[Migrphax] Fix docker file (#26737)

Fix issue #26692 by
upgrading base image.

Author: tianleiwu

dockerfiles/Dockerfile.migraphx

@@ -5,22 +5,17 @@
 # Dockerfile to run ONNXRuntime with MIGraphX integration
 #--------------------------------------------------------------------------
 
-FROM rocm/pytorch:rocm6.2.3_ubuntu22.04_py3.10_pytorch_release_2.3.0
+FROM rocm/pytorch:rocm7.1_ubuntu24.04_py3.12_pytorch_release_2.9.1
 
-ARG ONNXRUNTIME_REPO=https://github.com/Microsoft/onnxruntime
+ARG ONNXRUNTIME_REPO=https://github.com/microsoft/onnxruntime
 ARG ONNXRUNTIME_BRANCH=main
 
-ENV PATH=/code/cmake-3.27.3-linux-x86_64/bin:${PATH}
-
-RUN apt-get update &&\
-    apt-get install -y migraphx
-
 WORKDIR /code
 
 # Prepare onnxruntime repository & build onnxruntime
 RUN git clone --single-branch --branch ${ONNXRUNTIME_BRANCH} --recursive ${ONNXRUNTIME_REPO} onnxruntime &&\
     /bin/sh onnxruntime/dockerfiles/scripts/install_common_deps.sh &&\
     cd onnxruntime  && pip install --upgrade pip &&\
-    /bin/sh ./build.sh --allow_running_as_root --cmake_extra_defines ONNXRUNTIME_VERSION=`cat ./VERSION_NUMBER` --config Release --parallel \
-            --skip_tests --build_wheel --use_migraphx &&\
+    /bin/sh ./build.sh --allow_running_as_root --cmake_extra_defines ONNXRUNTIME_VERSION=`cat ./VERSION_NUMBER` \
+    --config Release --parallel --skip_tests --build_wheel --use_migraphx &&\
     pip install /code/onnxruntime/build/Linux/Release/dist/*.whl

onnxruntime/test/providers/migraphx/migraphx_basic_test.cc

@@ -188,6 +188,7 @@ TEST(MIGraphXExecutionProviderTest, canEvalArgument) {
   ASSERT_EQ(canEvalNodeArgument(gv, node2, {1}, input_nodes), true);
 }
 
+#if defined(WIN32)
 static bool SessionHasEp(Ort::Session& session, const char* ep_name) {
   // Access the underlying InferenceSession.
   const OrtSession* ort_session = session;
@@ -203,7 +204,6 @@ static bool SessionHasEp(Ort::Session& session, const char* ep_name) {
   return has_ep;
 }
 
-#if defined(WIN32)
 // Tests autoEP feature to automatically select an EP that supports the GPU.
 // Currently only works on Windows.
 TEST(MIGraphXExecutionProviderTest, AutoEp_PreferGpu) {