diff --git a/setup.py b/setup.py
index 9ad5390a11..2f5b99b5e1 100644
--- a/setup.py
+++ b/setup.py
@@ -445,6 +445,7 @@ requirements_file = "requirements.txt"
 local_version = None
 enable_training = parse_arg_remove_boolean(sys.argv, "--enable_training")
 enable_training_on_device = parse_arg_remove_boolean(sys.argv, "--enable_training_on_device")
+enable_rocm_profiling = parse_arg_remove_boolean(sys.argv, "--enable_rocm_profiling")
 disable_auditwheel_repair = parse_arg_remove_boolean(sys.argv, "--disable_auditwheel_repair")
 default_training_package_device = parse_arg_remove_boolean(sys.argv, "--default_training_package_device")
 
@@ -611,6 +612,8 @@ if nightly_build:
 
 if local_version:
     version_number = version_number + local_version
+    if is_rocm and enable_rocm_profiling:
+        version_number = version_number + ".profiling"
 
 if wheel_name_suffix:
     if not (enable_training and wheel_name_suffix == "gpu"):
diff --git a/tools/ci_build/build.py b/tools/ci_build/build.py
index fa3a646895..23f35d9654 100644
--- a/tools/ci_build/build.py
+++ b/tools/ci_build/build.py
@@ -2053,6 +2053,7 @@ def build_python_wheel(
     use_ninja=False,
     build_eager_mode=False,
     enable_training_on_device=False,
+    enable_rocm_profiling=False,
 ):
     for config in configs:
         cwd = get_config_build_dir(build_dir, config)
@@ -2074,6 +2075,8 @@ def build_python_wheel(
             args.append("--enable_training_on_device")
         if build_eager_mode:
             args.append("--disable_auditwheel_repair")
+        if enable_rocm_profiling:
+            args.append("--enable_rocm_profiling")
 
         # The following arguments are mutually exclusive
         if use_cuda:
@@ -2776,6 +2779,7 @@ def main():
                 use_ninja=(args.cmake_generator == "Ninja"),
                 build_eager_mode=args.build_eager_mode,
                 enable_training_on_device=args.enable_training_on_device,
+                enable_rocm_profiling=args.enable_rocm_profiling,
             )
         if args.build_nuget:
             build_nuget_package(
diff --git a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-rocm.yml b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-rocm.yml
index 1bf6cf1a47..4505e1249a 100644
--- a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-rocm.yml
+++ b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-rocm.yml
@@ -35,3 +35,18 @@ stages:
     parameters:
       PythonVersion: '3.9'
       RocmVersion: '5.3'
+  - template: templates/rocm.yml
+    parameters:
+      PythonVersion: '3.7'
+      RocmVersion: '5.3'
+      BuildConfig: 'RelWithDebInfo'
+  - template: templates/rocm.yml
+    parameters:
+      PythonVersion: '3.8'
+      RocmVersion: '5.3'
+      BuildConfig: 'RelWithDebInfo'
+  - template: templates/rocm.yml
+    parameters:
+      PythonVersion: '3.9'
+      RocmVersion: '5.3'
+      BuildConfig: 'RelWithDebInfo'
diff --git a/tools/ci_build/github/azure-pipelines/templates/rocm.yml b/tools/ci_build/github/azure-pipelines/templates/rocm.yml
index 3250fe5065..7020c4b683 100644
--- a/tools/ci_build/github/azure-pipelines/templates/rocm.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/rocm.yml
@@ -5,18 +5,39 @@ parameters:
 - name: RocmVersion
   type: string
 
-
+- name: BuildConfig
+  type: string
+  default: 'Release'
 
 jobs:
-- job: wheels_python_${{ replace(parameters.PythonVersion,'.','_') }}_rocm_${{ replace(parameters.RocmVersion,'.','_') }}
+- job: wheels_python_${{ replace(parameters.PythonVersion,'.','_') }}_rocm_${{ replace(parameters.RocmVersion,'.','_') }}_${{ parameters.BuildConfig }}
   workspace:
     clean: all
   timeoutInMinutes: 180
   pool: Ubuntu-2004-rocm-aiinfra
   variables:
-    PythonVersion: ${{ parameters.PythonVersion }}
+    - name: PythonVersion
+      value: ${{ parameters.PythonVersion }}
+    - name: EnableProfiling
+      ${{ if eq(parameters.BuildConfig, 'Release') }}:
+        value: ''
+      ${{ else }}:
+        value: '--enable_rocm_profiling'
+    - name: ArtifactName
+      ${{ if eq(parameters.BuildConfig, 'Release') }}:
+        value: 'onnxruntime_rocm'
+      ${{ else }}:
+        value: 'onnxruntime_rocm_enable_profiling'
 
   steps:
+  - task: CmdLine@2
+    displayName: 'check variables'
+    inputs:
+      script: |
+        echo "BuildConfig is "${{ parameters.BuildConfig }} && \
+        echo "EnableProfiling is "${{ variables['EnableProfiling'] }} && \
+        echo "ArtifactName is "${{ variables['ArtifactName'] }}
+
   - checkout: self
     clean: true
     submodules: recursive
@@ -34,6 +55,7 @@ jobs:
         --build-arg PREPEND_PATH=/opt/rh/devtoolset-10/root/usr/bin:
         --build-arg LD_LIBRARY_PATH_ARG=/opt/rh/devtoolset-10/root/usr/lib64:/opt/rh/devtoolset-10/root/usr/lib:/opt/rh/devtoolset-10/root/usr/lib64/dyninst:/opt/rh/devtoolset-10/root/usr/lib/dyninst:/usr/local/lib64:/usr/local/lib
       Repository: onnxruntimetrainingrocmbuild-rocm${{ parameters.RocmVersion }}
+
   - task: CmdLine@2
     inputs:
       script: |
@@ -53,7 +75,7 @@ jobs:
           --user onnxruntimedev \
           onnxruntimetrainingrocmbuild-rocm${{ parameters.RocmVersion }} \
             /onnxruntime_src/tools/ci_build/build.py \
-              --config Release \
+              --config ${{ parameters.BuildConfig }} \
               --use_rocm \
               --rocm_version=${{ parameters.RocmVersion }} \
               --rocm_home=/opt/rocm \
@@ -68,7 +90,8 @@ jobs:
               --cmake_extra_defines \
                 CMAKE_HIP_COMPILER=/opt/rocm/llvm/bin/clang++ \
                 onnxruntime_BUILD_UNIT_TESTS=OFF \
-              --enable_training_torch_interop
+              --enable_training_torch_interop \
+              ${{ variables['EnableProfiling'] }}
       workingDirectory: $(Build.SourcesDirectory)
     displayName: 'Build onnxruntime (in container)'
 
@@ -85,18 +108,19 @@ jobs:
       render_gid=$(getent group | awk '/render/ {split($0,a,":"); print(a[3])}')
       echo "Found render_gid=$render_gid; attempting to set as pipeline variable"
       echo "##vso[task.setvariable variable=render]$render_gid"
+    condition: and(succeeded(), eq('${{ parameters.BuildConfig }}', 'Release'))
     displayName: 'Find video and render gid to be mapped into container'
 
   - task: CopyFiles@2
     displayName: 'Copy Python Wheel to: $(Build.ArtifactStagingDirectory)'
     inputs:
       SourceFolder: '$(Build.BinariesDirectory)'
-      Contents: 'Release/dist/*.whl'
+      Contents: "${{ parameters.BuildConfig }}/dist/*.whl"
       TargetFolder: '$(Build.ArtifactStagingDirectory)'
 
   - task: CmdLine@2
     displayName: 'Build Python Documentation'
-    condition: and(succeeded(), ne(variables['PythonVersion'], '3.9'))  # tensorflow not available on python 3.9
+    condition: and(succeeded(), ne('${{ parameters.PythonVersion }}', '3.9'), eq('${{ parameters.BuildConfig }}', 'Release'))  # tensorflow not available on python 3.9
     inputs:
       script: |
         mkdir -p $HOME/.onnx
@@ -123,7 +147,7 @@ jobs:
 
   - task: CopyFiles@2
     displayName: 'Copy Python Documentation to: $(Build.ArtifactStagingDirectory)'
-    condition: and(succeeded(), ne(variables['PythonVersion'], '3.9'))  # tensorflow not available on python 3.9
+    condition: and(succeeded(), ne('${{ parameters.PythonVersion }}', '3.9'), eq('${{ parameters.BuildConfig }}', 'Release'))  # tensorflow not available on python 3.9
     inputs:
       SourceFolder: '$(Build.BinariesDirectory)/docs/training/html'
       Contents: '**'
@@ -132,10 +156,10 @@ jobs:
   - task: PublishBuildArtifacts@1
     displayName: 'Upload Rocm wheel as build artifact'
     inputs:
-      ArtifactName: onnxruntime_rocm
+      ArtifactName: ${{ variables['ArtifactName'] }}
 
   - script: |
-      files=($(Build.ArtifactStagingDirectory)/Release/dist/*.whl) && \
+      files=($(Build.ArtifactStagingDirectory)/${{ parameters.BuildConfig }}/dist/*.whl) && \
       echo ${files[0]} && \
       python3 tools/ci_build/upload_python_package_to_azure_storage.py \
           --python_wheel_path ${files[0]} \