From 867c88e7068baad8dccfeec94648c8fdb49d9639 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Wed, 17 Sep 2025 17:08:40 +0800
Subject: [PATCH 01/20] feat: experimental parallel compile graph

---
 mindspore-lite/src/common/common.h            |  6 +++++
 .../src/extendrt/session/delegate_session.cc  | 25 +++++++++++++++++--
 2 files changed, 29 insertions(+), 2 deletions(-)

diff --git a/mindspore-lite/src/common/common.h b/mindspore-lite/src/common/common.h
index cd229acd..8d79bbdb 100644
--- a/mindspore-lite/src/common/common.h
+++ b/mindspore-lite/src/common/common.h
@@ -143,6 +143,12 @@ static const char *const kAclInitOptionParam = "acl_init_options";
 static const char *const kAclBuildOptionParam = "acl_build_options";
 static const char *const kSplitGraph = "SplitGraph";
 
+// experimental section
+static const char *const kExperimentalSection = "experimental";
+static const char *const kCompileGraphParallel = "compile_graph_parallel";
+static const char *const kEnableValue = "on";
+static const char *const kDisableValue = "off";
+
 static const char *const kNameAttrWeightDir = "weight_dir";
 
 static const char *const kOutputShapes = "outputs_shape";
diff --git a/mindspore-lite/src/extendrt/session/delegate_session.cc b/mindspore-lite/src/extendrt/session/delegate_session.cc
index 579efa3a..eeff5049 100644
--- a/mindspore-lite/src/extendrt/session/delegate_session.cc
+++ b/mindspore-lite/src/extendrt/session/delegate_session.cc
@@ -50,9 +50,25 @@ Status GraphSinkSession::Init(const std::shared_ptr<Context> &context, const Con
   return kSuccess;
 }
 
+bool CheckCompileGraphParallel(const std::string &option) {
+  if (option.empty() || option == lite::kDisableValue) {
+    return false;
+  }
+  if (option == lite::kEnableValue) {
+    return true;
+  }
+  MS_LOG(WARNING) << "compile_graph_parallel=off is default, please set "
+                     "compile_graph_parallel=on to enable compile graph in parallel between different threads. got: "
+                  << option << ", fallback to default.";
+  return false;
+}
+
 Status GraphSinkSession::CompileGraph(const void *model_data, size_t data_size, uint32_t *graph_id) {
   // This lock can be removed when LiteRT supports concurrent multithreading compilation.
-  std::lock_guard<std::mutex> lock(g_build_graph_mutex);
+  std::unique_lock<std::mutex> lock(g_build_graph_mutex);
+  if (CheckCompileGraphParallel(GetConfigOption(lite::kExperimentalSection, lite::kCompileGraphParallel))) {
+    lock.unlock();
+  }
   auto ret = graph_executor_->CompileGraph(model_data, data_size, options_, graph_id);
   if (!ret) {
     MS_LOG(ERROR) << "GraphSinkSession::CompileGraph compile graph failed";
@@ -72,7 +88,7 @@ Status GraphSinkSession::CompileGraph(const void *model_data, size_t data_size,
 Status GraphSinkSession::CompileGraph(FuncGraphPtr graph, const void *data, size_t size, uint32_t *graph_id) {
   MS_LOG(INFO) << "GraphSinkSession::CompileGraph";
   // This lock can be removed when LiteRT supports concurrent multithreading compilation.
-  std::lock_guard<std::mutex> lock(g_build_graph_mutex);
+  std::unique_lock<std::mutex> lock(g_build_graph_mutex);
   // kernel graph will be removed from GraphSinkSession, and this code will be moved to TensorRT plugin
   if (context_ && !context_->MutableDeviceInfo().empty()) {
     auto device_info = context_->MutableDeviceInfo()[0];
@@ -84,6 +100,11 @@ Status GraphSinkSession::CompileGraph(FuncGraphPtr graph, const void *data, size
       graph->set_attr(kIsAdapted, MakeValue(true));
     }
   }
+  // Ensure always protect AscendGeExecutorPlugin. It's a singleton without lock.
+  // The following parts can be parallelized.
+  if (CheckCompileGraphParallel(GetConfigOption(lite::kExperimentalSection, lite::kCompileGraphParallel))) {
+    lock.unlock();
+  }
   DelegateGraphInfo graph_info;
   // the funcgraph constructed by flowgraph has no inputs and outputs.
   auto status = InitGraphInputsOutputs(graph, &graph_info);
-- 
Gitee


From 970218a2641eeb1b203e763e3fbf0c64f77889a2 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 14:22:35 +0800
Subject: [PATCH 02/20] test compile graph parallel

---
 .../test/st/python/test_build_parallel.py     | 91 +++++++++++++++++++
 .../scripts/ascend/run_python_api_ascend.sh   |  8 ++
 2 files changed, 99 insertions(+)
 create mode 100644 mindspore-lite/test/st/python/test_build_parallel.py

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
new file mode 100644
index 00000000..b4c9a38a
--- /dev/null
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -0,0 +1,91 @@
+# Copyright 2022 Huawei Technologies Co., Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ============================================================================
+"""
+Test lite python API.
+"""
+import sys
+import os
+import mindspore_lite as mslite
+import numpy as np
+import pytest
+import time
+from concurrent.futures import ThreadPoolExecutor, as_completed
+
+
+class ScopeTimeRecord:
+    """
+    time record
+    """
+
+    def __enter__(self):
+        self.start_time = time.time()
+        return self
+
+    def __exit__(self, *args):
+        self.record_time = (time.time() - self.start_time) * 1000
+
+
+MODEL_BASE_PATH = "ms_models"
+
+PARALLEL_CONFIG_DICT = {
+    "experimental": {"compile_graph_parallel": "on"},
+}
+
+
+def build_model(model_path, parallel_enable=True):
+    """
+    build model
+    """
+    context = mslite.Context()
+    context.target = ["ascend"]
+    model = mslite.Model()
+    model.build_from_file(
+        model_path,
+        mslite.ModelType.MINDIR,
+        context,
+        config_dict=PARALLEL_CONFIG_DICT if parallel_enable else None,
+    )
+
+
+@pytest.mark.parametrize(
+    "model_name", ["cbg_ai_gender_resnet34_mutiscal_v1_1012.onnx.mindir"]
+)
+def test_build_parallel(model_name, parallel=2):
+    """
+    test build parallel
+    """
+
+    model_path = os.path.join(MODEL_BASE_PATH, model_name)
+    record_disable_parallel = ScopeTimeRecord()
+    pool = ThreadPoolExecutor(max_workers=parallel)
+    with record_disable_parallel:
+        tasks = []
+        for _ in range(parallel):
+            tasks.append(pool.submit(build_model, model_path, False))
+
+        as_completed(tasks, timeout=300)
+
+    record_enable_parallel = ScopeTimeRecord()
+    with record_enable_parallel:
+        tasks = []
+        for _ in range(parallel):
+            tasks.append(pool.submit(build_model, model_path, True))
+        as_completed(tasks, timeout=300)
+
+    print(f"build time disable parallel: {record_disable_parallel.record_time} ms")
+    print(f"build time enable parallel: {record_enable_parallel.record_time} ms")
+    assert (
+        record_enable_parallel.record_time < record_disable_parallel.record_time * 0.8
+    )
diff --git a/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh
index f97bc0cf..77bcd3e1 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh
@@ -62,6 +62,14 @@ function RunAscendST() {
       exit ${RET}
     fi
     echo "Run test_check_ascend success"
+
+    pytest ${base_path}/python/test_build_parallel.py -s
+    RET=$?
+    if [ ${RET} -ne 0 ]; then
+      echo "Failed to run test_build_parallel.py"
+      exit ${RET}
+    fi
+    echo "Run test_build_parallel success"
     # pytest ${base_path}/python/python_api/test_lite_llm_engine_api.py -s
     # RET=$?
     # if [ ${RET} -ne 0 ]; then
-- 
Gitee


From 765425436204d684a87dae324992d9864fd61f28 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 15:13:44 +0800
Subject: [PATCH 03/20] test

---
 .../test/st/python/test_build_parallel.py         | 15 +++++----------
 1 file changed, 5 insertions(+), 10 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index b4c9a38a..1a027df5 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -21,7 +21,7 @@ import mindspore_lite as mslite
 import numpy as np
 import pytest
 import time
-from concurrent.futures import ThreadPoolExecutor, as_completed
+from concurrent.futures import ThreadPoolExecutor, wait, ALL_COMPLETED
 
 
 class ScopeTimeRecord:
@@ -71,18 +71,13 @@ def test_build_parallel(model_name, parallel=2):
     record_disable_parallel = ScopeTimeRecord()
     pool = ThreadPoolExecutor(max_workers=parallel)
     with record_disable_parallel:
-        tasks = []
-        for _ in range(parallel):
-            tasks.append(pool.submit(build_model, model_path, False))
-
-        as_completed(tasks, timeout=300)
+        tasks = [pool.submit(build_model, model_path, True) for _ in range(parallel)]
+        wait(tasks, timeout=300)
 
     record_enable_parallel = ScopeTimeRecord()
     with record_enable_parallel:
-        tasks = []
-        for _ in range(parallel):
-            tasks.append(pool.submit(build_model, model_path, True))
-        as_completed(tasks, timeout=300)
+        tasks = [pool.submit(build_model, model_path, True) for _ in range(parallel)]
+        wait(tasks, timeout=300)
 
     print(f"build time disable parallel: {record_disable_parallel.record_time} ms")
     print(f"build time enable parallel: {record_enable_parallel.record_time} ms")
-- 
Gitee


From 11e8e3a4ced41d572a44059a67ba1e6e579a6040 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 15:21:11 +0800
Subject: [PATCH 04/20] format

---
 mindspore-lite/test/st/python/test_build_parallel.py | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index 1a027df5..e5d587f2 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -15,13 +15,11 @@
 """
 Test lite python API.
 """
-import sys
 import os
-import mindspore_lite as mslite
-import numpy as np
-import pytest
 import time
-from concurrent.futures import ThreadPoolExecutor, wait, ALL_COMPLETED
+from concurrent.futures import ThreadPoolExecutor, wait
+import pytest
+import mindspore_lite as mslite
 
 
 class ScopeTimeRecord:
-- 
Gitee


From e2d7343c61f252fe2e687038aabf968ad03b1d60 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 17:09:07 +0800
Subject: [PATCH 05/20] test

---
 .../test/st/python/test_build_parallel.py     | 37 ++++++++++---------
 1 file changed, 20 insertions(+), 17 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index e5d587f2..92aeebfd 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -17,7 +17,7 @@ Test lite python API.
 """
 import os
 import time
-from concurrent.futures import ThreadPoolExecutor, wait
+from concurrent.futures import ThreadPoolExecutor, as_completed
 import pytest
 import mindspore_lite as mslite
 
@@ -35,7 +35,7 @@ class ScopeTimeRecord:
         self.record_time = (time.time() - self.start_time) * 1000
 
 
-MODEL_BASE_PATH = "ms_models"
+MODEL_BASE_PATH = "/home/workspace/mindspore_dataset/mslite/models/hiai"
 
 PARALLEL_CONFIG_DICT = {
     "experimental": {"compile_graph_parallel": "on"},
@@ -46,20 +46,23 @@ def build_model(model_path, parallel_enable=True):
     """
     build model
     """
-    context = mslite.Context()
-    context.target = ["ascend"]
-    model = mslite.Model()
-    model.build_from_file(
-        model_path,
-        mslite.ModelType.MINDIR,
-        context,
-        config_dict=PARALLEL_CONFIG_DICT if parallel_enable else None,
-    )
+    try:
+        context = mslite.Context()
+        context.target = ["ascend"]
+        model = mslite.Model()
+        model.build_from_file(
+            model_path,
+            mslite.ModelType.MINDIR,
+            context,
+            config_dict=PARALLEL_CONFIG_DICT if parallel_enable else None,
+        )
+    except Exception as e:
+        print(e)
+        return False
+    return True
 
 
-@pytest.mark.parametrize(
-    "model_name", ["cbg_ai_gender_resnet34_mutiscal_v1_1012.onnx.mindir"]
-)
+@pytest.mark.parametrize("model_name", ["bert_mindir.mindir"])
 def test_build_parallel(model_name, parallel=2):
     """
     test build parallel
@@ -69,13 +72,13 @@ def test_build_parallel(model_name, parallel=2):
     record_disable_parallel = ScopeTimeRecord()
     pool = ThreadPoolExecutor(max_workers=parallel)
     with record_disable_parallel:
-        tasks = [pool.submit(build_model, model_path, True) for _ in range(parallel)]
-        wait(tasks, timeout=300)
+        tasks = [pool.submit(build_model, model_path, False) for _ in range(parallel)]
+        assert all([task.result() for task in as_completed(tasks, timeout=300)])
 
     record_enable_parallel = ScopeTimeRecord()
     with record_enable_parallel:
         tasks = [pool.submit(build_model, model_path, True) for _ in range(parallel)]
-        wait(tasks, timeout=300)
+        assert all([task.result() for task in as_completed(tasks, timeout=300)])
 
     print(f"build time disable parallel: {record_disable_parallel.record_time} ms")
     print(f"build time enable parallel: {record_enable_parallel.record_time} ms")
-- 
Gitee


From fed8a08feb32f8a87225a242677fd7aee24a2d85 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 17:14:20 +0800
Subject: [PATCH 06/20] test

---
 mindspore-lite/test/st/python/test_build_parallel.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index 92aeebfd..53cb5245 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -56,7 +56,7 @@ def build_model(model_path, parallel_enable=True):
             context,
             config_dict=PARALLEL_CONFIG_DICT if parallel_enable else None,
         )
-    except Exception as e:
+    except (RuntimeError, TypeError) as e:
         print(e)
         return False
     return True
-- 
Gitee


From c82e49e8a57345d351eeae8b34f176fafdd72143 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 19:05:11 +0800
Subject: [PATCH 07/20] test

---
 .../test/st/python/test_build_parallel.py     | 29 ++++++++++++++-----
 1 file changed, 21 insertions(+), 8 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index 53cb5245..abdea63d 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -35,21 +35,18 @@ class ScopeTimeRecord:
         self.record_time = (time.time() - self.start_time) * 1000
 
 
-MODEL_BASE_PATH = "/home/workspace/mindspore_dataset/mslite/models/hiai"
+MODEL_BASE_PATH = "ms_models"
 
 PARALLEL_CONFIG_DICT = {
     "experimental": {"compile_graph_parallel": "on"},
 }
 
 
-def build_model(model_path, parallel_enable=True):
+def build_model(model_path, context, model, parallel_enable=True):
     """
     build model
     """
     try:
-        context = mslite.Context()
-        context.target = ["ascend"]
-        model = mslite.Model()
         model.build_from_file(
             model_path,
             mslite.ModelType.MINDIR,
@@ -62,22 +59,38 @@ def build_model(model_path, parallel_enable=True):
     return True
 
 
-@pytest.mark.parametrize("model_name", ["bert_mindir.mindir"])
+@pytest.mark.parametrize("model_name", ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"])
 def test_build_parallel(model_name, parallel=2):
     """
     test build parallel
     """
 
+    def create_context_and_model():
+        context = [mslite.Context() for _ in range(parallel)]
+        model = [mslite.Model() for _ in range(parallel)]
+        for i in range(parallel):
+            context[i].target = ["ascend"]
+        return context, model
+
     model_path = os.path.join(MODEL_BASE_PATH, model_name)
+
+    context, model = create_context_and_model()
     record_disable_parallel = ScopeTimeRecord()
     pool = ThreadPoolExecutor(max_workers=parallel)
     with record_disable_parallel:
-        tasks = [pool.submit(build_model, model_path, False) for _ in range(parallel)]
+        tasks = [
+            pool.submit(build_model, model_path, context[i], model[i], False)
+            for i in range(parallel)
+        ]
         assert all([task.result() for task in as_completed(tasks, timeout=300)])
 
+    context, model = create_context_and_model()
     record_enable_parallel = ScopeTimeRecord()
     with record_enable_parallel:
-        tasks = [pool.submit(build_model, model_path, True) for _ in range(parallel)]
+        tasks = [
+            pool.submit(build_model, model_path, context[i], model[i], True)
+            for i in range(parallel)
+        ]
         assert all([task.result() for task in as_completed(tasks, timeout=300)])
 
     print(f"build time disable parallel: {record_disable_parallel.record_time} ms")
-- 
Gitee


From 735b1842018a96af3f2ed5443515bfa28b871290 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 19:38:32 +0800
Subject: [PATCH 08/20] test

---
 .../test/st/python/test_build_parallel.py     | 22 ++++++++++---------
 1 file changed, 12 insertions(+), 10 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index abdea63d..1ce5011b 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -1,4 +1,4 @@
-# Copyright 2022 Huawei Technologies Co., Ltd
+# Copyright 2025 Huawei Technologies Co., Ltd
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -28,11 +28,12 @@ class ScopeTimeRecord:
     """
 
     def __enter__(self):
-        self.start_time = time.time()
+        self.start_time = time.perf_counter()
         return self
 
     def __exit__(self, *args):
-        self.record_time = (time.time() - self.start_time) * 1000
+        self.finish_time = time.perf_counter()
+        self.record_time = (self.finish_time - self.start_time) * 1000
 
 
 MODEL_BASE_PATH = "ms_models"
@@ -59,8 +60,11 @@ def build_model(model_path, context, model, parallel_enable=True):
     return True
 
 
-@pytest.mark.parametrize("model_name", ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"])
-def test_build_parallel(model_name, parallel=2):
+@pytest.mark.parametrize(
+    "model_name",
+    ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"],
+)
+def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.6):
     """
     test build parallel
     """
@@ -82,7 +86,7 @@ def test_build_parallel(model_name, parallel=2):
             pool.submit(build_model, model_path, context[i], model[i], False)
             for i in range(parallel)
         ]
-        assert all([task.result() for task in as_completed(tasks, timeout=300)])
+        assert all([task.result() for task in as_completed(tasks, timeout=thread_pool_timeout)])
 
     context, model = create_context_and_model()
     record_enable_parallel = ScopeTimeRecord()
@@ -91,10 +95,8 @@ def test_build_parallel(model_name, parallel=2):
             pool.submit(build_model, model_path, context[i], model[i], True)
             for i in range(parallel)
         ]
-        assert all([task.result() for task in as_completed(tasks, timeout=300)])
+        assert all([task.result() for task in as_completed(tasks, timeout=thread_pool_timeout)])
 
     print(f"build time disable parallel: {record_disable_parallel.record_time} ms")
     print(f"build time enable parallel: {record_enable_parallel.record_time} ms")
-    assert (
-        record_enable_parallel.record_time < record_disable_parallel.record_time * 0.8
-    )
+    assert record_enable_parallel.record_time < record_disable_parallel.record_time * time_threshold
-- 
Gitee


From 85d94fecf913ef9e0c12ce5bab38c03ac33781a1 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Thu, 9 Oct 2025 20:18:28 +0800
Subject: [PATCH 09/20] test

---
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh      | 9 +++++++++
 .../test/st/scripts/ascend/run_python_api_ascend.sh      | 8 --------
 2 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index cc6becaa..9c84194c 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -210,6 +210,15 @@ else
   scp ${user_name}@${device_ip}:${benchmark_test_path}/run_benchmark_log.txt ${run_benchmark_log_file} || exit 1
   scp ${user_name}@${device_ip}:${benchmark_test_path}/run_benchmark_result.txt ${run_benchmark_result_file} || exit 1
 fi
+
+pytest "$(pwd)/python/test_build_parallel.py" -s
+RET=$?
+if [ ${RET} -ne 0 ]; then
+  echo "Failed to run test_build_parallel.py"
+  exit ${RET}
+fi
+echo "Run test_build_parallel success"
+
 echo "Run in ${backend} ended"
 cat ${run_ascend_result_file}
 exit ${Run_ascend_status}
diff --git a/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh
index 77bcd3e1..f97bc0cf 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_python_api_ascend.sh
@@ -62,14 +62,6 @@ function RunAscendST() {
       exit ${RET}
     fi
     echo "Run test_check_ascend success"
-
-    pytest ${base_path}/python/test_build_parallel.py -s
-    RET=$?
-    if [ ${RET} -ne 0 ]; then
-      echo "Failed to run test_build_parallel.py"
-      exit ${RET}
-    fi
-    echo "Run test_build_parallel success"
     # pytest ${base_path}/python/python_api/test_lite_llm_engine_api.py -s
     # RET=$?
     # if [ ${RET} -ne 0 ]; then
-- 
Gitee


From 750c68d186b4d96a3b8ab021705c675cb5129eda Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 09:23:56 +0800
Subject: [PATCH 10/20] test

---
 .../test/st/python/test_build_parallel.py           |  1 +
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh | 13 ++++++++-----
 2 files changed, 9 insertions(+), 5 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index 1ce5011b..854d2efe 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -64,6 +64,7 @@ def build_model(model_path, context, model, parallel_enable=True):
     "model_name",
     ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"],
 )
+@pytest.mark.extendrt_build
 def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.6):
     """
     test build parallel
diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 9c84194c..f0a34f3e 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -211,12 +211,15 @@ else
   scp ${user_name}@${device_ip}:${benchmark_test_path}/run_benchmark_result.txt ${run_benchmark_result_file} || exit 1
 fi
 
-pytest "$(pwd)/python/test_build_parallel.py" -s
-RET=$?
-if [ ${RET} -ne 0 ]; then
-  echo "Failed to run test_build_parallel.py"
-  exit ${RET}
+if [[ $backend == "arm_ascend310_cloud" ]];then
+  pytest "$(pwd)/python/test_build_parallel.py" -s
+  RET=$?
+  if [ ${RET} -ne 0 ]; then
+    echo "Failed to run test_build_parallel.py"
+    exit ${RET}
+  fi
 fi
+
 echo "Run test_build_parallel success"
 
 echo "Run in ${backend} ended"
-- 
Gitee


From bf7334664c3bf0cc9c6a72bb8f86498c17c582cb Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 10:18:53 +0800
Subject: [PATCH 11/20] test

---
 mindspore-lite/test/st/python/test_build_parallel.py | 3 +--
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh  | 1 +
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/test_build_parallel.py
index 854d2efe..9b037ccf 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/test_build_parallel.py
@@ -64,8 +64,7 @@ def build_model(model_path, context, model, parallel_enable=True):
     "model_name",
     ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"],
 )
-@pytest.mark.extendrt_build
-def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.6):
+def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.8):
     """
     test build parallel
     """
diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index f0a34f3e..1564295c 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -212,6 +212,7 @@ else
 fi
 
 if [[ $backend == "arm_ascend310_cloud" ]];then
+  echo "${backend} run pytest at $(pwd)"
   pytest "$(pwd)/python/test_build_parallel.py" -s
   RET=$?
   if [ ${RET} -ne 0 ]; then
-- 
Gitee


From c14bdd4a6fec114e82ef04ebc8088cb7929aede4 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 11:47:52 +0800
Subject: [PATCH 12/20] test

---
 .../test/st/python/pytest/conftest.py         | 27 +++++++++++++++++++
 .../test/st/python/pytest/pytest.ini          |  3 +++
 .../{ => pytest}/test_build_parallel.py       |  5 ++--
 .../test/st/scripts/ascend/run_ascend.sh      | 17 ++++++------
 4 files changed, 41 insertions(+), 11 deletions(-)
 create mode 100644 mindspore-lite/test/st/python/pytest/conftest.py
 create mode 100644 mindspore-lite/test/st/python/pytest/pytest.ini
 rename mindspore-lite/test/st/python/{ => pytest}/test_build_parallel.py (92%)

diff --git a/mindspore-lite/test/st/python/pytest/conftest.py b/mindspore-lite/test/st/python/pytest/conftest.py
new file mode 100644
index 00000000..93fc0d9d
--- /dev/null
+++ b/mindspore-lite/test/st/python/pytest/conftest.py
@@ -0,0 +1,27 @@
+def pytest_addoption(parser):
+    parser.addoption(
+        "--backend",
+        action="store",
+        nargs="+",
+        default=[],
+        help="testcase can run on targets backend. example: --backend arm_ascend310_cloud cpu",
+    )
+
+
+def pytest_collection_modifyitems(config, items):
+    backend_types = config.getoption("--backend")
+    if not backend_types:
+        return
+
+    selected = []
+    for item in items:
+        marker = item.get_closest_marker("backend")
+        if marker:
+            supported_backends = marker.args
+            if not supported_backends and (
+                "all" in supported_backends
+                or any([backend in supported_backends for backend in backend_types])
+            ):
+                selected.append(item)
+
+    items[:] = selected
diff --git a/mindspore-lite/test/st/python/pytest/pytest.ini b/mindspore-lite/test/st/python/pytest/pytest.ini
new file mode 100644
index 00000000..5be41bbb
--- /dev/null
+++ b/mindspore-lite/test/st/python/pytest/pytest.ini
@@ -0,0 +1,3 @@
+[pytest]
+markers =
+    backend(targets...): testcase can run on targets backend. example: @pytest.mark.backend("arm_ascend310_cloud", "cpu")
diff --git a/mindspore-lite/test/st/python/test_build_parallel.py b/mindspore-lite/test/st/python/pytest/test_build_parallel.py
similarity index 92%
rename from mindspore-lite/test/st/python/test_build_parallel.py
rename to mindspore-lite/test/st/python/pytest/test_build_parallel.py
index 9b037ccf..bb08f485 100644
--- a/mindspore-lite/test/st/python/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/pytest/test_build_parallel.py
@@ -64,6 +64,7 @@ def build_model(model_path, context, model, parallel_enable=True):
     "model_name",
     ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"],
 )
+@pytest.mark.backend("arm_ascend310_cloud")
 def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.8):
     """
     test build parallel
@@ -97,6 +98,6 @@ def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_th
         ]
         assert all([task.result() for task in as_completed(tasks, timeout=thread_pool_timeout)])
 
-    print(f"build time disable parallel: {record_disable_parallel.record_time} ms")
-    print(f"build time enable parallel: {record_enable_parallel.record_time} ms")
+    print(f"build time disable compile_graph_parallel: {record_disable_parallel.record_time} ms")
+    print(f"build time enable compile_graph_parallel: {record_enable_parallel.record_time} ms")
     assert record_enable_parallel.record_time < record_disable_parallel.record_time * time_threshold
diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 1564295c..8202f37d 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -211,17 +211,16 @@ else
   scp ${user_name}@${device_ip}:${benchmark_test_path}/run_benchmark_result.txt ${run_benchmark_result_file} || exit 1
 fi
 
-if [[ $backend == "arm_ascend310_cloud" ]];then
-  echo "${backend} run pytest at $(pwd)"
-  pytest "$(pwd)/python/test_build_parallel.py" -s
-  RET=$?
-  if [ ${RET} -ne 0 ]; then
-    echo "Failed to run test_build_parallel.py"
-    exit ${RET}
-  fi
+
+echo "${backend} run pytest at $(pwd)"
+pytest "$(pwd)/python/pytest" -s -m ${backend} -c "$(pwd)/python/pytest.ini" --backend ${backend}
+RET=$?
+if [ ${RET} -ne 0 ]; then
+  echo "Failed to run pytest st"
+  exit ${RET}
 fi
 
-echo "Run test_build_parallel success"
+echo "Run pytest st success"
 
 echo "Run in ${backend} ended"
 cat ${run_ascend_result_file}
-- 
Gitee


From b30282d632371bd5152aa5faa281ed9eb6fad9f0 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 14:06:17 +0800
Subject: [PATCH 13/20] test

---
 mindspore-lite/test/st/python/pytest/conftest.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/mindspore-lite/test/st/python/pytest/conftest.py b/mindspore-lite/test/st/python/pytest/conftest.py
index 93fc0d9d..dc727ae4 100644
--- a/mindspore-lite/test/st/python/pytest/conftest.py
+++ b/mindspore-lite/test/st/python/pytest/conftest.py
@@ -18,9 +18,10 @@ def pytest_collection_modifyitems(config, items):
         marker = item.get_closest_marker("backend")
         if marker:
             supported_backends = marker.args
-            if not supported_backends and (
-                "all" in supported_backends
-                or any([backend in supported_backends for backend in backend_types])
+            if not supported_backends:
+                raise ValueError(f"item {item} marked with backend but no backend specified.")
+            if "all" in supported_backends or any(
+                [backend in supported_backends for backend in backend_types]
             ):
                 selected.append(item)
 
-- 
Gitee


From db5416690bcae6477493afc9eb080750708abeac Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 14:10:27 +0800
Subject: [PATCH 14/20] test

---
 mindspore-lite/test/st/python/pytest/conftest.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/mindspore-lite/test/st/python/pytest/conftest.py b/mindspore-lite/test/st/python/pytest/conftest.py
index dc727ae4..7861a5b1 100644
--- a/mindspore-lite/test/st/python/pytest/conftest.py
+++ b/mindspore-lite/test/st/python/pytest/conftest.py
@@ -20,9 +20,7 @@ def pytest_collection_modifyitems(config, items):
             supported_backends = marker.args
             if not supported_backends:
                 raise ValueError(f"item {item} marked with backend but no backend specified.")
-            if "all" in supported_backends or any(
-                [backend in supported_backends for backend in backend_types]
-            ):
+            if "all" in supported_backends or any([backend in supported_backends for backend in backend_types]):
                 selected.append(item)
 
     items[:] = selected
-- 
Gitee


From 40fa5b8be4a84ab24cf14177246e5ea53d559979 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 14:28:19 +0800
Subject: [PATCH 15/20] test

---
 .../test/st/python/pytest/conftest.py           | 17 +++++++++++++++++
 ...rallel.py => test_compile_graph_parallel.py} |  2 +-
 2 files changed, 18 insertions(+), 1 deletion(-)
 rename mindspore-lite/test/st/python/pytest/{test_build_parallel.py => test_compile_graph_parallel.py} (96%)

diff --git a/mindspore-lite/test/st/python/pytest/conftest.py b/mindspore-lite/test/st/python/pytest/conftest.py
index 7861a5b1..fe66b863 100644
--- a/mindspore-lite/test/st/python/pytest/conftest.py
+++ b/mindspore-lite/test/st/python/pytest/conftest.py
@@ -1,3 +1,20 @@
+# Copyright 2025 Huawei Technologies Co., Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ============================================================================
+"""
+Pytest ST configuration
+"""
 def pytest_addoption(parser):
     parser.addoption(
         "--backend",
diff --git a/mindspore-lite/test/st/python/pytest/test_build_parallel.py b/mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py
similarity index 96%
rename from mindspore-lite/test/st/python/pytest/test_build_parallel.py
rename to mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py
index bb08f485..9c39a4f9 100644
--- a/mindspore-lite/test/st/python/pytest/test_build_parallel.py
+++ b/mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py
@@ -65,7 +65,7 @@ def build_model(model_path, context, model, parallel_enable=True):
     ["sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.onnx.mindir"],
 )
 @pytest.mark.backend("arm_ascend310_cloud")
-def test_build_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.8):
+def test_compile_graph_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.8):
     """
     test build parallel
     """
-- 
Gitee


From 68a27a8587b4dd91408ce3e4a653daae64b95490 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 14:45:38 +0800
Subject: [PATCH 16/20] test

---
 mindspore-lite/test/st/python/pytest/conftest.py    | 2 +-
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/mindspore-lite/test/st/python/pytest/conftest.py b/mindspore-lite/test/st/python/pytest/conftest.py
index fe66b863..f12eaa51 100644
--- a/mindspore-lite/test/st/python/pytest/conftest.py
+++ b/mindspore-lite/test/st/python/pytest/conftest.py
@@ -21,7 +21,7 @@ def pytest_addoption(parser):
         action="store",
         nargs="+",
         default=[],
-        help="testcase can run on targets backend. example: --backend arm_ascend310_cloud cpu",
+        help="only test specified backend testcases. example: --backend arm_ascend310_cloud cpu",
     )
 
 
diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 8202f37d..831f6bf1 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -213,9 +213,9 @@ fi
 
 
 echo "${backend} run pytest at $(pwd)"
-pytest "$(pwd)/python/pytest" -s -m ${backend} -c "$(pwd)/python/pytest.ini" --backend ${backend}
+pytest "$(pwd)/python/pytest" -s -m ${backend} -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend}
 RET=$?
-if [ ${RET} -ne 0 ]; then
+if [ ${RET} -ne 0 -a ${RET} -ne 5 ]; then # 5 means no test collected, ignore it
   echo "Failed to run pytest st"
   exit ${RET}
 fi
-- 
Gitee


From 851c17acd5f45d10ded5a906a12dd53c65ce2f42 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 14:48:26 +0800
Subject: [PATCH 17/20] test

---
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 831f6bf1..5b864c14 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -215,7 +215,7 @@ fi
 echo "${backend} run pytest at $(pwd)"
 pytest "$(pwd)/python/pytest" -s -m ${backend} -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend}
 RET=$?
-if [ ${RET} -ne 0 -a ${RET} -ne 5 ]; then # 5 means no test collected, ignore it
+if [ ${RET} -ne 0 ] && [ ${RET} -ne 5 ]; then # 5 means no test collected, ignore it
   echo "Failed to run pytest st"
   exit ${RET}
 fi
-- 
Gitee


From 6ff709d70e73426015adff59e6c8fdd3e2d18950 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 15:18:32 +0800
Subject: [PATCH 18/20] test

---
 mindspore-lite/test/st/python/pytest/conftest.py    | 3 ++-
 mindspore-lite/test/st/python/pytest/pytest.ini     | 2 +-
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/mindspore-lite/test/st/python/pytest/conftest.py b/mindspore-lite/test/st/python/pytest/conftest.py
index f12eaa51..e053c46a 100644
--- a/mindspore-lite/test/st/python/pytest/conftest.py
+++ b/mindspore-lite/test/st/python/pytest/conftest.py
@@ -21,7 +21,8 @@ def pytest_addoption(parser):
         action="store",
         nargs="+",
         default=[],
-        help="only test specified backend testcases. example: --backend arm_ascend310_cloud cpu",
+        choices=("arm_ascend310_cloud", "arm_ascend310_ge_cloud"),
+        help="only test specified backend testcases. example: --backend arm_ascend310_cloud arm_ascend310_ge_cloud",
     )
 
 
diff --git a/mindspore-lite/test/st/python/pytest/pytest.ini b/mindspore-lite/test/st/python/pytest/pytest.ini
index 5be41bbb..756c7f22 100644
--- a/mindspore-lite/test/st/python/pytest/pytest.ini
+++ b/mindspore-lite/test/st/python/pytest/pytest.ini
@@ -1,3 +1,3 @@
 [pytest]
 markers =
-    backend(targets...): testcase can run on targets backend. example: @pytest.mark.backend("arm_ascend310_cloud", "cpu")
+    backend(targets...): testcase can run on targets backend. Example: @pytest.mark.backend("arm_ascend310_cloud", "arm_ascend310_ge_cloud")
diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 5b864c14..2ea924f6 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -213,7 +213,7 @@ fi
 
 
 echo "${backend} run pytest at $(pwd)"
-pytest "$(pwd)/python/pytest" -s -m ${backend} -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend}
+pytest "$(pwd)/python/pytest" -s -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend}
 RET=$?
 if [ ${RET} -ne 0 ] && [ ${RET} -ne 5 ]; then # 5 means no test collected, ignore it
   echo "Failed to run pytest st"
-- 
Gitee


From f5c44f30c1bc9bb35f21352e1f258f70ce4c8c9f Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 15:45:41 +0800
Subject: [PATCH 19/20] test

---
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 2ea924f6..444d562a 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -213,7 +213,8 @@ fi
 
 
 echo "${backend} run pytest at $(pwd)"
-pytest "$(pwd)/python/pytest" -s -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend}
+ls -l "$(pwd)/python/pytest"
+pytest "$(pwd)/python/pytest" -s -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend} --collect-only -v
 RET=$?
 if [ ${RET} -ne 0 ] && [ ${RET} -ne 5 ]; then # 5 means no test collected, ignore it
   echo "Failed to run pytest st"
-- 
Gitee


From ae9c763186c22677c6e53a7d6ce40762da8a7105 Mon Sep 17 00:00:00 2001
From: yiguangzheng <yiguangzheng@huawei.com>
Date: Fri, 10 Oct 2025 15:56:30 +0800
Subject: [PATCH 20/20] test

---
 .../test/st/python/pytest/test_compile_graph_parallel.py       | 2 +-
 mindspore-lite/test/st/scripts/ascend/run_ascend.sh            | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py b/mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py
index 9c39a4f9..9ab16d21 100644
--- a/mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py
+++ b/mindspore-lite/test/st/python/pytest/test_compile_graph_parallel.py
@@ -67,7 +67,7 @@ def build_model(model_path, context, model, parallel_enable=True):
 @pytest.mark.backend("arm_ascend310_cloud")
 def test_compile_graph_parallel(model_name, parallel=2, thread_pool_timeout=300, time_threshold=0.8):
     """
-    test build parallel
+    test config compile_graph_parallel
     """
 
     def create_context_and_model():
diff --git a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
index 444d562a..fd047797 100644
--- a/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
+++ b/mindspore-lite/test/st/scripts/ascend/run_ascend.sh
@@ -214,7 +214,8 @@ fi
 
 echo "${backend} run pytest at $(pwd)"
 ls -l "$(pwd)/python/pytest"
-pytest "$(pwd)/python/pytest" -s -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend} --collect-only -v
+cat "$(pwd)/python/pytest/pytest.ini"
+pytest "$(pwd)/python/pytest" -s -c "$(pwd)/python/pytest/pytest.ini" --backend ${backend} -v
 RET=$?
 if [ ${RET} -ne 0 ] && [ ${RET} -ne 5 ]; then # 5 means no test collected, ignore it
   echo "Failed to run pytest st"
-- 
Gitee