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[Bug] bundle_deploy examples no longer work, cannot get rid of "CRT not found" errors
Expected behavior
I am following the instructions for AoT compilation of AI models here. Specifically, I built tvm from source with set(USE_LLVM ON), set(USE_MICRO ON), and set(USE_MICRO_STANDALONE_RUNTIME ON). I should expect to be able to run make inside the tvm/apps/bundle_deploy directory to compile some example inference code into standalone executables.
Actual behavior
Always getting the following error:
ls: ../../build/standalone_crt: No such file or directory
Makefile:24: *** "CRT not found. Ensure you have built the standalone_crt target and try again". Stop.
The following are the contents of my build directory after building tvm with set(USE_LLVM ON), set(USE_MICRO ON), and set(USE_MICRO_STANDALONE_RUNTIME ON) changed in tvm/cmake/config.cmake:
CMakeCache.txt DartConfiguration.tcl Testing cpptest[1]_include.cmake libtvm_runtime.dylib
CMakeFiles Makefile cmake_install.cmake libbacktrace temp_config_file.cmake
CTestTestfile.cmake TVMBuildOptions.txt compile_commands.json libtvm.dylib tvmConfig.cmake
Environment
I tried doing this on bare metal Intel MacOS as well as via the below Dockerfile with the same results / error.
Steps to reproduce
- Pull down
tvmlocally. - Edit
tvm/cmake/config.smaketo enableset(USE_LLVM ON),set(USE_MICRO ON),set(USE_MICRO_STANDALONE_RUNTIME ON) - Build the image with
docker build -f Dockerfile.tvm -t tvm-bundle-test .
Here is the reference Dockerfile:
FROM ubuntu:22.04
ENV http_proxy $HTTPS_PROXY
ENV https_proxy $HTTPS_PROXY
ENV DEBIAN_FRONTEND=noninteractive
RUN apt-get update
RUN apt-get install -y software-properties-common && add-apt-repository ppa:deadsnakes/ppa && apt-get update && apt-get install -y \
python3.8 \
python3-pip \
&& rm -rf /var/lib/apt/lists/*
# Copy the current directory contents into the container at /app.
WORKDIR /app
COPY . /app
# Install CMake and enable dev packaging from third-party source: https://apt.kitware.com/
RUN apt-get update
RUN apt-get -y install gpg wget ca-certificates
RUN wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | gpg --dearmor - | tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null
RUN echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ jammy main' | tee /etc/apt/sources.list.d/kitware.list >/dev/null
RUN apt-get update
RUN test -f /usr/share/doc/kitware-archive-keyring/copyright || rm /usr/share/keyrings/kitware-archive-keyring.gpg
RUN apt-get install kitware-archive-keyring
RUN apt-get -y install cmake
# Get other TVM dependencies.
RUN apt-get install -y python3 python3-dev python3-setuptools gcc libtinfo-dev zlib1g-dev build-essential libedit-dev libxml2-dev llvm
# Actually build TVM.
WORKDIR /app/tvm
RUN cmake -DCMAKE_BUILD_TYPE=Release -S . -B build
RUN make -j4 -C build
Triage
Please refer to the list of label tags here to find the relevant tags and add them below in a bullet format (example below).
- vert:micro
- flow:aot
版本问题
I set set(USE_MICRO ON), and set(USE_MICRO_STANDALONE_RUNTIME ON) and it can proceed but ends with a
python3 build_model.py -o build
make: *** [build/model_cpp.o] Bus error