diff --git a/oneflow/core/common/error_util.cpp b/oneflow/core/common/error_util.cpp
index 86e4b0bee92..89c8fe0e9d6 100644
--- a/oneflow/core/common/error_util.cpp
+++ b/oneflow/core/common/error_util.cpp
@@ -16,6 +16,7 @@ limitations under the License.
 #include <sstream>
 #include "oneflow/core/common/error_util.h"
 #include "oneflow/core/common/util.h"
+#include "oneflow/core/job/graph_scope_vars.h"
 
 namespace oneflow {
 
@@ -97,7 +98,9 @@ std::string FormatFunctionOfStackFrame(const std::string& function) {
 
 // msg in stack frame
 Maybe<std::string> FormatMsgOfStackFrame(std::string error_msg, bool is_last_stack_frame) {
-  if (!is_last_stack_frame) { error_msg = *JUST(ShortenMsg(error_msg)); }
+  const bool debug_mode = GetGraphDebugMode();
+  // only shorten the message if it is not the last stack frame AND not in debug mode
+  if (!is_last_stack_frame && !debug_mode) { error_msg = *JUST(ShortenMsg(error_msg)); }
   // error_msg of last stack frame come from "<<"
   if (is_last_stack_frame) { error_msg = StripSpace(error_msg); }
   std::stringstream ss;
diff --git a/oneflow/core/graph/exec_graph.cpp b/oneflow/core/graph/exec_graph.cpp
index 6fa2777a1e8..b530f135b28 100644
--- a/oneflow/core/graph/exec_graph.cpp
+++ b/oneflow/core/graph/exec_graph.cpp
@@ -14,6 +14,8 @@ See the License for the specific language governing permissions and
 limitations under the License.
 */
 #include "oneflow/core/graph/exec_graph.h"
+#include <sstream>
+#include "oneflow/core/common/just.h"
 #include "oneflow/core/graph/op_graph.h"
 
 namespace oneflow {
@@ -92,9 +94,10 @@ Maybe<void> CheckPhysicalBlobDesc(
       continue;
     }
     if (*JUST(op.GetParallelDesc4BnInOp(bn)) == *op_parallel_desc) {
-      JUST(CheckPhysicalBlobDesc(*JUST(GetLogicalBlobDesc(bn)),
-                                 nd_sbp_signature->bn_in_op2nd_sbp().at(bn), *op_parallel_desc,
-                                 parallel_ctx, *physical_blob_desc));
+      JUST_MSG(CheckPhysicalBlobDesc(*JUST(GetLogicalBlobDesc(bn)),
+                                     nd_sbp_signature->bn_in_op2nd_sbp().at(bn), *op_parallel_desc,
+                                     parallel_ctx, *physical_blob_desc),
+               std::stringstream() << " check physical shape failed, op name " << op.op_loc());
     }
   }
   return Maybe<void>::Ok();
@@ -114,15 +117,18 @@ void ExecNode::InferBlobDescs(const ParallelContext* parallel_ctx) {
         std::bind(&Operator::GetLogicalBlobDesc4Ibn, op().get(), std::placeholders::_1),
         nd_sbp_signature, parallel_ctx, GetBlobDesc4BnInOp));
   }
-  CHECK_JUST(op_->InferBlobDescsIf(GetBlobDesc4BnInOp, parallel_ctx, &GlobalJobDesc()));
+  CHECK_JUST_MSG(op_->InferBlobDescsIf(GetBlobDesc4BnInOp, parallel_ctx, &GlobalJobDesc()),
+                 std::stringstream() << " infer blob descs if failed, op name " << op_->op_loc());
   if (op_node != nullptr && parallel_ctx->parallel_num() > 1 && nd_sbp_signature != nullptr) {
     CHECK_JUST(CheckPhysicalBlobDesc(
         *op(), op()->output_bns(),
         std::bind(&Operator::GetLogicalBlobDesc4Obn, op().get(), std::placeholders::_1),
         nd_sbp_signature, parallel_ctx, GetBlobDesc4BnInOp));
   }
-  CHECK_JUST(op_->InferInplaceObn2IbnIf(&mut_inplace_obn2ibn_, &con_inplace_obn2ibn_,
-                                        GetBlobDesc4BnInOp, parallel_ctx));
+  CHECK_JUST_MSG(op_->InferInplaceObn2IbnIf(&mut_inplace_obn2ibn_, &con_inplace_obn2ibn_,
+                                            GetBlobDesc4BnInOp, parallel_ctx),
+                 std::stringstream()
+                     << " infer inplace obn to ibn if failed, op name " << op_->op_loc());
 }
 
 std::function<BlobDesc*(const std::string&)> ExecNode::GetBlobDesc4BnInOpFunc() const {