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Cannot load any more object with static TLS while executing crnn_ctc on multi-devices #1360

Open wanghaoshuang opened 5 years ago

wanghaoshuang commented 5 years ago

Error log:

  File "/home/users/***/lib/python2.7/site-packages/paddle/fluid/parallel_executor.py", line 260, in run
    self.executor.run(fetch_list, fetch_var_name)
paddle.fluid.core.EnforceNotMet: Failed to find dynamic library: libwarpctc.so ( dlopen: cannot load any more object with static TLS )
 Please specify its path correctly using following ways:
 Method. set environment variable LD_LIBRARY_PATH on Linux or DYLD_LIBRARY_PATH on Mac OS.
 For instance, issue command: export LD_LIBRARY_PATH=...
 Note: After Mac OS 10.11, using the DYLD_LIBRARY_PATH is impossible unless System Integrity Protection (SIP) is disabled. at [/home/users/***/Paddle/paddle/fluid/platform/dynload/dynamic_loader.cc:157]
PaddlePaddle Call Stacks:
0       0x7f635169b626p paddle::platform::EnforceNotMet::EnforceNotMet(std::__exception_ptr::exception_ptr, char const*, int) + 486
1       0x7f6352bc3e9ep paddle::platform::dynload::GetWarpCTCDsoHandle() + 1822
2       0x7f63527b7149p void std::__once_call_impl<std::_Bind_simple<decltype (get_warpctc_version({parm#1}...)) paddle::platform::dynload::DynLoad__get_warpctc_version::operator()<>()::{lambda()#1} ()> >() + 9
3       0x7f63bf6edbe0p pthread_once + 80
4       0x7f63527be4a8p paddle::operators::WarpCTCFunctor<paddle::platform::CUDADeviceContext>::operator()(paddle::framework::ExecutionContext const&, float const*, float*, int const*, int const*, int const*, unsigned long, unsigned long, unsigned long, float*) + 136
5       0x7f63527c0abbp paddle::operators::WarpCTCKernel<paddle::platform::CUDADeviceContext, float>::Compute(paddle::framework::ExecutionContext const&) const + 2763
6       0x7f63527c2863p std::_Function_handler<void (paddle::framework::ExecutionContext const&), paddle::framework::OpKernelRegistrarFunctor<paddle::platform::CUDAPlace, false, 0ul, paddle::operators::WarpCTCKernel<paddle::platform::CUDADeviceContext, float> >::operator()(char const*, char const*) const::{lambda(paddle::framework::ExecutionContext const&)#1}>::_M_invoke(std::_Any_data const&, paddle::framework::ExecutionContext const&) + 35
7       0x7f6352a3f04cp paddle::framework::OperatorWithKernel::RunImpl(paddle::framework::Scope const&, boost::variant<paddle::platform::CUDAPlace, paddle::platform::CPUPlace, paddle::platform::CUDAPinnedPlace, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_> const&) const + 492
8       0x7f6352a3b7bcp paddle::framework::OperatorBase::Run(paddle::framework::Scope const&, boost::variant<paddle::platform::CUDAPlace, paddle::platform::CPUPlace, paddle::platform::CUDAPinnedPlace, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_> const&) + 252
9       0x7f63529494c7p
10      0x7f6352967100p
11      0x7f6352966975p paddle::framework::details::OpHandleBase::RunAndRecordEvent(std::function<void ()> const&) + 805
12      0x7f6352948f9fp paddle::framework::details::ComputationOpHandle::RunImpl() + 95
13      0x7f6352967a05p paddle::framework::details::OpHandleBase::Run(bool) + 117
14      0x7f635290626ap
15      0x7f635176c263p std::_Function_handler<std::unique_ptr<std::__future_base::_Result_base, std::__future_base::_Result_base::_Deleter> (), std::__future_base::_Task_setter<std::unique_ptr<std::__future_base::_Result<void>, std::__future_base::_Result_base::_Deleter>, void> >::_M_invoke(std::_Any_data const&) + 35
16      0x7f635176bb17p std::__future_base::_State_base::_M_do_set(std::function<std::unique_ptr<std::__future_base::_Result_base, std::__future_base::_Result_base::_Deleter> ()>&, bool&) + 39
17      0x7f63bf6edbe0p pthread_once + 80
18      0x7f6352905242p
19      0x7f635176d7f4p ThreadPool::ThreadPool(unsigned long)::{lambda()#1}::operator()() const + 404
20      0x7f636b73c070p
21      0x7f63bf6e8df3p
22      0x7f63bed0d2cdp clone + 109
wanghaoshuang commented 5 years ago

https://github.com/baidu-research/warp-ctc/issues/70 https://github.com/tensorflow/models/issues/523

wanghaoshuang commented 5 years ago

一个解决方案是：编译的时候关闭mkldnn相关的选项，因为mkldnn相关的库也会占用大量static TLS

wanghaoshuang commented 5 years ago

https://github.com/pytorch/pytorch/issues/2083

wanghaoshuang commented 5 years ago

建议将mkldnn放在platform/dynload下。

JiabinYang commented 5 years ago

Duplicate of #3007

wanghaoshuang commented 5 years ago

可以用readelf –l XXX.so 查看一下1.5 release so里program header的TLS：

./third_party/install/mkldnn/lib/libmkldnn.so
Program Headers:
  Type            Offset                              VirtAddr                        PhysAddr
                       FileSiz                             MemSiz                          Flags  Align
  TLS              0x0000000000c38928 0x0000000000e38928 0x0000000000e38928
                      0x0000000000000000 0x0000000000000020  R      8

./third_party/install/mklml/lib/libmklml_intel.so
Program Headers:
  Type           Offset                            VirtAddr                             PhysAddr
                      FileSiz                            MemSiz                             Flags  Align
  TLS             0x0000000007a043e8 0x0000000007c043e8   0x0000000007c043e8
                      0x0000000000000000 0x0000000000000020  R      8

./paddle/fluid/inference/libpaddle_fluid.so
Program Headers:
  Type           Offset                             VirtAddr                         PhysAddr
                      FileSiz                             MemSiz                          Flags  Align
  TLS             0x0000000001e89020 0x0000000002089020 0x0000000002089020
                      0x0000000000000010 0x00000000000014b0  R      20

Mkldnn/mklml动态库里都只有32字节的TLS；Paddle inference库则有0x14b0=5296字节的TLS。

liushanshan07 commented 4 years ago

求问这个是咋解决的？

Dely-Yu commented 4 years ago

任务10连跪。。

wanghaoshuang commented 4 years ago

目前唯一的解决办法是编译源码安装paddle，编译时把MKL选项关掉：

https://github.com/PaddlePaddle/Paddle/blob/develop/CMakeLists.txt#L65

继续探索更科学的解决办法...

wanghaoshuang commented 4 years ago

Failed to find dynamic library: libwarpctc.so ( dlopen: cannot load any more object with static TLS )

Check TLS memory size of libwarpctc.so

Find lbwarpctc.so in python site-packages:

find ${PythonPath}/python2.7/site-packages -name libwarpctc.so

Use readelf -l libwarpctc.so check memory size of TLS:

Elf file type is DYN (Shared object file)
Entry point 0x78f0
There are 6 program headers, starting at offset 64

Program Headers:
  Type           Offset             VirtAddr           PhysAddr
                 FileSiz            MemSiz              Flags  Align
  LOAD           0x0000000000000000 0x0000000000000000 0x0000000000000000
                 0x00000000004ec0c4 0x00000000004ec0c4  R E    200000
  LOAD           0x00000000004ec0c8 0x00000000006ec0c8 0x00000000006ec0c8
                 0x0000000000002c40 0x0000000000003de0  RW     200000
  DYNAMIC        0x00000000004ee3f0 0x00000000006ee3f0 0x00000000006ee3f0
                 0x0000000000000240 0x0000000000000240  RW     8
  NOTE           0x0000000000000190 0x0000000000000190 0x0000000000000190
                 0x0000000000000024 0x0000000000000024  R      4
  GNU_EH_FRAME   0x00000000004dff90 0x00000000004dff90 0x00000000004dff90
                 0x000000000000274c 0x000000000000274c  R      4
  GNU_STACK      0x0000000000000000 0x0000000000000000 0x0000000000000000
                 0x0000000000000000 0x0000000000000000  RW     10

 Section to Segment mapping:
  Segment Sections...
   00     .note.gnu.build-id .gnu.hash .dynsym .dynstr .gnu.version .gnu.version_r .rela.dyn .rela.plt .init .plt .text .fini .rodata .nv_fatbin .eh_frame_hdr .eh_frame
   01     .init_array .fini_array .jcr .data.rel.ro .dynamic .got .got.plt .data .nvFatBinSegment .bss
   02     .dynamic
   03     .note.gnu.build-id
   04     .eh_frame_hdr
   05

There is no TLS in program headers. So we should check all the so needed by libwarpctc.so.

readelf -d libwarpctc.so
Dynamic section at offset 0x4ee3f0 contains 32 entries:
  Tag        Type                         Name/Value
 0x0000000000000001 (NEEDED)             Shared library: [libpthread.so.0]
 0x0000000000000001 (NEEDED)             Shared library: [libdl.so.2]
 0x0000000000000001 (NEEDED)             Shared library: [librt.so.1]
 0x0000000000000001 (NEEDED)             Shared library: [libstdc++.so.6]
 0x0000000000000001 (NEEDED)             Shared library: [libm.so.6]
 0x0000000000000001 (NEEDED)             Shared library: [libgomp.so.1]
 0x0000000000000001 (NEEDED)             Shared library: [libgcc_s.so.1]
 0x0000000000000001 (NEEDED)             Shared library: [libc.so.6]
 0x000000000000000e (SONAME)             Library soname: [libwarpctc.so]
ldd libwarpctc.so
linux-vdso.so.1 (0x00007ffd8bda5000)
    libpthread.so.0 => /lib64/libpthread.so.0 (0x00007f852982f000)
    libdl.so.2 => /lib64/libdl.so.2 (0x00007f852962a000)
    librt.so.1 => /lib64/librt.so.1 (0x00007f8529422000)
    libstdc++.so.6 => /usr/lib64/libstdc++.so.6 (0x00007f852911c000)
    libm.so.6 => /lib64/libm.so.6 (0x00007f8528e19000)
    libgomp.so.1 => /usr/lib64/libgomp.so.1 (0x00007f8528c0c000)
    libgcc_s.so.1 => /lib64/libgcc_s.so.1 (0x00007f85289f6000)
    libc.so.6 => /lib64/libc.so.6 (0x00007f8528634000)
    /opt/compiler/gcc-4.8.2/lib64/ld-linux-x86-64.so.2 (0x00007f852a150000)

/usr/lib64/libgomp.so.1 is an openmpi library:

readelf -l /usr/lib64/libgomp.so.1

Elf file type is DYN (Shared object file)
Entry point 0x38c0003640
There are 7 program headers, starting at offset 64

Program Headers:
  Type           Offset             VirtAddr           PhysAddr
                 FileSiz            MemSiz              Flags  Align
  TLS            0x000000000000caa0 0x00000038c020caa0 0x00000038c020caa0
                 0x0000000000000000 0x0000000000000064  R      8

/usr/lib64/libgomp.so.1 need 0x0000000000000064 (100bytes) TLS.

0x0000000000000064 (100bytes) TLS is necessary for loading libwarpctc.so.

Check TLS occupied by mkl library

readelf -l libmkldnn.so.0

Program Headers:
  Type           Offset             VirtAddr           PhysAddr
                 FileSiz            MemSiz              Flags  Align
  TLS            0x00000000009583b0 0x0000000000b583b0 0x0000000000b583b0
                 0x0000000000000000 0x0000000000000038  R      10
readelf -l libmklml_intel.so

Program Headers:
  Type           Offset             VirtAddr           PhysAddr
                 FileSiz            MemSiz              Flags  Align
  TLS            0x0000000007a043e8 0x0000000007c043e8 0x0000000007c043e8
                 0x0000000000000000 0x0000000000000020  R      8

0x0000000000000058(88bytes) TLS is occupied by mkl library.

Check TLS occupied by paddle framework

readelf -l ./paddle1.6/lib/python2.7/site-packages/paddle/libs/libpaddle_framework.so
Program Headers:
  Type           Offset             VirtAddr           PhysAddr
                 FileSiz            MemSiz              Flags  Align
  TLS            0x0000000000b88000 0x0000000000d88000 0x0000000000d88000
                 0x0000000000000020 0x0000000000000430  R      20
readelf -l ./paddle1.6/lib/python2.7/site-packages/paddle/fluid/core_noavx.so
TLS            0x000000001fa1b020 0x000000001fc1b020 0x000000001fc1b020
                 0x0000000000000014 0x00000000000013f0  R      10
 readelf -l ./paddle1.6/lib/python2.7/site-packages/paddle/fluid/core_avx.so
TLS            0x000000001fbf3000 0x000000001fdf3000 0x000000001fdf3000
                 0x0000000000000024 0x0000000000001ad0  R      20

Analyse TLS in core_avx.so:

objdump -t ./paddle1.6/lib/python2.7/site-packages/paddle/fluid/core_avx.so | grep ".tbss" |awk -F" " '{cmd="c++filt "$5; system(cmd); print $4}'

guard variable for paddle::framework::MultiSlotDataFeed::ParseOneInstanceFromPipe(std::vector<paddle::framework::MultiSlotType, std::allocator<paddle::framework::MultiSlotType> >*)::reader
0000000000000008
paddle::framework::MultiSlotDataFeed::ParseOneInstanceFromPipe(std::vector<paddle::framework::MultiSlotType, std::allocator<paddle::framework::MultiSlotType> >*)::reader
0000000000000018
guard variable for paddle::framework::MultiSlotInMemoryDataFeed::ParseOneInstanceFromPipe(paddle::framework::Record*)::reader
0000000000000008
paddle::framework::MultiSlotInMemoryDataFeed::ParseOneInstanceFromPipe(paddle::framework::Record*)::reader
0000000000000018
guard variable for paddle::framework::FleetWrapper::LocalRandomEngine()::r
0000000000000008
paddle::framework::FleetWrapper::LocalRandomEngine()::r
0000000000000008
paddle::platform::g_event_list
0000000000000010
__tls_guard
0000000000000001
paddle::platform::g_mem_event_list
0000000000000010
paddle::platform::g_thread_id
0000000000000004
paddle::platform::g_mem_thread_id
0000000000000004
g_current_thread_worker
0000000000000008
g_current_thread_pollset
0000000000000008
g_current_thread_worker
0000000000000008
g_current_thread_pollset
0000000000000008
g_current_thread_worker
0000000000000008
g_current_thread_pollset
0000000000000008
g_initialized_sigmask
0000000000000001
g_current_thread_polling_island
0000000000000008
g_orig_sigmask
0000000000000080
__tls_guard
0000000000000001
paddle::platform::(anonymous namespace)::cur_input_shape_str
0000000000000008
paddle::platform::(anonymous namespace)::cur_mkldnn_session_id
0000000000000008
__tls_guard
0000000000000001
paddle::platform::(anonymous namespace)::block_id_stack
0000000000000050
paddle::platform::(anonymous namespace)::annotation_stack
0000000000000050
g_this_thread_state
0000000000000008
g_last_seen_min_timer
0000000000000008
g_cached_cq
0000000000000008
g_cached_event
0000000000000008
guard variable for paddle::framework::global_transfer_data_cache()::x
0000000000000008
paddle::framework::global_transfer_data_cache()::x
0000000000000008
guard variable for paddle::framework::global_transfer_scope_cache()::x
0000000000000008
paddle::framework::global_transfer_scope_cache()::x
0000000000000008
gpr_default_log(gpr_log_func_args*)::tid
0000000000000008
g_current_thread_worker
0000000000000008
g_current_thread_poller
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::MatMulTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)9>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)16>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)3>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::CRFDecodingTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)30>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VIdentityTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VExpTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)27>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUH1Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)5>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VIdentityTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)6>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSquareTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)15>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart2Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::CRFDecodingTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::HMaxTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::SgdTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)24>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)29>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)25>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)26>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VBroadcastTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VScalTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSigmoidTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMCtHtTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VScalTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)30>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VExpTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::SeqPoolTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)18>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VBroadcastTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart2Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::HSumTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart1Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart1Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::SoftmaxTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::MatMulTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)17>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::SgdTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUH1Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)31>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::StrideASumTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::HSumTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)9>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddReluTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)24>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)7>::Instance()::g_jit_codes
0000000000000008
paddle::platform::DeviceTracerImpl::AddMemInfoRecord(unsigned long, unsigned long, unsigned long, boost::variant<paddle::platform::CUDAPlace, paddle::platform::CPUPlace, paddle::platform::CUDAPinnedPlace, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_, boost::detail::variant::void_> const&, std::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, std::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, long)::local_mem_info_record
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMCtHtTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUH1Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)31>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart2Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)14>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)8>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)23>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddReluTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)22>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMCtHtTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)4>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSubTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VScalTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)5>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)1>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VMulTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)26>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)20>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::SoftmaxTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)14>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::CRFDecodingTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSigmoidTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart1Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddBiasTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VMulTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)13>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)15>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)29>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VReluTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)12>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSubTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::SgdTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSubTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)17>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)13>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)3>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::SeqPoolTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart2Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::SeqPoolTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::platform::DeviceTracerImpl::AddAnnotation(unsigned int, paddle::platform::Event*)::local_correlations_pairs
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)12>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::MatMulTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::HMaxTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)23>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VTanhTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUHtPart1Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)28>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VBroadcastTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMC1H1Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::platform::DeviceTracerImpl::AddActiveKindRecords(std::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, unsigned long, unsigned long, long, long, unsigned int)::local_active_kind_records
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddBiasTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::MatMulTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::SgdTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::SeqPoolTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)16>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddReluTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)27>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)1>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMC1H1Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)11>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::CRFDecodingTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::platform::DeviceTracerImpl::AddCPURecords(std::basic_string<char, std::char_traits<char>, std::allocator<char> > const&, unsigned long, unsigned long, long, long)::local_cpu_records_
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::NCHW16CMulNCTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSquareTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VReluTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSubTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)20>::Instance()::g_jit_codes
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VTanhTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)19>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::StrideScalTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::StrideASumTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)19>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMC1H1Tuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)4>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddReluTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VAddTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)28>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMCtHtTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)6>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)18>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VScalTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)7>::Instance()::g_jit_codes
0000000000000030
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VBroadcastTuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)25>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)22>::Instance()::g_jit_codes
0000000000000030
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::GRUH1Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)8>::Instance()::g_jit_codes
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::NCHW16CMulNCTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
grpc_core::ExecCtx::exec_ctx_
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::LSTMC1H1Tuple<double>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::StrideScalTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
guard variable for paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSquareTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000008
paddle::operators::jit::KernelFuncs<paddle::operators::jit::VSquareTuple<float>, paddle::platform::CPUPlace>::Cache()::g_func_cache
0000000000000030
paddle::operators::jit::JitCodePool<(paddle::operators::jit::KernelType)11>::Instance()::g_jit_codes
0000000000000030
luotao1 commented 4 years ago

@bingyanghuang Could you help see it?