diff --git a/.azure-pipelines/compatibility-test.yml b/.azure-pipelines/compatibility-test.yml
new file mode 100644
index 000000000..3cdb8ace6
--- /dev/null
+++ b/.azure-pipelines/compatibility-test.yml
@@ -0,0 +1,79 @@
+trigger: none
+
+pr:
+  autoCancel: true
+  drafts: false
+  branches:
+    include:
+      - main
+  paths:
+    include:
+      - auto_round
+      - auto_round_extension
+      - setup.py
+      - setup.cfg
+      - requirements.txt
+      - requirements-cpu.txt
+      - .azure-pipelines/compatibility-test.yml
+    exclude:
+      - "*.md"
+      - "**/*.md"
+
+stages:
+  - stage:
+    displayName: Compatibility Test
+    dependsOn: []
+    jobs:
+    - job:
+      timeoutInMinutes: 20
+      strategy:
+        matrix:
+          Python310_Linux:
+            python_version: '3.10'
+            vmImage: 'ubuntu-latest'
+          Python311_Linux:
+            python_version: '3.11'
+            vmImage: 'ubuntu-latest'
+          Python312_Linux:
+            python_version: '3.12'
+            vmImage: 'ubuntu-latest'
+          Python313_Linux:
+            python_version: '3.13'
+            vmImage: 'ubuntu-latest'
+
+          Python310_Windows:
+            python_version: '3.10'
+            vmImage: 'windows-latest'
+          Python311_Windows:
+            python_version: '3.11'
+            vmImage: 'windows-latest'
+          Python312_Windows:
+            python_version: '3.12'
+            vmImage: 'windows-latest'
+          Python313_Windows:
+            python_version: '3.13'
+            vmImage: 'windows-latest'
+            
+      pool:
+        vmImage: $(vmImage)
+
+      steps:
+      - task: UsePythonVersion@0
+        inputs:
+          versionSpec: '$(python_version)'
+        displayName: 'Use Python $(python_version)'
+
+      - script: |
+          python -m pip install --upgrade pip uv
+          uv pip install -r requirements.txt --extra-index-url https://download.pytorch.org/whl/cpu
+          uv pip install .
+          pip list
+        env:
+          PYTHONUNBUFFERED: '1'
+          UV_NO_PROGRESS: '1'
+          UV_SYSTEM_PYTHON: '1'
+        displayName: 'Install dependencies'
+
+      - script: |
+          python -c "import auto_round"
+        displayName: 'Run compatibility test'
diff --git a/.azure-pipelines/scripts/ut/run_ut.sh b/.azure-pipelines/scripts/ut/run_ut.sh
index cf3997357..50f8238bd 100644
--- a/.azure-pipelines/scripts/ut/run_ut.sh
+++ b/.azure-pipelines/scripts/ut/run_ut.sh
@@ -27,12 +27,20 @@ mkdir -p ${LOG_DIR}
 ut_log_name=${LOG_DIR}/ut.log
 
 # Split test files into 5 parts
-find . -name "test*.py" ! -name "*hpu_only*.py" | sort > all_tests.txt
+find . -name "test*.py" | sort > all_tests.txt
 total_lines=$(wc -l < all_tests.txt)
 NUM_CHUNKS=5
-chunk_size=$(( (total_lines + NUM_CHUNKS - 1) / NUM_CHUNKS ))
-start_line=$(( (test_part - 1) * chunk_size + 1 ))
-selected_files=$(tail -n +$start_line all_tests.txt | head -n $chunk_size)
+q=$(( total_lines / NUM_CHUNKS ))
+r=$(( total_lines % NUM_CHUNKS ))
+if [ "$test_part" -le "$r" ]; then
+    chunk_size=$(( q + 1 ))
+    start_line=$(( (test_part - 1) * chunk_size + 1 ))
+else
+    chunk_size=$q
+    start_line=$(( r * (q + 1) + (test_part - r - 1) * q + 1 ))
+fi
+end_line=$(( start_line + chunk_size - 1 ))
+selected_files=$(sed -n "${start_line},${end_line}p" all_tests.txt)
 printf '%s\n' "${selected_files}" | sed "s,\.\/,python -m pytest --cov=\"${auto_round_path}\" --cov-report term --html=report.html --self-contained-html --cov-report xml:coverage.xml --cov-append -vs --disable-warnings ,g" > run.sh
 cat run.sh
 bash run.sh 2>&1 | tee "${ut_log_name}"
diff --git a/.azure-pipelines/scripts/ut/run_ut_cuda.sh b/.azure-pipelines/scripts/ut/run_ut_cuda.sh
index 92fb15490..a7b6eddd7 100644
--- a/.azure-pipelines/scripts/ut/run_ut_cuda.sh
+++ b/.azure-pipelines/scripts/ut/run_ut_cuda.sh
@@ -5,6 +5,10 @@ CONDA_ENV_NAME="unittest_cuda"
 PYTHON_VERSION="3.10"
 REPO_PATH=$(git rev-parse --show-toplevel)
 LOG_DIR=${REPO_PATH}/ut_log_dir
+SUMMARY_LOG=${LOG_DIR}/results_summary.log
+
+rm -rf ${LOG_DIR} && mkdir -p ${LOG_DIR}
+touch ${SUMMARY_LOG}
 [[ -z "$CUDA_VISIBLE_DEVICES" ]] && export CUDA_VISIBLE_DEVICES=0
 
 function create_conda_env() {
@@ -34,6 +38,55 @@ function create_conda_env() {
     uv pip install pytest-cov pytest-html cmake==4.0.2
 }
 
+function print_test_results_table() {
+    local log_pattern=$1
+    local test_type=$2
+
+    echo ""
+    echo "==========================================" >> ${SUMMARY_LOG}
+    echo "Test Results Summary - ${test_type}" >> ${SUMMARY_LOG}
+    echo "==========================================" >> ${SUMMARY_LOG}
+    printf "%-30s %-10s %-50s\n" "Test Case" "Result" "Log File" >> ${SUMMARY_LOG}
+    printf "%-30s %-10s %-50s\n" "----------" "------" "--------" >> ${SUMMARY_LOG}
+
+    local total_tests=0
+    local passed_tests=0
+    local failed_tests=0
+
+    for log_file in ${LOG_DIR}/${log_pattern}; do
+        if [ -f "${log_file}" ]; then
+            local test_name=$(basename "${log_file}" .log)
+            # Remove prefix to get clean test case name
+            test_name=${test_name#unittest_cuda_}
+            test_name=${test_name#unittest_cuda_vlm_}
+
+            local result="UNKNOWN"
+            local failure_count=$(grep -c '== FAILURES ==' "${log_file}" 2>/dev/null || echo 0)
+            local error_count=$(grep -c '== ERRORS ==' "${log_file}" 2>/dev/null || echo 0)
+            local passed_count=$(grep -c ' passed' "${log_file}" 2>/dev/null || echo 0)
+
+            if [ ${failure_count} -gt 0 ] || [ ${error_count} -gt 0 ]; then
+                result="FAILED"
+                failed_tests=$((failed_tests + 1))
+            elif [ ${passed_count} -gt 0 ]; then
+                result="PASSED"
+                passed_tests=$((passed_tests + 1))
+            else
+                result="NO_TESTS"
+            fi
+
+            total_tests=$((total_tests + 1))
+            local log_filename=$(basename "${log_file}")
+            printf "%-30s %-10s %-50s\n" "${test_name}" "${result}" "${log_filename}" >> ${SUMMARY_LOG}
+        fi
+    done
+
+    echo "==========================================" >> ${SUMMARY_LOG}
+    printf "Total: %d, Passed: %d, Failed: %d\n" ${total_tests} ${passed_tests} ${failed_tests} >> ${SUMMARY_LOG}
+    echo "==========================================" >> ${SUMMARY_LOG}
+    echo "" >> ${SUMMARY_LOG}
+}
+
 function run_unit_test() {
     # install unit test dependencies
     create_conda_env
@@ -49,24 +102,25 @@ function run_unit_test() {
     uv pip install -r requirements.txt
     uv pip install -r requirements_diffusion.txt
 
-    uv pip list
+    pip list > ${LOG_DIR}/ut_pip_list.txt
     export COVERAGE_RCFILE=${REPO_PATH}/.azure-pipelines/scripts/ut/.coverage
     local auto_round_path=$(python -c 'import auto_round; print(auto_round.__path__[0])')
-
-    # setup test env
-    mkdir -p ${LOG_DIR}
-    local ut_log_name=${LOG_DIR}/unittest_cuda.log
-    find . -name "test_*.py" | sed "s,\.\/,python -m pytest --cov=\"${auto_round_path}\" --cov-report term --html=report.html --self-contained-html  --cov-report xml:coverage.xml --cov-append -vs --disable-warnings ,g" >run.sh
-    cat run.sh
-
-    # run unit test
-    bash run.sh 2>&1 | tee ${ut_log_name}
-
-    cp report.html ${LOG_DIR}/
-    cp coverage.xml ${LOG_DIR}/
-
-    if [ $(grep -c '== FAILURES ==' ${ut_log_name}) != 0 ] || [ $(grep -c '== ERRORS ==' ${ut_log_name}) != 0 ] || [ $(grep -c ' passed' ${ut_log_name}) == 0 ]; then
-        echo "Find errors in pytest case, please check the output..."
+   
+    # run unit tests individually with separate logs
+    for test_file in $(find . -name "test_*.py"); do
+        local test_basename=$(basename ${test_file} .py)
+        local ut_log_name=${LOG_DIR}/unittest_cuda_${test_basename}.log
+        echo "Running ${test_file}..."
+
+        python -m pytest --cov="${auto_round_path}" --cov-report term --html=report.html --self-contained-html --cov-report xml:coverage.xml --cov-append -vs --disable-warnings ${test_file} 2>&1 | tee ${ut_log_name}
+    done
+
+    mv report.html ${LOG_DIR}/
+    mv coverage.xml ${LOG_DIR}/
+
+    # Print test results table and check for failures
+    if ! print_test_results_table "unittest_cuda_test_*.log" "CUDA Unit Tests"; then
+        echo "Some CUDA unit tests failed. Please check the individual log files for details."
     fi
 }
 
@@ -85,30 +139,32 @@ function run_unit_test_vlm() {
     uv pip install flash-attn==2.7.4.post1 --no-build-isolation
     uv pip install -r requirements_vlm.txt
 
-    uv pip list
+    pip list > ${LOG_DIR}/vlm_ut_pip_list.txt
     export COVERAGE_RCFILE=${REPO_PATH}/.azure-pipelines/scripts/ut/.coverage
     local auto_round_path=$(python -c 'import auto_round; print(auto_round.__path__[0])')
 
-    # setup test env
-    mkdir -p ${LOG_DIR}
-    local ut_log_name=${LOG_DIR}/unittest_cuda_vlm.log
-    find . -name "test*vlms.py" | sed "s,\.\/,python -m pytest --cov=\"${auto_round_path}\" --cov-report term --html=report_vlms.html --self-contained-html  --cov-report xml:coverage_vlms.xml --cov-append -vs --disable-warnings ,g" >run_vlms.sh
-    cat run_vlms.sh
+    # run VLM unit tests individually with separate logs
+    for test_file in $(find . -name "test*vlms.py"); do
+        local test_basename=$(basename ${test_file} .py)
+        local ut_log_name=${LOG_DIR}/unittest_cuda_vlm_${test_basename}.log
+        echo "Running ${test_file}..."
 
-    # run unit test
-    bash run_vlms.sh 2>&1 | tee ${ut_log_name}
+        python -m pytest --cov="${auto_round_path}" --cov-report term --html=report_vlms.html --self-contained-html --cov-report xml:coverage_vlms.xml --cov-append -vs --disable-warnings ${test_file} 2>&1 | tee ${ut_log_name}
+    done
 
-    cp report_vlms.html ${LOG_DIR}/
-    cp coverage_vlms.xml ${LOG_DIR}/
+    mv report_vlms.html ${LOG_DIR}/
+    mv coverage_vlms.xml ${LOG_DIR}/
 
-    if [ $(grep -c '== FAILURES ==' ${ut_log_name}) != 0 ] || [ $(grep -c '== ERRORS ==' ${ut_log_name}) != 0 ] || [ $(grep -c ' passed' ${ut_log_name}) == 0 ]; then
-        echo "Find errors in pytest case, please check the output..."
+    # Print test results table and check for failures
+    if ! print_test_results_table "unittest_cuda_vlm_test*.log" "CUDA VLM Tests"; then
+        echo "Some CUDA VLM tests failed. Please check the individual log files for details."
     fi
 }
 
 function main() {
     run_unit_test_vlm
     run_unit_test
+    cat ${SUMMARY_LOG}
 }
 
 main
diff --git a/.azure-pipelines/template/ut-template.yml b/.azure-pipelines/template/ut-template.yml
index 3962f072d..e5a081b0a 100644
--- a/.azure-pipelines/template/ut-template.yml
+++ b/.azure-pipelines/template/ut-template.yml
@@ -55,7 +55,7 @@ steps:
     displayName: "Run UT"
 
   - task: PublishPipelineArtifact@1
-    condition: succeededOrFailed()
+    condition: succeeded()
     inputs:
       targetPath: ${{ parameters.uploadPath }}
       artifact: ${{ parameters.utArtifact }}_coverage