onnxruntime/tools/ci_build/github/pai/rocm-ci-pipeline-env.Dockerfile
rui-ren d63c664ca0
fix rocm ci pipeline (#19525)
### Description
<!-- Describe your changes. -->

ROCm CI pipeline issue.
```
Downloading and preparing dataset wikitext/wikitext-2-raw-v1 (download: 4.50 MiB, generated: 12.91 MiB, post-processed: Unknown size, total: 17.41 MiB) to /home/onnxruntimedev/.cache/huggingface/datasets/wikitext/wikitext-2-raw-v1/1.0.0/aa5e094000ec7afeb74c3be92c88313cd6f132d564c7effd961c10fd47c76f20...
    main()
  File "/stage/huggingface-transformers/examples/pytorch/language-modeling/run_mlm.py", line 242, in main
    datasets = load_dataset(data_args.dataset_name, data_args.dataset_config_name, cache_dir=model_args.cache_dir)
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/load.py", line 856, in load_dataset
    builder_instance.download_and_prepare(
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/builder.py", line 583, in download_and_prepare
    self._download_and_prepare(
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/builder.py", line 639, in _download_and_prepare
    split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
  File "/home/onnxruntimedev/.cache/huggingface/modules/datasets_modules/datasets/wikitext/aa5e094000ec7afeb74c3be92c88313cd6f132d564c7effd961c10fd47c76f20/wikitext.py", line 138, in _split_generators
    data_file = dl_manager.download_and_extract(self.config.data_url)
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/utils/download_manager.py", line 289, in download_and_extract
    return self.extract(self.download(url_or_urls))
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/utils/download_manager.py", line 197, in download
    downloaded_path_or_paths = map_nested(
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/utils/py_utils.py", line 195, in map_nested
    return function(data_struct)
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/utils/download_manager.py", line 220, in _download
    return cached_path(url_or_filename, download_config=download_config)
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 281, in cached_path
    output_path = get_from_cache(
  File "/opt/miniconda/envs/rocm-ci/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 634, in get_from_cache
    raise ConnectionError("Couldn't reach {}".format(url))
ConnectionError: Couldn't reach https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-2-raw-v1.zip

```


### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
Update the `datasets` pipeline to latest version `2.17.0`.
2024-02-15 00:02:08 -08:00

139 lines
4.6 KiB
Docker

# Refer to https://github.com/RadeonOpenCompute/ROCm-docker/blob/master/dev/Dockerfile-ubuntu-22.04-complete
FROM ubuntu:22.04
ARG ROCM_VERSION=6.0
ARG AMDGPU_VERSION=${ROCM_VERSION}
ARG APT_PREF='Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600'
CMD ["/bin/bash"]
RUN echo "$APT_PREF" > /etc/apt/preferences.d/rocm-pin-600
ENV DEBIAN_FRONTEND noninteractive
RUN apt-get update && \
apt-get install -y --no-install-recommends ca-certificates curl libnuma-dev gnupg && \
curl -sL https://repo.radeon.com/rocm/rocm.gpg.key | apt-key add - &&\
printf "deb [arch=amd64] https://repo.radeon.com/rocm/apt/$ROCM_VERSION/ jammy main" | tee /etc/apt/sources.list.d/rocm.list && \
printf "deb [arch=amd64] https://repo.radeon.com/amdgpu/$AMDGPU_VERSION/ubuntu jammy main" | tee /etc/apt/sources.list.d/amdgpu.list && \
apt-get update && apt-get install -y --no-install-recommends \
sudo \
libelf1 \
kmod \
file \
python3 \
python3-pip \
rocm-dev \
rocm-libs \
build-essential && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
RUN groupadd -g 109 render
RUN apt-get update -y && apt-get upgrade -y && apt-get autoremove -y libprotobuf\* protobuf-compiler\* && \
rm -f /usr/local/bin/protoc && apt-get install -y locales unzip wget git && apt-get clean -y
RUN locale-gen en_US.UTF-8
RUN update-locale LANG=en_US.UTF-8
ENV LC_ALL C.UTF-8
ENV LANG C.UTF-8
WORKDIR /stage
# CMake
ENV CMAKE_VERSION=3.27.3
RUN cd /usr/local && \
wget -q -O - https://github.com/Kitware/CMake/releases/download/v${CMAKE_VERSION}/cmake-${CMAKE_VERSION}-Linux-x86_64.tar.gz | tar zxf -
ENV PATH=/usr/local/cmake-${CMAKE_VERSION}-linux-x86_64/bin:${PATH}
# ccache
RUN mkdir -p /tmp/ccache && \
cd /tmp/ccache && \
wget -q -O - https://github.com/ccache/ccache/releases/download/v4.7.4/ccache-4.7.4-linux-x86_64.tar.xz | tar --strip 1 -J -xf - && \
cp /tmp/ccache/ccache /usr/bin && \
rm -rf /tmp/ccache
# Install Conda
ENV PATH /opt/miniconda/bin:${PATH}
RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh --no-check-certificate && /bin/bash ~/miniconda.sh -b -p /opt/miniconda && \
conda init bash && \
conda config --set auto_activate_base false && \
conda update --all && \
rm ~/miniconda.sh && conda clean -ya
# Create rocm-ci environment
ENV CONDA_ENVIRONMENT_PATH /opt/miniconda/envs/rocm-ci
ENV CONDA_DEFAULT_ENV rocm-ci
RUN conda create -y -n ${CONDA_DEFAULT_ENV} python=3.9
ENV PATH ${CONDA_ENVIRONMENT_PATH}/bin:${PATH}
# Enable rocm-ci environment
SHELL ["conda", "run", "-n", "rocm-ci", "/bin/bash", "-c"]
# ln -sf is needed to make sure that version `GLIBCXX_3.4.30' is found
RUN ln -sf /usr/lib/x86_64-linux-gnu/libstdc++.so.6 ${CONDA_ENVIRONMENT_PATH}/bin/../lib/libstdc++.so.6
# Install Pytorch
RUN pip install torch==2.0.1 torchvision==0.15.2 -f https://repo.radeon.com/rocm/manylinux/rocm-rel-${ROCM_VERSION}/ && \
pip install torch-ort --no-dependencies
##### Install Cupy to decrease CPU utilization
# Install non dev openmpi
RUN wget https://download.open-mpi.org/release/open-mpi/v4.1/openmpi-4.1.5.tar.bz2 && \
tar -jxf openmpi-4.1.5.tar.bz2 && \
cd openmpi-4.1.5 && \
./configure --prefix=/opt/ompi && \
make -j4 all && \
make install && \
cd ../ && \
rm -r openmpi-4.1.5 && \
rm openmpi-4.1.5.tar.bz2
# Install CuPy, No stable version is available
RUN git clone https://github.com/ROCmSoftwarePlatform/cupy && cd cupy && \
git checkout 432a8683351d681e00903640489cb2f4055d2e09 && \
export CUPY_INSTALL_USE_HIP=1 && \
export ROCM_HOME=/opt/rocm && \
export HCC_AMDGPU_TARGET=gfx906,gfx908,gfx90a && \
git submodule update --init && \
pip install -e . --no-cache-dir -vvvv
##### Install transformers to run tests
# rocm-ci branch contains instrumentation needed for loss curves and perf
RUN git clone https://github.com/microsoft/huggingface-transformers.git &&\
cd huggingface-transformers &&\
git checkout rocm-ci &&\
pip install -e .
RUN pip install \
flatbuffers==2.0 \
numpy==1.24.1 \
onnx \
cerberus \
sympy \
h5py \
datasets==2.17.0 \
requests \
sacrebleu==1.5.1 \
sacremoses \
scipy==1.10.0 \
scikit-learn \
tokenizers \
sentencepiece \
wget \
dill==0.3.4 \
pytorch_lightning==1.6.0 \
pytest-xdist \
pytest-rerunfailures \
ml_dtypes==0.3.0 \
pytest==7.4.4
# Install migraphx
RUN apt update && apt install -y migraphx
ENV ORTMODULE_ONNX_OPSET_VERSION=17
ARG BUILD_UID=1001
ARG BUILD_USER=onnxruntimedev
RUN adduser --uid $BUILD_UID $BUILD_USER
WORKDIR /home/$BUILD_USER