional, tanpa cuda. Mencoba lagi dengan CUDA.

gunan pada 4 Jun 2020

Omong-omong, saya menyinkronkan klien saya ke komit berikut di cabang master: e19e2d29d562724ead9e60e1ba4c4ffd91a0eb7a

Untuk kedua perintah berikut, saya dapat membuat TF dengan MSVC 2019 professional, versi terbaru yang tersedia. Komunitas MSVC harus memberikan hasil yang sama.

bazel build --config=cuda --config=short_logs -c opt tensorflow:tensorflow_cc
bazel build --config=short_logs -c opt tensorflow:tensorflow_cc

gunan pada 4 Jun 2020

@gunan CUDA dan CUDNN mana yang Anda gunakan? Saya terkunci ke CUDA 9.2.1.148 dan CUDNN 7.0.5.56 untuk Kompatibilitas Desain Blackmagic, karena cudnn64_7.dll ada di jalurnya dan saya adalah plugin untuk sistem mereka.

samhodge pada 4 Jun 2020

@hlopko @r4nt @meteorcloudy apakah ada cara agar file lib dapat diakses setelah membuat dll, atau mungkin cc_library?

Ya, Anda bisa mendapatkan file LIB (import library) melalui --output_groups=interface_library di baris perintah atau di file BUILD menggunakan aturan grup file.
Misalnya,

    filegroup(
        name = import_lib_name,
        srcs = ["my_dll_target"],
        output_group = "interface_library",
    )

Anda kemudian dapat menggunakan file LIB ini dalam aturan cc_import.
Silakan periksa contoh ini: https://github.com/bazelbuild/bazel/blob/master/examples/windows/dll/windows_dll_library.bzl

meteorcloudy pada 4 Jun 2020

Saya akan bereksperimen dengan ini besok.

Terima kasih atas penjelasannya, bagi saya itu belum masuk akal, tetapi burung Star/Sky saya terbatas.

Tetapi niatnya adalah untuk menyimpan ini ke dalam dokumen sehingga begitu TF build ada, saya dapat menarik artefak dari bazel-genfiles dari file ZIP dan mengarahkan ke masing-masing file .lib untuk menautkan secara statis ke plugin TF saya yang juga terhubung dengan beberapa perpustakaan lain.

Tidak ada tipuan saat ini melalui CMake atau bazel hanya proyek MSVC yang menunjuk pada file header dan .lib.

Meskipun bazel luar biasa, mengimplementasikan proyek non Google dari awal dapat membutuhkan sedikit pukulan, yang belum saya atasi.

samhodge pada 4 Jun 2020

Omong-omong, saya menyinkronkan klien saya ke komit berikut di cabang master: e19e2d2
Untuk kedua perintah berikut, saya dapat membuat TF dengan MSVC 2019 professional, versi terbaru yang tersedia. Komunitas MSVC harus memberikan hasil yang sama.
bazel build --config=cuda --config=short_logs -c opt tensorflow:tensorflow_cc
bazel build --config=short_logs -c opt tensorflow:tensorflow_cc

Apakah Anda dapat menguji apa yang terjadi dengan pengemudi yang Anda berikan kepada saya?

samhodge pada 4 Jun 2020

@sanjoy @gunan

Selamat pagi dari pagi langit biru cerah di Adelaide.

Saya telah melihat ke dalam dokumen berikut:
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

Jadi sekarang maksud saya adalah membangun tensorflow_cc_static.lib di Windows yang akan memiliki semua simbol saya untuk menautkan secara statis ke perpustakaan bersama aplikasi saya ( rotobot.ofx ), yang berarti saya tidak perlu lagi menautkan ke tensorflow_cc.dll dan juga (lib)protobuf.dll dan semua batas simbol 65K akan menjadi masa lalu.

Apakah Anda melihat hambatan dalam strategi saya?

samhodge pada 5 Jun 2020

Kegagalan terbaru saya

Menggunakan CUDA 10.2 dan CUDNN 7.6.5.32

dengan

$ENV:TF_CUDA_COMPUTE_CAPABILITIES="3.5,3.7,5.0,5.2,6.0,6.1"

Saya akan mencoba lagi tanpa pernyataan ini dan melihat apakah itu dikompilasi.

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

samhodge pada 5 Jun 2020

Sunting: Perilaku ini diharapkan dengan CUDA Toolkit 10.2, 10.2 adalah pembaruan ke 9.2 karena CUDA Toolkit 9.2.1.148 tidak mendukung nvcc untuk MSVC 2019. MSVC 2017 mungkin mendukung C++ 14 yang diperlukan untuk TF 2.0.

Melihat:
https://docs.nvidia.com/cuda/cuda-toolkit-release-notes/index.html#deprecated -features

CUDA COMPUTE 3.5 dan 3.7 tidak digunakan lagi, jadi perlu membatalkan render dan menguncinya ke 7.0 untuk kartu Turing berbasis T4 tetapi ini tidak akan cocok untuk berbagai pengguna akhir tanpa kartu berbasis Turing.

Sekarang sudah diatur ke CUDA compute 3.5,7.0 hanya saya akan melihat apakah ini dikompilasi.

samhodge pada 5 Jun 2020

MSVC 15 (2017) dan CUDA Toolkit 9.2.1.148 memberi Anda kemampuan komputasi hingga 7.0 dan turun hingga 3.5 Sambil memberikan dukungan bahasa C++.

samhodge pada 5 Jun 2020

7a7207f3b6 memberi saya

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

Dari

git clone tensorflow URL
cd tensorflow
cp ..\*.ps1
. .\buildenv.ps1
. .\build-tf.ps1

Di mana saya berada di server t4 2019 dengan 48 core

Dengan Anaconda Python, MSYS2 untuk patch dan perl dan bash, CUDA 10.2 CUDNN 7.6.5.32

buildenv.ps1 adalah

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 adalah

$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 <strong i="25">@params</strong> 
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

Apakah ini perilaku yang diharapkan?

samhodge pada 5 Jun 2020

Saya akan ulangi dengan r2.2.

samhodge pada 5 Jun 2020

2b96f3662b selesai.

samhodge pada 5 Jun 2020

Terlampir adalah file tensorflow\BUILD dari r2.2

BUILD.zip

Yang sedang dibangun sebagai

. .\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 <strong i="21">@params</strong> 
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

edit ke tensorflow\BUILD adalah

menambahkan lima baris

filegroup(
        name = "tensorflow_cc_static.lib",
        srcs = ["tensorflow_cc.dll"],
        output_group = "interface_library",
)

```

samhodge pada 5 Jun 2020

Saya memiliki cuda 10.1 di mesin saya, jadi coba dengan itu. Jadi itu mungkin disebabkan oleh perbedaan versi cuda.
Saya melihat bahwa beberapa komentar Anda menyebutkan cuda 9.2, dan beberapa menyebutkan 10.2.
Saya kira build dengan 10.2 berhasil?

gunan pada 5 Jun 2020

@hlopko @r4nt @meteorcloudy apakah ada cara agar file lib dapat diakses setelah membuat dll, atau mungkin cc_library?
Ya, Anda bisa mendapatkan file LIB (import library) melalui --output_groups=interface_library di baris perintah atau di file BUILD menggunakan aturan grup file.
Misalnya,
    filegroup(
        name = import_lib_name,
        srcs = ["my_dll_target"],
        output_group = "interface_library",
    )
Anda kemudian dapat menggunakan file LIB ini dalam aturan cc_import.
Silakan periksa contoh ini: https://github.com/bazelbuild/bazel/blob/master/examples/windows/dll/windows_dll_library.bzl

Ya ini hanya membuat file yang sudah ada

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

Hanya 39M sedangkan file tensorflow_cc.dll adalah 320Mb

Yang dibutuhkan adalah versi statis dari tensorflow_cc.lib di mana ia memiliki semua simbol untuk melakukan inferensi atau pelatihan atau apa pun yang ditawarkan tensorflow_cc.dll

Saya pikir ada kesalahan dalam komunikasi, karena simbol untuk protobuf tidak terbuka, saya harus dapat menautkan secara statis ke arsip statis .lib dari semua simbol yang ada di entitas tensorflow_cc.dll jadi dengan file header dan -L tensorflow_cc_static.lib ini akan memberikan semua simbol.

samhodge pada 5 Jun 2020

Saya memiliki cuda 10.1 di mesin saya, jadi coba dengan itu. Jadi itu mungkin disebabkan oleh perbedaan versi cuda.
Saya melihat bahwa beberapa komentar Anda menyebutkan cuda 9.2, dan beberapa menyebutkan 10.2.
Saya kira build dengan 10.2 berhasil?

Ya itu berhasil.

samhodge pada 5 Jun 2020

Mencoba lagi dengan

filegroup(
        name = "tensorflow_cc_static.lib",
        srcs = ["tensorflow_cc.dll"],
        output_group = "static",
)

samhodge pada 5 Jun 2020

Dan kita akan berputar-putar di sini: @meteorcloudy

https://github.com/bazelbuild/bazel/issues/1920

samhodge pada 5 Jun 2020

Berikut adalah hasil dari 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

Bagaimana kita memasukkan input ke tensorflow_cc.dll seperti yang ditangkap oleh grup file di atas untuk dimasukkan ke dalam arsip?

samhodge pada 5 Jun 2020

Saya menyelinap dalam hal ini

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
)

Saya pikir saya mungkin mengalami masalah tautan transitif.

samhodge pada 5 Jun 2020

Hal di atas tidak boleh dilakukan

Mencoba dengan

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"]),
)

samhodge pada 5 Jun 2020

Saya pikir saya juga perlu menarik tensorflow_framework agar hal di atas berfungsi, tetapi saya akan membiarkannya menggelembung dan melihat apa yang terjadi.

samhodge pada 5 Jun 2020

Saya baru saja memperhatikan ada aturan untuk tensorflow_cc.lib jika saya ingin menautkan secara dinamis, yang disarankan oleh @gunan bukanlah solusi untuk masalah ini, tetapi untuk mendapatkan versi statis dari tensorflow_cc.dll dari bazel tapi saya pikir itu tidak akan berhasil, saya akan terus mencoba selama satu jam lagi.

samhodge pada 5 Jun 2020

OK sekarang saya punya banyak file .a

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

Yang saya asumsikan saya dapat menautkan ini seperti file .a di Linux dan simbol saya hanya akan "ada di sana"

Saya berharap untuk satu yang besar, saya akan terus berusaha.

samhodge pada 5 Jun 2020

mungkin saya kurang bodoh dari yang saya kira
@hlopko @meteorcloudy

https://github.com/bazelbuild/bazel/issues/7538

Jika tetap ada untuk membuat kartu liar dari file .a yang disalin ke bazel-bin di filegroup

samhodge pada 5 Jun 2020

Saya merasa ingin menambahkan ini ke akhir 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"],
)

dan membangun //tensorflow:tensorflow_cc_static seharusnya berhasil

samhodge pada 5 Jun 2020

Jika tetap ada untuk membuat kartu liar dari file .a yang disalin ke bazel-bin dalam filegroup

@oquenchil adalah ahli C++ kami! Bagaimana cara mengumpulkan semua file objek transitif atau file .a di Starlark?

meteorcloudy pada 5 Jun 2020

Saya pikir menggunakan C++ Starlark API kami, kami dapat mengumpulkan semua file lib transitif.
https://docs.bazel.build/versions/master/skylark/lib/CcInfo.html
Masalah terkait: https://github.com/bazelbuild/bazel/issues/1920

meteorcloudy pada 5 Jun 2020

Saya tidak mencoba untuk memberi naungan pada bazel, itu benar-benar melakukan pekerjaan yang cukup bagus dalam banyak hal. Tetapi di banyak proyek CMake yang saya gunakan, Anda cukup menambahkan -DBUILD_SHARED_LIBS=0 dan keluarlah arsip statis. Mengingat fitur ini sudah diminta pada tahun 2016. Saya pikir saya mungkin hanya menggunakan Python glob dan menghancurkannya dan melihat apakah tautan statis akan memperbaiki masalah ini.

samhodge pada 5 Jun 2020

Menggunakan Python saya dapat merakit file .a yang bersangkutan

python itu cukup sederhana

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))

Hasilnya adalah daftar file yang epik

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
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C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_schema.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_visitor.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\ctc\libctc_loss_calculator_lib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\libdescriptors.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\libdescriptor_pool_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\libproto_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\rpc\librpc_factory.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\rpc\librpc_factory_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\tensor_bundle\libnaming.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\tensor_bundle\libtensor_bundle.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\platform\default\libdso_loader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\boringssl\libcrypto.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\boringssl\libssl.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libalts_frame_protector.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libalts_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libalts_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libcensus.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_ads_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_core_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_orca_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_type_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgoogle_api_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgpr_base.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc++.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc++_base.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc++_codegen_base_src.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_base.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_base_c.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_client_authority_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_client_channel.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_client_idle_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_deadline_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_health_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_http_filters.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_cds_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_grpclb_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_pick_first.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_round_robin.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_xds_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_max_age_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_message_size_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_dns_ares.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_dns_native.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_dns_selection.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_fake.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_sockaddr.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_xds_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_server_backward_compatibility.a
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\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

Jadi tanpa menghubungkan apa pun, ini adalah simbol yang hilang

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 ==========

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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
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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
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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
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C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_builder.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_schema.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\profiler\utils\libxplane_visitor.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\ctc\libctc_loss_calculator_lib.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\libdescriptors.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\libdescriptor_pool_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\proto\libproto_utils.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\rpc\librpc_factory.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\rpc\librpc_factory_registry.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\tensor_bundle\libnaming.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\util\tensor_bundle\libtensor_bundle.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor\platform\default\libdso_loader.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\boringssl\libcrypto.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\boringssl\libssl.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libalts_frame_protector.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libalts_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libalts_util.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libcensus.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_ads_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_core_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_orca_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libenvoy_type_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgoogle_api_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgpr_base.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc++.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc++_base.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc++_codegen_base_src.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_base.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_base_c.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_client_authority_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_client_channel.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_client_idle_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_deadline_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_health_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_http_filters.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_cds_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_grpclb_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_pick_first.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_round_robin.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_policy_xds_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_lb_upb.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_max_age_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_message_size_filter.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_dns_ares.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_dns_native.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_dns_selection.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_fake.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_sockaddr.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_resolver_xds_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_secure.a
C:\Users\Administrator\dev\tensorflow\bazel-bin\external\com_github_grpc_grpc\libgrpc_server_backward_compatibility.a
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

Simbol berikut tidak ada:

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.

Ini adalah hasil kompilasi

#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;

}

Dengan MSVC 2019

Proyek berikut.

<?xml version="1.0" encoding="utf-8"?>
<Project DefaultTargets="Build" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
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    <ProjectConfiguration Include="Debug|Win32">
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      <Platform>Win32</Platform>
    </ProjectConfiguration>
    <ProjectConfiguration Include="Release|Win32">
      <Configuration>Release</Configuration>
      <Platform>Win32</Platform>
    </ProjectConfiguration>
    <ProjectConfiguration Include="Debug|x64">
      <Configuration>Debug</Configuration>
      <Platform>x64</Platform>
    </ProjectConfiguration>
    <ProjectConfiguration Include="Release|x64">
      <Configuration>Release</Configuration>
      <Platform>x64</Platform>
    </ProjectConfiguration>
  </ItemGroup>
  <PropertyGroup Label="Globals">
    <VCProjectVersion>16.0</VCProjectVersion>
    <Keyword>Win32Proj</Keyword>
    <ProjectGuid>{15645cc9-98bf-42cf-a46f-13601b0520cc}</ProjectGuid>
    <RootNamespace>ConsoleApplication1</RootNamespace>
    <WindowsTargetPlatformVersion>10.0</WindowsTargetPlatformVersion>
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  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.Default.props" />
  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|Win32'" Label="Configuration">
    <ConfigurationType>Application</ConfigurationType>
    <UseDebugLibraries>true</UseDebugLibraries>
    <PlatformToolset>v142</PlatformToolset>
    <CharacterSet>Unicode</CharacterSet>
  </PropertyGroup>
  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|Win32'" Label="Configuration">
    <ConfigurationType>Application</ConfigurationType>
    <UseDebugLibraries>false</UseDebugLibraries>
    <PlatformToolset>v142</PlatformToolset>
    <WholeProgramOptimization>true</WholeProgramOptimization>
    <CharacterSet>Unicode</CharacterSet>
  </PropertyGroup>
  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'" Label="Configuration">
    <ConfigurationType>Application</ConfigurationType>
    <UseDebugLibraries>true</UseDebugLibraries>
    <PlatformToolset>v142</PlatformToolset>
    <CharacterSet>Unicode</CharacterSet>
  </PropertyGroup>
  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'" Label="Configuration">
    <ConfigurationType>Application</ConfigurationType>
    <UseDebugLibraries>false</UseDebugLibraries>
    <PlatformToolset>v142</PlatformToolset>
    <WholeProgramOptimization>true</WholeProgramOptimization>
    <CharacterSet>Unicode</CharacterSet>
  </PropertyGroup>
  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.props" />
  <ImportGroup Label="ExtensionSettings">
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  <ImportGroup Label="Shared">
  </ImportGroup>
  <ImportGroup Label="PropertySheets" Condition="'$(Configuration)|$(Platform)'=='Debug|Win32'">
    <Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
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  <ImportGroup Label="PropertySheets" Condition="'$(Configuration)|$(Platform)'=='Release|Win32'">
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  <ImportGroup Label="PropertySheets" Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
    <Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
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  <ImportGroup Label="PropertySheets" Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
    <Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
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  <PropertyGroup Label="UserMacros" />
  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|Win32'">
    <LinkIncremental>true</LinkIncremental>
  </PropertyGroup>
  <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>
    </ClCompile>
    <Link>
      <SubSystem>Console</SubSystem>
      <EnableCOMDATFolding>true</EnableCOMDATFolding>
      <OptimizeReferences>true</OptimizeReferences>
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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>

dev.zip

@gunan
Jadi pertanyaan saya adalah sebagai berikut:

Jika Anda tidak dapat menautkan ke libprotobuf.lib untuk memberikan simbol tensorflow_cc.dll dan Anda perlu menautkan secara statis, bagaimana Anda melakukannya?

Bisakah Anda mengkompilasi kode main.cpp dan memberi tahu saya apa yang Anda dapatkan sebagai hasil dari tautan statis?

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;

}

samhodge pada 9 Jun 2020

Saya telah melihat sedikit sebelumnya dan tampaknya config.proto Di tensorflow/core/protobuf memiliki simbol yang hilang dan sementara file .o dapat ditemukan, saya tidak dapat mengikuti jalur dalam tipuan bazel untuk melihat apakah file objek ini berakhir di salah satu .a objek arsip, jelas mereka tidak atau simbol tidak akan hilang.

Tapi apakah ini bagian dari masalahnya?

File .proto membuat file .cc yang pada gilirannya membuat file objek, tetapi header juga dibuat, saya tidak yakin apakah header menyatakan simbol sebagai terbuka atau tidak.

Di pagi hari saya akan mencoba menambahkan file .o ke perpustakaan tambahan. Tetapi ada batasan karakter untuk pustaka dan pustaka tambahan sehingga menambahkan setiap file objek mungkin tidak dapat dilakukan.

Yang mengarah ke isian statis file .lib .a dan .o ke dalam satu arsip statis besar.

Yang harus dilakukan dengan bazel di Linux dan macOS dengan ukuran kata besar di shell menggunakan ar, itu bisa dilakukan dari file objek.

@gunan
Bisakah kami memiliki target statis untuk C++ dan Tensorflow?

samhodge pada 9 Jun 2020

Saya pikir itu wajar.
@meteorcloudy bagaimana kita bisa membuat target yang akan menjadi kombinasi dari file .a individu @samhodge yang ditambang di atas? Bisakah bazel menggabungkan ini?

gunan pada 9 Jun 2020

🚀1 🎉1

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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

Dengan menyertakan file sebagai

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

Kompilasi berhasil, penautan gagal seperti di atas.

samhodge pada 10 Jun 2020

Terima kasih, nanti saya coba.

------------------ ------------------
: "Sam Hodge"< [email protected]>;
: 2020年6月10日(星期三) 8:55
: "tensorflow/tensorflow"< [email protected]>;
: "Berlangganan"< [email protected]>;
Catatan: Re: [tensorflow/tensorflow] Windows C++ tensorflow_cc.dll memiliki alamat memori yang tumpang tindih antara opsi gpu string untuk "jenis pengalokasi" dan "daftar perangkat yang terlihat" (#39439)

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keluaran.zip

Saat kompilasi
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_pute__me_host \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_objs\xla_data_proto \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_c:impl*.occ_ \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 C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core_objs\conv_autotuning_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-b di\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\tensorflow\bazel-flow 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 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 alokasi_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\tensorflowobjs attr_value_proto_cc_impl*.o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\core\framework_objs\cost_g raph_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\framework 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\framework_objcore\tensor 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\framework_obj 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\Ad ministrator\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\Us\resource_handers: 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: 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 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*Us.occ_impl 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 \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_codes_pro \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_objsmeter .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 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_lproto.cc_impl*to. o C:\Users\Administrator\dev\tensorflow\bazel-bin\tensorflow\stream_executor_objs\dnn_proto_cc_impl*.o
Dengan menyertakan file sebagai
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
Kompilasi berhasil, penautan gagal seperti di atas.

—
Anda menerima ini karena Anda berlangganan utas ini.
Balas email ini secara langsung, lihat di GitHub, atau berhenti berlangganan.

hunim pada 10 Jun 2020

saya bingung. Saya melihat bahwa Anda mengambil file .a di bawah com_google_protobuf. Saya tidak tahu bagaimana Anda melihat kesalahan simbol.

gunan pada 10 Jun 2020

saya bingung. Saya melihat bahwa Anda mengambil file .a di bawah com_google_protobuf. Saya tidak tahu bagaimana Anda melihat kesalahan simbol.

Ya sepertinya membingungkan, jika ada orang lain yang ingin mencobanya sendiri, ini pada dasarnya artefak yang dibuat dari r2.2 dan membangun target //tensorflow:tensorflow_cc.dll dengan CUDA 10.2 didefinisikan dengan Visual Studio 2019.

samhodge pada 10 Jun 2020

saya bingung. Saya melihat bahwa Anda mengambil file .a di bawah com_google_protobuf. Saya tidak tahu bagaimana Anda melihat kesalahan simbol.

Jika Anda tidak menyertakan file .o yang dibuat dari file .proto , satu-satunya simbol yang hilang adalah

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.

Menyertakan file .o dari protobuf C++ target .proto memperluas daftar ini hingga hampir 200 simbol yang hilang.

samhodge pada 10 Jun 2020

@meteorcloudy @sanjoy @gunan

Sebulan telah berlalu sejak masalah ini diangkat.

Saya telah mencoba semua yang telah diminta dari saya tetapi kami masih pada titik di mana kami tidak dapat menjalankan kasus reproduksi di bawah dua puluh baris.

Perjalanan ini melibatkan pembuatan waktu kompilasi dan lingkungan runtime yang lengkap dan dapat direproduksi.

Sekarang saya berada pada titik bahwa saat menautkan ada dua simbol yang hilang konstruktor dan destruktor GPUOptions C++ sebagai deklarasi C yang menunjukkan bahwa mereka harus ditautkan secara dinamis

Tapi kami mencoba untuk menautkan secara statis.

Langkah saya selanjutnya adalah melihat ke perantara .cc yang dibuat dari file .proto di GitHub untuk melihat apakah simbol yang hilang ada dalam warna hitam dan putih.

Dari sana kita hanya bisa melihat dua hasil

Simbol ada di sana dan kami mengikuti proses penautan

Simbol hilang dan kami mencari ke hulu untuk menambahkan konstruktor dan destruktor GPUOptions ke daftar DEF dalam file .lds untuk memastikan konversi .proro ke yang dapat dieksekusi konsisten dengan perilaku perangkat lunak yang diinginkan

Tapi ini adalah solusi penautan dinamis dan saya telah diberitahu bahwa solusi terbaik Adalah penautan statis untuk mengatasi batas simbol 65K di Windows

Karena tidak ada dokumen desain tentang bagaimana bazel menginginkan proses ini terjadi

Saya mengandalkan tim Tensorflow untuk memandu saya.

Atau saya hanya terus membuat asumsi dan kemudian mengujinya dengan eksperimen, yang merupakan penggunaan sumber daya saya yang terbatas

Bolehkah saya meminta petunjuk?

sama

samhodge pada 11 Jun 2020

Meninggalkan ini di sini untuk referensi saya yang terakhir

https://en.wikipedia.org/wiki/X86_calling_conventions

samhodge pada 11 Jun 2020

Hai Sam,
Kami menghargai umpan balik Anda.
Seperti yang saya sebutkan di atas, saya kehabisan ide, dan kami berada pada titik di mana kami membutuhkan keahlian bazel pada windows untuk membantu kami menjelaskan beberapa di antaranya.

Sayangnya, tim bazel berada di Jerman. Mereka juga memiliki jadwal liburan yang berbeda, kendala dan proses yang berbeda untuk menanggapi masalah dari github. Seperti Anda, saya juga menunggu umpan balik dan bimbingan dari mereka.

gunan pada 11 Jun 2020

Terima kasih atas transparansinya, itu pasti membantu tingkat frustrasi

Saya akan melakukan eksperimen lebih lanjut pagi ini jika waktu memungkinkan

Saya benar-benar berterima kasih atas apa pun yang dapat Anda berikan

Bersulang!

samhodge pada 11 Jun 2020

Silakan lihat config.pb.h dan config.pb.cc yang dihasilkan dari config.proto di

https://github.com/tensorflow/tensorflow/commit/a94839d7910dc5dfa4b6cde20445b1d5a2fa53b8

yaitu

https://github.com/tensorflow/tensorflow/blob/r2.2/tensorflow/core/protobuf/config.proto

protobuf.zip

Saya akan menempelkan bagian kode yang relevan:

#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();
}

Kita dapat melihat bahwa simbol-simbol ini tidak dibungkus dengan cdecl

melihat
https://docs.microsoft.com/en-us/cpp/cpp/cdecl?view=vs-2019

Jadi simbolnya hilang.

Saya akan mencoba mengedit:

https://github.com/tensorflow/tensorflow/blob/r2.2/tensorflow/tf_exported_symbols.lds

untuk menambahkan *GPUOptions*

Kemudian lihat ke mana arahnya dari sana.

samhodge pada 15 Jun 2020

Saya menghabiskan sedikit waktu untuk ini hari ini

tetapi ada dua pekerjaan di sekitar

lihat komentar ini https://github.com/tensorflow/tensorflow/issues/23542#issuecomment -464730964

Dan pada utas ini makro TF_EXPORT saat menampilkan simbol, ini tidak melalui lapisan kompilasi .proto ke .pb.cc dan .pb.h .

Jadi kita membutuhkan mekanisme untuk mengekspos simbol yang dikompilasi melalui protobuf

samhodge pada 15 Jun 2020

OK saya memang mendapatkan beberapa kemajuan

dari program ini

Driver C++ seperti yang direkomendasikan oleh @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;



}

Keluaran dari 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 . . .

Direktori termasuk adalah sebagai berikut:

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)

itu terkait dengan

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)

Dari mana ini adalah artefak yang dibuat

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

di mana skrip berisi

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 <strong i="12">@params</strong> 
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

Selain itu
Driver C++ ini

#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; 


}

menghasilkan

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 . . .

samhodge pada 15 Jun 2020

Jadi @sanjoy @gunan @meteorcloudy Anda sekarang bagaimana langkah-langkah reproduksi menggunakan r2.2 CUDA 10.2 MSVC 2019 dan versi CUDNN yang tercantum di atas.

ini git diff saya

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:
     *;
 };

samhodge pada 15 Jun 2020

🚀1 🎉1 👍1

Melihat ini:

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);
  }

Apakah ini akan menyebabkan tipe pengalokasi dan daftar GPU yang terlihat berada pada string yang sama.

samhodge pada 15 Jun 2020

@samhodge

Saya menulis aturan win_cc_static_library untuk membangun perpustakaan cc statis yang ditautkan ke semua deps transitif yang diberikan di Windows. Silakan periksa apakah itu membantu.

meteorcloudy pada 15 Jun 2020

Jika waktu memungkinkan saya akan mencobanya dalam waktu sekitar 7 jam dari sekarang

Jadi itu hanya masalah memiliki dependensi yang sama pada target //t ensorflow:tensorflow_cc.dll dan memberinya nama dan keajaiban akan terjadi dan saya dapat menautkan ke file .a atau .lib tanpa harus mengekspos tambahan apa pun simbol?

Apakah ini benar @meteorcloudy ?

samhodge pada 15 Jun 2020

OK saya menemukan beberapa waktu

inilah metode saya:

kloning r2.2
tambahkan file win_cc_static_library.bzl ke direktori tensorflow

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"],
)

ubah tensorflow\BUILD di tensorflow untuk menyertakan tambahan

load(":win_cc_static_library.bzl", "win_cc_static_library")

dan

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"]),
)

Kemudian sumber buildenv.ps1 berikut sebagai . .\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

Kemudian sumber skrip powershell bazel

$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 <strong i="25">@params</strong> 
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

Itu sepertinya membangun maka saya akan menautkannya saja dan melihat apakah simbolnya hilang.

Jika ya, saya akan menambahkan *GPUOptions* ke file .lds yang relevan

samhodge pada 15 Jun 2020

longtime
Setelah sekitar 6 jam file

    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 ...

Tidak dikompilasi, jadi saya menghapus file .obj dan mulai lagi berpikir itu adalah kesalahan dalam sistem file dan mereka akan membangun dengan cepat.

Saya pikir saya dapat membiarkan mesin menyala semalaman dan melihat apa yang berlalu.

samhodge pada 16 Jun 2020

Hampir dua jam kemudian pada mesin 48 inti dan tiga target memblokir dua target hilir lainnya.

    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

samhodge pada 16 Jun 2020

Itu terlihat seperti https://github.com/tensorflow/tensorflow/issues/10521
Apakah Anda memiliki build --define=override_eigen_strong_inline=true yang ditentukan dalam file .tf_configure.bazelrc ?

meteorcloudy pada 16 Jun 2020

Saya tidak yakin tapi ini yang terbaru

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

samhodge pada 16 Jun 2020

Perpustakaan statis TERLALU besar, jadi dari mana dari sini?

samhodge pada 16 Jun 2020

Sungguh aneh ukuran total perpustakaan statis akan melampaui batas 2GB sementara DLL hanya puluhan MB?
Bisakah Anda memeriksa bazel-out/x64_windows-opt/bin/tensorflow/tensorflow_cc_static.lib.params untuk melihat perpustakaan apa yang coba ditautkan? Mungkin pertama-tama kita bisa meretas aturan untuk memfilter beberapa dependensi yang tidak diinginkan.

meteorcloudy pada 16 Jun 2020

Bisa juga karena tidak memiliki --define=override_eigen_strong_inline=true sebagai opsi build, yang dapat menyebabkan file obj menjadi sangat besar.
Bisakah Anda mencoba membangun kembali dengan --define=override_eigen_strong_inline=true ?

meteorcloudy pada 16 Jun 2020

Saya dapat mencobanya segera, saya baru saja larut malam ketika saya memeriksanya, jadi untuk menghemat beberapa sumber daya, saya mematikan instance cloud besar dalam semalam.

Terima kasih atas saran Anda @meteorcloudy Anda sangat membantu. Makro bazel bekerja dengan pesona dengan opsi inline kita harus kembali ke dalam game

samhodge pada 16 Jun 2020

OK mengulangi langkah-langkah dari https://github.com/tensorflow/tensorflow/issues/39439#issuecomment -644408408 kecuali dengan

--define=override_eigen_strong_inline=true

samhodge pada 16 Jun 2020

Oke ulangi langkah dari #39439 (komentar) kecuali dengan
--define=override_eigen_strong_inline=true

yang tampaknya telah diperbaiki sekarang sedang dibangun lebih cepat, semoga ukuran filenya juga lebih kecil.

samhodge pada 17 Jun 2020

Itu baru saja berakhir tiba-tiba dengan pesan berikut

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

samhodge pada 17 Jun 2020

Saya tidak terkejut bahwa perpustakaan statis sangat besar. Saat membuat perpustakaan dinamis, atau yang dapat dieksekusi, langkah penautan terakhir dapat memangkas banyak hal. Apa yang terjadi ketika Anda memasukkan pustaka statis yang dihasilkan ke penaut akhir Anda, dan membuat biner yang lebih kecil.

Tentang kegagalan itu, saya tidak yakin, karena file yang dikeluhkan bukan header.

gunan pada 17 Jun 2020

Saya mengulangi dengan klon baru dan melihat apakah itu dapat diulang.

Saya memang punya masalah dengan git clone awal, macet dan saya memulainya lagi tanpa menghapus semua file, mungkin ada beberapa file yang rusak.

samhodge pada 17 Jun 2020

permasalahan yang sama

tetapi disampaikan jauh lebih cepat dengan opsi sebaris.

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

samhodge pada 17 Jun 2020

Menjadi iblis yang licik, ini tidak akan menghentikanku

Saya punya ini 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
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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
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libnextafter_op.lo
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/libfft_ops.lo
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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
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bazel-out/x64_windows-opt/bin/tensorflow/core/kernels/liblinalg_ops_common.a
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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
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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
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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
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bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libtsi_interface.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_alpn.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_base_c.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_http_filters.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2.a
bazel-out/x64_windows-opt/bin/external/upb/libupb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_health_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_deadline_filter.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_client_authority_filter.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgoogle_api_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libproto_gen_validate_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libenvoy_orca_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_client_channel.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_client_connector.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_client_insecure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libalts_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libalts_util.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libalts_frame_protector.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libtsi.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc++_codegen_base_src.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_server.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_server_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_client_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libenvoy_type_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libenvoy_core_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libenvoy_ads_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_xds_client_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_resolver_xds_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_lb_policy_xds_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_resolver_fake.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_lb_upb.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_lb_policy_grpclb_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_lb_policy_cds_secure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_server_backward_compatibility.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_workaround_cronet_compression_filter.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_inproc.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_transport_chttp2_server_insecure.a
bazel-out/x64_windows-opt/bin/external/com_github_grpc_grpc/libgrpc_resolver_sockaddr.a
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

Yang dapat saya gunakan untuk menautkan ke driver saya.

Doakan saya!

samhodge pada 17 Jun 2020

OK jadi TETAP YAYAYAAYA!

ini outputnya

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 . . .

Berkas TFDriver.cpp

```#include "tensorflow/core/protobuf/control_flow.pb.h"

sertakan "tensorflow/core/protobuf/config.pb.h"

termasuk

int utama() {
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

samhodge pada 17 Jun 2020

👍2 🚀1 ❤1 🎉1

Sebagai catatan file tersebut berukuran 1.3Mb.

samhodge pada 17 Jun 2020

Terima kasih banyak atas dukungan Anda, ini adalah masalah keriting, sekarang saya perlu mempertimbangkan membangun melawan MSVC 2017 dengan CUDA 9.2.1.148 dengan CUDNN terkait Saya akan membuka tiket baru jika ternyata bermasalah.

samhodge pada 17 Jun 2020

Saya akan mencoba eksperimen dengan versi lama tensorflow dan MSVC 2015 untuk melihat apakah perbaikan bazel masih berfungsi.

samhodge pada 17 Jun 2020

CcInfo tidak diketahui bazel 0.19.2

@meteorcloudy
Tahukah Anda versi bazel mana yang memperkenalkan fitur ini dan masih akan mengkompilasi tensorflow r1.12?

Saya tidak lagi dapat menggunakan r1.12 dengan solusi Anda, masalah ini, saya harus membuat rencana baru yang melibatkan penggunaan MSVC 2017 dan r2.2.

Maaf karena membuang waktumu.

melihat:
https://github.com/tensorflow/tensorflow/issues/24385

samhodge pada 17 Jun 2020

@samhodge Senang itu membantu!
Jika daftar pustaka statis untuk membangun DLL yang membantu Anda memperbaiki masalah, Anda juga bisa mendapatkan daftar dari file parameter DLL sehingga Anda tidak memerlukan aturan cc_static_library sama sekali.

meteorcloudy pada 17 Jun 2020

@samhodge Senang itu membantu!
Jika daftar pustaka statis untuk membangun DLL yang membantu Anda memperbaiki masalah, Anda juga bisa mendapatkan daftar dari file parameter DLL sehingga Anda tidak memerlukan aturan cc_static_library sama sekali.

Jadi itu mungkin pemikiran yang bagus, apakah itu masih membutuhkan CCInfo?

samhodge pada 18 Jun 2020

Jadi itu mungkin pemikiran yang bagus, apakah itu masih membutuhkan CCInfo?

Tidak, file parameter dihasilkan oleh aturan cc asli di Bazel (ditulis dalam kode Java).

meteorcloudy pada 18 Jun 2020

Sangat baik sehingga file .lib dan .a dan .lo dan .obj sebagai input untuk .dll akan baik-baik saja untuk penautan statis apakah itu kode posisi independen?

samhodge pada 18 Jun 2020

Apakah menurut Anda urutan dalam file .params itu penting?

samhodge pada 18 Jun 2020

Sangat baik sehingga file .lib dan .a dan .lo dan .obj sebagai input untuk .dll akan baik-baik saja untuk penautan statis apakah itu kode posisi independen?

Saya percaya begitu

Apakah menurut Anda urutan dalam file .params itu penting?

Tidak yakin, tapi saya akan mencoba untuk menjaga urutan perpustakaan.

meteorcloudy pada 18 Jun 2020

Saya akan mencoba ini dengan artefak r1.12 yang sudah saya miliki dan melihat apakah itu berfungsi seperti yang diharapkan.

di sini adalah file .params yang saya kerjakan

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
/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/distributed_runtime/rpc/eager/libgrpc_eager_client.a
/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
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/WHOLEARCHIVE:bazel-out/x64_windows-opt/bin/tensorflow/core/common_runtime/eager/libkernel_and_device.a
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/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

samhodge pada 19 Jun 2020

@Artem-B kalau-kalau dia punya ide tentang masalah asli, yang tampaknya berulang dengan biner yang ditautkan secara statis.

gunan pada 20 Jun 2020

👍1

Masih bekerja dengan artefak r1.12 sebagai target tautan untuk biner saya. Hanya berurusan dengan jalur pencarian dan jumlah target tautan berarti ada banyak peluang untuk gagal, saya telah menemukan banyak di antaranya sejauh ini. Ketika saya menemukan permutasi yang berhasil, saya akan memberi tahu Anda.

samhodge pada 20 Jun 2020

tunggu, bidang protobuf tampaknya bertindak dengan waras di perpustakaan yang terhubung secara statis, benar? Saya salah membaca output yang Anda posting.

gunan pada 20 Jun 2020

👍1

Saya juga mendapat tanggapan dari tim protobuf. Mereka menduga bahwa perilaku tersebut dapat disebabkan oleh tautan ganda:

Untuk mengetahui apakah bidang string kosong default disetel atau tidak, kami memeriksa apakah alamat string cocok dengan alamat string kosong tunggal. Saya pikir Anda dapat berakhir dengan masalah jika runtime protobuf diduplikasi di beberapa perpustakaan bersama karena kemudian ada banyak salinan dari string kosong "tunggal" ini dan kami tidak dapat memastikan apakah bidang string disetel atau tidak.

Jadi, sepertinya menautkan protobuf dua kali dapat menyebabkan bug ini. sepertinya penautan statis dapat memperbaiki masalah.
Namun, untuk TF, masalah dengan menawarkan perpustakaan untuk menautkan secara statis adalah ukuran biner. Tapi sepertinya Anda bisa "meretas bersama" sebuah solusi.

gunan pada 20 Jun 2020

tunggu, bidang protobuf tampaknya bertindak dengan waras di perpustakaan yang terhubung secara statis, benar? Saya salah membaca output yang Anda posting.

Ya dan saya memiliki bukti perilaku ini dengan macOS dan Linux saya membangun perangkat lunak saya yang sudah terhubung secara statis dengan membuat tempel semua simbol saya dan mengarsipkannya kembali dalam simbol yang mulus. menggunakan ar seperti yang disebutkan di sini:

https://github.com/tensorflow/tensorflow/issues/28388#issuecomment -578539242

Tapi ar tidak ada di Windows 10 dan menggunakan link.exe gagal untuk biaya komputasi.

Jadi setelah melihat detail bagaimana bazel bekerja dengan file .param , saya dapat melihat file .a .lo .lib mana yang akan ditautkan secara statis di bawah MSVC 2015 jadi kita tidak mendapatkan libprotobuf.lib dan libprotobuf.dll menjalankan simbol yang sudah ada di tensorflow_cc.lib dan tensorflow_cc.dll , itulah yang menyebabkan perilaku yang dilaporkan pada tiket ini.

samhodge pada 20 Jun 2020

Saya memiliki 36 simbol yang hilang setelah angka itu nol yang dapat saya uji.

samhodge pada 20 Jun 2020

Saya lupa saya juga memiliki ketergantungan pada kerangka kerja mungkin itu adalah simbol yang hilang

samhodge pada 20 Jun 2020

Saya pikir saya perlu menautkan statis sedikit lebih "di luar kotak"

solusi saya yang diretas tanpa menautkan ke buffer protokol ( protobuf_archive ) 3.6.0 di tensorflow r1.12

meninggalkan saya dengan simbol-simbol yang hilang berikut:

Tanpa mempertaruhkan properti, ini semua berasal dari file .proto

  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<strong i="13">@interna</strong>
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'"

berikut adalah daftar lib saya

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berdasarkan

bazel-tensorflow\bazel-out\x64_windows-opt\bin\tensorflow
bazel-tensorflow\bazel-out\x64_windows-opt\bin\external sebagai jalur pencarian

ini berasal dari informasi di

libtensorflow_cc.so-2.params dan libtensorflow_framework.so-2.params

samhodge pada 20 Jun 2020

Semuanya menjadi sekaleng worm menggunakan file .vcxproj untuk mengatur ini.

Batas karakter dimainkan berulang-ulang, dengan batas karakter 65K Anda diisi di setiap belokan. Sejarah 16bit Sistem Operasi Windows memiliki banyak jawaban.

samhodge pada 20 Jun 2020

Mungkin jika saya hanya menambahkan file .obj dari file .pb.cc secara langsung yang akan menyembuhkan simbol yang hilang.

samhodge pada 20 Jun 2020

@gunan @meteorcloudy @Artem-B

Cukup menambahkan

../../../tensorflow-r1.12/bazel-tensorflow/bazel-out/x64_windows-opt/bin/tensorflow/core/_objs/protos_all_proto_cc_impl/config.pb.o

Objek yang ditautkan, Anda beralih dari 34 simbol yang hilang menjadi 164 simbol yang hilang.

Saya sangat membutuhkan panduan ahli tentang cara menjalankan kode C++ berikut di 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;


}

Sampai ke sistem operasi, compiler, versi bazel, versi CUDA, dll.

Masalahnya tidak terisolasi ke r1.12 atau r2.2 itu sistemik bagaimana protobuf bekerja dengan menghubungkan pada Windows.

Kami tidak memiliki solusi untuk tautan statis, tetapi itu adalah persyaratan agar kode di atas berjalan dengan benar.

Solusi saya yang diretas tidak berfungsi di luar versi driver sederhana, di bawah MSVC 2019 dengan r2.2

Itu didasarkan pada penambahan input ke target tensorflow_cc.dll di bawah r2.2 sebagai merekam file skrip tautan .params

Dengan demikian menggunakan input untuk libtensorflow_cc.so di bawah r1.12 akan bekerja sama, tetapi tidak, meninggalkan simbol yang hilang untuk file kompilasi berbasis .proto .

Saya tidak yakin apa yang menyebabkan perilaku ini.

samhodge pada 20 Jun 2020

Sebagai contoh jika file core/platform/windows/port.cc memiliki simbol untuk port::InitMain bagaimana saya bisa menemukan artefak mana yang memiliki simbol untuk versi kompilasi dari kode itu?

Ini adalah salah satu simbol yang hilang yang ada dalam daftar tentang, saat menautkan secara dinamis.

Jadi jika input ke .dll ada saat menautkan secara statis. Mengapa simbol ini hilang?

Mungkin jika saya bisa menyelesaikan ini, saya bisa menerapkan logika yang sama dengan 33 simbol yang hilang

sama

samhodge pada 20 Jun 2020

OK saya mengikuti ini dengan grep rekursif melalui file .params mencari port.o dari file core/platform/windows/port.cc dan itu dibundel terlebih dahulu menjadi libframework_internal_impl.lo dan liblib_internal_impl.a lalu example.obj mana yang dihubungkan dengan keduanya untuk menghasilkan .dll

Jadi simbol harus ada dua kali!

Satu rasa ingin tahu yang saya miliki adalah /DEFAULTLIB:msvrt.lib vs /DEFAULTLIB:libcmt.lib

melihat:
https://docs.microsoft.com/en-us/cpp/c-runtime-library/crt-library-features?view=vs-2019

example.obj yang akan menghasilkan example.dll bila ditautkan ke semua simbol TF dan Barang Keren lainnya (tm). menggunakan /DEFAULTLIB:libcmt.lib sedangkan tensorflow_cc.dll dibuat menggunakan /DEFAULTLIB:msvc

samhodge pada 21 Jun 2020

libtensorflow_cc.so-2.params.zip
OK saya mengikuti ini dengan grep rekursif melalui file .params mencari port.o dari file core/platform/windows/port.cc dan itu dibundel terlebih dahulu menjadi libframework_internal_impl.lo dan liblib_internal_impl.a lalu example.obj mana yang dihubungkan dengan keduanya untuk menghasilkan .dll

Jadi simbol harus ada dua kali!

Satu rasa ingin tahu yang saya miliki adalah /DEFAULTLIB:msvrt.lib vs /DEFAULTLIB:libcmt.lib

melihat:
https://docs.microsoft.com/en-us/cpp/c-runtime-library/crt-library-features?view=vs-2019

Tetapi jika kita berada dalam situasi di mana memasukkan simbol protobuf lebih dari satu kali fakta bahwa libtensorflow_cc.so menyertakan port.cc melalui libframework_internal_impl.lo dan melalui liblib_internal_impl.a Saya tahu bahwa port.cc bukan file .proto tetapi jika itu terjadi dengan beberapa file sumber, itu bisa terjadi dengan yang lain.

Ini sebelum saya mulai meretas.

lihat file terlampir, libtensorflow_cc.so-2.params.zip

samhodge pada 21 Jun 2020

@meteorcloudy @sanjoy @gunan

Kami telah menetapkan dua hal

Menyertakan simbol yang sama dua kali saat menautkan dapat menyebabkan perilaku yang tidak terduga

Tensorflow menyertakan file port.o yang sama dengan simbol yang sama setidaknya dua kali

Bisakah kita memastikan input ke target bazel memiliki representasi grafik asiklik terarah?

Tampaknya pendekatan saya untuk mendapatkan kumpulan gabungan semua file objek di Linux dan MacOS mencapai hasil ini

Tapi kita akan dihadapkan dengan file .a yang lebih besar dari 2Gb untuk tidak memberi makan argumen melalui daftar yang lebih kecil dari 65K karakter

Bagaimana kita melanjutkan?

sama

samhodge pada 22 Jun 2020

Menyertakan simbol yang sama dua kali menghasilkan ODR ( satu aturan definisi ) dan itu adalah UB / rawan kesalahan.

Kami memiliki beberapa pelanggaran ODR di TF, perlu mengidentifikasi dan memperbaikinya. Terima kasih telah mengetahui bahwa port.o menyebabkannya!

mihaimaruseac pada 22 Jun 2020

Saya kira kesimpulan selanjutnya adalah menemukan ukuran Union dari semua file objek yang diperlukan dengan pencarian rekursif file .params kemudian membuat strategi penautan dengan kompleksitas kurang dari n faktorial yang merupakan upaya terakhir saya gagal setelah waktu enam jam keluar

Kemudian lihat apakah tautan terakhir di bawah 2GB

Saya menduga itu adalah hasil biner yang dapat diuji, file tersebut akan memiliki ukuran lebih besar atau kurang dari 2Gb

sama

samhodge pada 22 Jun 2020

Maaf untuk pertanyaan yang mungkin bodoh, tetapi solusi apa yang "final"?
Saya memiliki masalah dengan penempatan perangkat pada Windows di C++ (pada dasarnya tidak dapat menempatkan apa pun dengan andal pada GPU tertentu, jika beberapa cukup mampu untuk menjalankan Tensorflow), yang saya coba selesaikan dengan options.config.mutable_gpu_options()->set_visible_device_list("0"); untuk bekerja dengan GPU 0.

Namun, ini menyebabkan 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

Saya pikir kesalahan ini mungkin ada hubungannya dengan apa yang dijelaskan di utas ini, karena bagi saya petunjuk untuk visible_device_list dan misalnya allocator_type juga identik, kemungkinan mengarah ke kesalahan penguraian nanti .

Cara apa pun untuk bernavigasi di sekitar ini dihargai!