[ROCm] add MIGraphX ci pipeline (#11569)

**Description**: Describe your changes.
Add migraphx ci pipeline, test build and unit tests.
This PR is based on #11492 

Pipeline :
https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=765711&view=results

tools/ci_build/github/azure-pipelines/linux-migraphx-ci-pipeline.yml

@@ -0,0 +1,80 @@
+trigger: none
+
+name: 'linux_ci_$(Date:yyyyMMdd)_$(Rev:r)'
+jobs:
+- job: AMDMIGraphX_CI
+  pool: 'AMD-GPU'
+  timeoutInMinutes: 60
+
+  # gid of video and render group on gcr-openpai-35 and -36
+  variables:
+    - name: video
+      value: 44
+    - name: render
+      value: 109
+    - name: RocmVersion
+      value: 5.2.3
+
+  steps:
+  - checkout: self
+    clean: true
+    submodules: recursive
+
+  - template: templates/get-docker-image-steps.yml
+    parameters:
+      Dockerfile: tools/ci_build/github/pai/migraphx-ci-pipeline-env.Dockerfile
+      Context: tools/ci_build/github/pai
+      Repository: onnxruntimetrainingrocm-cibuild-rocm$(RocmVersion)
+
+  - task: CmdLine@2
+    inputs:
+      script: |
+        docker run --rm \
+          -e HIP_VISIBLE_DEVICES \
+          --privileged \
+          --security-opt seccomp=unconfined \
+          --shm-size=1024m \
+          --device=/dev/kfd \
+          --device=/dev/dri \
+          --group-add $(video) \
+          --group-add $(render) \
+          --volume $(Build.SourcesDirectory):/onnxruntime_src \
+          --volume $(Build.BinariesDirectory):/build \
+          --workdir /onnxruntime_src \
+          onnxruntimetrainingrocm-cibuild-rocm$(RocmVersion) \
+            python tools/ci_build/build.py \
+              --config RelWithDebInfo \
+              --mpi_home /opt/ompi \
+              --use_migraphx \
+              --rocm_version=5.2.3 \
+              --rocm_home /opt/rocm \
+              --nccl_home /opt/rocm \
+              --update \
+              --build_dir /build \
+              --build \
+              --parallel 8 \
+              --build_wheel \
+              --skip_submodule_sync \
+              --skip_tests
+      workingDirectory: $(Build.SourcesDirectory)
+    displayName: 'Build onnxruntime'
+
+  - task: CmdLine@2
+    inputs:
+      script: |
+        docker run --rm \
+          -e HIP_VISIBLE_DEVICES \
+          --privileged \
+          --security-opt seccomp=unconfined \
+          --shm-size=1024m \
+          --device=/dev/kfd \
+          --device=/dev/dri \
+          --group-add $(video) \
+          --group-add $(render) \
+          --volume $(Build.SourcesDirectory):/onnxruntime_src \
+          --volume $(Build.BinariesDirectory):/build \
+          --workdir /build/RelWithDebInfo \
+          onnxruntimetrainingrocm-cibuild-rocm$(RocmVersion) \
+            /onnxruntime_src/tools/ci_build/github/pai/migraphx_test_launcher.sh
+      workingDirectory: $(Build.SourcesDirectory)
+    displayName: 'Run onnxruntime unit tests'

tools/ci_build/github/pai/migraphx-ci-pipeline-env.Dockerfile

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+FROM rocm/pytorch:rocm5.2.3_ubuntu20.04_py3.7_pytorch_1.12.1
+
+ENV DEBIAN_FRONTEND noninteractive
+ENV MIGRAPHX_DISABLE_FAST_GELU=1
+
+RUN apt-get clean && apt-get update && apt-get install -y locales
+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
+
+# from rocm/pytorch's image, work around ucx's dlopen replacement conflicting with shared provider
+RUN cd /opt/mpi_install/ucx/build &&\
+      make clean &&\
+      ../contrib/configure-release --prefix=/opt/ucx --without-rocm &&\
+      make -j $(nproc) &&\
+      make install
+
+# CMake
+ENV CMAKE_VERSION=3.18.2
+RUN cd /usr/local && \
+    wget -q -O - https://github.com/Kitware/CMake/releases/download/v${CMAKE_VERSION}/cmake-${CMAKE_VERSION}-Linux-x86_64.tar.gz | tar zxf -
+ENV PATH=/usr/local/cmake-${CMAKE_VERSION}-Linux-x86_64/bin:${PATH}
+
+RUN apt-get update &&\
+    apt-get install -y half libnuma-dev
+
+# Install rbuild
+RUN pip3 install https://github.com/RadeonOpenCompute/rbuild/archive/master.tar.gz numpy yapf==0.28.0
+
+# Install MIGraphX from source
+RUN mkdir -p /migraphx
+RUN cd /migraphx && git clone --depth=1 --branch migraphx_for_ort https://github.com/ROCmSoftwarePlatform/AMDMIGraphX src
+RUN cd /migraphx && rbuild package --cxx /opt/rocm/llvm/bin/clang++ -d /migraphx/deps -B /migraphx/build -S /migraphx/src/ -DPYTHON_EXECUTABLE=/usr/bin/python3
+RUN dpkg -i /migraphx/build/*.deb
+RUN rm -rf /migraphx

tools/ci_build/github/pai/migraphx-excluded-tests.txt

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+GatherOpTest.Gather_invalid_index_cpu
+Scatter.InvalidIndex

tools/ci_build/github/pai/migraphx_test_launcher.sh

@@ -0,0 +1,15 @@
+#!/bin/bash
+
+build_dir=${1:-"."}
+script_dir="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
+
+echo "Warning: The following tests are EXCLUDED on MIGraphX agent:"
+gtest_filter="-"
+while read line; do
+  gtest_filter="$gtest_filter:$line"
+  echo "$line"
+done <$script_dir/migraphx-excluded-tests.txt
+echo ""
+
+echo "Running ./onnxruntime_test_all .."
+$build_dir/onnxruntime_test_all --gtest_filter=$gtest_filter