microsoft / onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

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[Build] TVM EP Build

mattam301 opened this issue · comments

Describe the issue

I am trying building TVM Execution Provider from this document:

https://onnxruntime.ai/docs/execution-providers/community-maintained/TVM-ExecutionProvider.html

however, after the step of build Python API:


##Package for TVM:
cd <path_to_onnx_runtime>
python3 -m pip uninstall tvm -y
whl_path=$(find ./build/<OS_NAME>/Release/_deps/tvm-src/python/dist -name "*.whl")
python3 -m pip install $whl_path

##Package for TVM EP:

cd <path_to_onnx_runtime>
python3 -m pip uninstall onnxruntime onnxruntime-tvm -y
whl_path=$(find ./build/<OS_NAME>/Release/dist -name "*.whl")
python3 -m pip install $whl_path

I got an error of "undefined symbols" importing onnxruntime

>>> import onnxruntime
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/__init__.py", line 57, in <module>
    raise import_capi_exception
  File "/root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/__init__.py", line 23, in <module>
    from onnxruntime.capi._pybind_state import ExecutionMode  # noqa: F401
  File "/root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/capi/_pybind_state.py", line 32, in <module>
    from .onnxruntime_pybind11_state import *  # noqa
ImportError: /root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/capi/onnxruntime_pybind11_state.so: undefined symbol: _ZN3tvm7runtime6Module12LoadFromFileERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEES9_
image

What am i supposed to do?

Urgency

No response

Target platform

Ubuntu.20.04

Build script

Just import onnxruntime

Error / output

import onnxruntime
Traceback (most recent call last):
File "", line 1, in
File "/root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/init.py", line 57, in
raise import_capi_exception
File "/root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/init.py", line 23, in
from onnxruntime.capi._pybind_state import ExecutionMode # noqa: F401
File "/root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/capi/_pybind_state.py", line 32, in
from .onnxruntime_pybind11_state import * # noqa
ImportError: /root/miniconda3/envs/quant/lib/python3.10/site-packages/onnxruntime/capi/onnxruntime_pybind11_state.so: undefined symbol: ZN3tvm7runtime6Module12LoadFromFileERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEES9

Visual Studio Version

No response

GCC / Compiler Version

No response

After exporting PYTHONPATH like this:

export PYTHONPATH=onnxruntime/build/Linux/Release:${PYTHONPATH}
export PYTHONPATH=onnxruntime/build/Linux/Release/_deps/tvm-src/python:${PYTHONPATH}

I ran into another error:

>>> import onnxruntime
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/onnxruntime/build/Linux/Release/onnxruntime/__init__.py", line 57, in <module>
    raise import_capi_exception
  File "/onnxruntime/build/Linux/Release/onnxruntime/__init__.py", line 23, in <module>
    from onnxruntime.capi._pybind_state import ExecutionMode  # noqa: F401
  File "/onnxruntime/build/Linux/Release/onnxruntime/capi/_pybind_state.py", line 12, in <module>
    from . import _ld_preload  # noqa: F401
  File "/onnxruntime/build/Linux/Release/onnxruntime/capi/_ld_preload.py", line 13, in <module>
    import tvm
  File "/onnxruntime/build/Linux/Release/_deps/tvm-src/python/tvm/__init__.py", line 55, in <module>
    from . import tir
  File "/onnxruntime/build/Linux/Release/_deps/tvm-src/python/tvm/tir/__init__.py", line 24, in <module>
    from .expr import Var, SizeVar, Reduce, FloatImm, IntImm, StringImm, Cast
  File "/onnxruntime/build/Linux/Release/_deps/tvm-src/python/tvm/tir/expr.py", line 1014, in <module>
    class Load(PrimExprWithOp):
  File "/onnxruntime/build/Linux/Release/_deps/tvm-src/python/tvm/_ffi/registry.py", line 69, in register
    check_call(_LIB.TVMObjectTypeKey2Index(c_str(object_name), ctypes.byref(tidx)))
  File "/onnxruntime/build/Linux/Release/_deps/tvm-src/python/tvm/_ffi/base.py", line 348, in check_call
    raise get_last_ffi_error()
tvm.error.InternalError: Traceback (most recent call last):
  4: 0xffffffffffffffff
  3: 0x000000000058852d
  2: ffi_call
  1: TVMObjectTypeKey2Index
  0: tvm::runtime::Object::TypeKey2Index(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > const&)
  File "/tvm/src/runtime/object.cc", line 165
InternalError: Check failed: (it != type_key2index_.end()) is false: Cannot find type tir.Load. Did you forget to register the node by TVM_REGISTER_NODE_TYPE ?
TVM hint: You hit an internal error. Please open a thread on https://discuss.tvm.apache.org/ to report it.