diff --git a/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.cc b/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.cc
index 0723abbd9d..d0fbedfd35 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.cc
@@ -874,45 +874,118 @@ std::vector<std::string> CsvOp::split(const std::string &s, char delim) {
 Status CsvOp::ComputeColMap() {
   // Set the column name mapping (base class field)
   if (column_name_id_map_.empty()) {
-    if (column_name_list_.empty()) {
+    if (!ColumnNameValidate()) {
+      RETURN_STATUS_UNEXPECTED("Fail to validate column name for input CSV file list");
+    }
+
+    for (auto &csv_file : csv_files_list_) {
+      Status rc = ColMapAnalyse(csv_file);
+
+      /* Process exception if ERROR in column name solving*/
+      if (!rc.IsOk()) {
+        MS_LOG(ERROR) << "Fail to analyse column name map, invalid file: " + csv_file;
+        RETURN_STATUS_UNEXPECTED("Fail to analyse column name map, invalid file: " + csv_file);
+      }
+    }
+  } else {
+    MS_LOG(WARNING) << "Column name map is already set!";
+  }
+
+  if (column_default_list_.size() < column_name_id_map_.size()) {
+    for (int32_t i = column_default_list_.size(); i < column_name_id_map_.size(); i++) {
+      column_default_list_.push_back(std::make_shared<CsvOp::Record<std::string>>(CsvOp::STRING, ""));
+    }
+  }
+
+  if (column_default_list_.size() != column_name_id_map_.size()) {
+    RETURN_STATUS_UNEXPECTED(
+      "Invalid parameter, the number of column names does not match the column defaults, column_default_list: " +
+      std::to_string(column_default_list_.size()) +
+      ", column_name_id_map: " + std::to_string(column_name_id_map_.size()));
+  }
+
+  return Status::OK();
+}
+
+Status CsvOp::ColMapAnalyse(const std::string &csv_file_name) {
+  if (column_name_list_.empty()) {
+    // Actually we only deal with the first file, because the column name set in other files must remain the same
+    if (!check_flag_) {
       std::string line;
-      std::ifstream handle(csv_files_list_[0]);
+      std::ifstream handle(csv_file_name);
+
       getline(handle, line);
       std::vector<std::string> col_names = split(line, field_delim_);
+
       for (int32_t i = 0; i < col_names.size(); i++) {
-        // consider the case of CRLF
+        // consider the case of CRLF on windows
         col_names[i].erase(col_names[i].find_last_not_of('\r') + 1);
+
         if (column_name_id_map_.find(col_names[i]) == column_name_id_map_.end()) {
           column_name_id_map_[col_names[i]] = i;
         } else {
-          RETURN_STATUS_UNEXPECTED("Invalid parameter, duplicate column names are not allowed: " + col_names[i]);
+          MS_LOG(ERROR) << "Invalid parameter, duplicate column names are not allowed: " + col_names[i] +
+                             ", The corresponding data files: " + csv_file_name;
+
+          RETURN_STATUS_UNEXPECTED("Invalid parameter, duplicate column names are not allowed: " + col_names[i] +
+                                   ", The corresponding data files: " + csv_file_name);
         }
       }
-    } else {
-      for (int32_t i = 0; i < column_name_list_.size(); i++) {
+      check_flag_ = true;
+    }
+  } else {
+    if (!check_flag_) {  // Case the first CSV file, validate the column names
+      for (int32_t i = 0; i < column_name_list_.size(); ++i) {
         if (column_name_id_map_.find(column_name_list_[i]) == column_name_id_map_.end()) {
           column_name_id_map_[column_name_list_[i]] = i;
         } else {
+          MS_LOG(ERROR) << "Invalid parameter, duplicate column names are not allowed: " + column_name_list_[i] +
+                             ", The corresponding data files: " + csv_file_name;
+
           RETURN_STATUS_UNEXPECTED("Invalid parameter, duplicate column names are not allowed: " +
-                                   column_name_list_[i]);
+                                   column_name_list_[i] + ", The corresponding data files: " + csv_file_name);
         }
       }
+      check_flag_ = true;
     }
-  } else {
-    MS_LOG(WARNING) << "Column name map is already set!";
   }
-  if (column_default_list_.size() < column_name_id_map_.size()) {
-    for (int32_t i = column_default_list_.size(); i < column_name_id_map_.size(); i++) {
-      column_default_list_.push_back(std::make_shared<CsvOp::Record<std::string>>(CsvOp::STRING, ""));
+  return Status::OK();
+}
+
+bool CsvOp::ColumnNameValidate() {
+  /* Case 1: Users specify the column_names */
+  if (!column_name_list_.empty()) {
+    return true;
+  }
+
+  /* Case 2: Inferring the column_names from the first row of CSV files
+  \\ record: the column name set in first CSV file.
+  \\ match_file: First file same */
+  std::vector<std::string> record;
+  std::string match_file;
+
+  for (auto &csv_file : csv_files_list_) {
+    std::string line;
+    std::ifstream handle(csv_file);
+
+    // Parse the csv_file into column name set
+    getline(handle, line);
+    std::vector<std::string> col_names = split(line, field_delim_);
+
+    /* Analyse the column name and draw a conclusion*/
+    if (record.empty()) {  // Case the first file
+      record = col_names;
+      match_file = csv_file;
+    } else {  // Case the other files
+      if (col_names != record) {
+        MS_LOG(ERROR)
+          << "Every corresponding column name must be identical, either element or permutation. Invalid files are: " +
+               match_file + " and " + csv_file;
+        return false;
+      }
     }
   }
-  if (column_default_list_.size() != column_name_id_map_.size()) {
-    RETURN_STATUS_UNEXPECTED(
-      "Invalid parameter, the number of column names does not match the column defaults, column_default_list: " +
-      std::to_string(column_default_list_.size()) +
-      ", column_name_id_map: " + std::to_string(column_name_id_map_.size()));
-  }
-  return Status::OK();
+  return true;
 }
 
 }  // namespace dataset
diff --git a/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.h b/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.h
index d101c56545..4027b15fd4 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.h
+++ b/mindspore/ccsrc/minddata/dataset/engine/datasetops/source/csv_op.h
@@ -386,6 +386,14 @@ class CsvOp : public ParallelOp {
   // @return - the a string vector
   std::vector<std::string> split(const std::string &s, char delim);
 
+  // Private function for analysing the column name in every CSV file
+  // @return - Status
+  Status ColMapAnalyse(const std::string &csv_file_name);
+
+  // Private function for validating whether the column name set in every CSV file remain the same
+  // @return bool - whether column name identical in all CSV files
+  bool ColumnNameValidate();
+
   int32_t device_id_;
   bool shuffle_files_;
   bool finished_reading_dataset_;
@@ -405,6 +413,7 @@ class CsvOp : public ParallelOp {
   char field_delim_;
   std::vector<std::shared_ptr<CsvOp::BaseRecord>> column_default_list_;
   std::vector<std::string> column_name_list_;
+  bool check_flag_ = false;
 };
 }  // namespace dataset
 }  // namespace mindspore