diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/batch_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/batch_node.cc
index 40db6edb9f..dfe2190125 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/batch_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/batch_node.cc
@@ -70,6 +70,7 @@ void BatchNode::Print(std::ostream &out) const {
 }
 
 Status BatchNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (batch_size_ <= 0) {
     std::string err_msg = "BatchNode: batch_size should be positive integer, but got: " + std::to_string(batch_size_);
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/bucket_batch_by_length_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/bucket_batch_by_length_node.cc
index 4bbd4316a7..c1cea3a8c1 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/bucket_batch_by_length_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/bucket_batch_by_length_node.cc
@@ -94,6 +94,7 @@ Status BucketBatchByLengthNode::Build(std::vector<std::shared_ptr<DatasetOp>> *n
 }
 
 Status BucketBatchByLengthNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (element_length_function_ == nullptr && column_names_.size() != 1) {
     std::string err_msg =
       "BucketBatchByLengthNode: when element_length_function is not specified, size of column_name must be 1 but is: " +
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_sentence_piece_vocab_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_sentence_piece_vocab_node.cc
index b012e72223..4bfcdc5576 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_sentence_piece_vocab_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_sentence_piece_vocab_node.cc
@@ -63,6 +63,7 @@ Status BuildSentenceVocabNode::Build(std::vector<std::shared_ptr<DatasetOp>> *no
 }
 
 Status BuildSentenceVocabNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (vocab_ == nullptr) {
     std::string err_msg = "BuildSentenceVocabNode: vocab is null.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_vocab_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_vocab_node.cc
index 714f967d75..a4041ac7e3 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_vocab_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/build_vocab_node.cc
@@ -59,6 +59,7 @@ Status BuildVocabNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops)
 }
 
 Status BuildVocabNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (vocab_ == nullptr) {
     std::string err_msg = "BuildVocabNode: vocab is null.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/concat_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/concat_node.cc
index 8ff227fa5d..bf72287682 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/concat_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/concat_node.cc
@@ -49,6 +49,7 @@ std::shared_ptr<DatasetNode> ConcatNode::Copy() {
 void ConcatNode::Print(std::ostream &out) const { out << Name(); }
 
 Status ConcatNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (children_.size() < 2) {
     std::string err_msg = "ConcatNode: concatenated datasets are not specified.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.cc
index 242a7fcf8f..dbb8989619 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.cc
@@ -17,6 +17,7 @@
 #include "minddata/dataset/engine/ir/datasetops/dataset_node.h"
 
 #include <algorithm>
+#include <limits>
 #include <memory>
 #include <set>
 
@@ -220,7 +221,7 @@ std::shared_ptr<DatasetNode> DatasetNode::SetNumWorkers(int32_t num_workers) {
   return shared_from_this();
 }
 
-DatasetNode::DatasetNode() : cache_(nullptr), parent_(nullptr), children_({}) {
+DatasetNode::DatasetNode() : cache_(nullptr), parent_(nullptr), children_({}), dataset_size_(-1) {
   // Fetch some default value from config manager
   std::shared_ptr<ConfigManager> cfg = GlobalContext::config_manager();
   num_workers_ = cfg->num_parallel_workers();
@@ -418,6 +419,13 @@ Status DatasetNode::GetDatasetSize(const std::shared_ptr<DatasetSizeGetter> &siz
     RETURN_STATUS_UNEXPECTED("Trying to get dataset size from leaf node, missing override");
   }
 }
+Status DatasetNode::ValidateParams() {
+  CHECK_FAIL_RETURN_UNEXPECTED(
+    num_workers_ > 0 && num_workers_ < std::numeric_limits<uint16_t>::max(),
+    Name() + "'s num_workers=" + std::to_string(num_workers_) + ", this value is less than 1 or too large.");
+
+  return Status::OK();
+}
 
 Status MappableSourceNode::Accept(IRNodePass *p, bool *modified) {
   return p->Visit(shared_from_base<MappableSourceNode>(), modified);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.h b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.h
index 5b5e78a311..a4c3459d80 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.h
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/dataset_node.h
@@ -150,9 +150,9 @@ class DatasetNode : public std::enable_shared_from_this<DatasetNode> {
   /// \return Status Status::OK() if build successfully
   virtual Status Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) = 0;
 
-  /// \brief Pure virtual function for derived class to implement parameters validation
+  /// \brief base virtual function for derived class to implement parameters validation
   /// \return Status Status::OK() if all the parameters are valid
-  virtual Status ValidateParams() = 0;
+  virtual Status ValidateParams();
 
   /// \brief Pure virtual function for derived class to get the shard id of specific node
   /// \return Status Status::OK() if get shard id successfully
@@ -262,7 +262,7 @@ class DatasetNode : public std::enable_shared_from_this<DatasetNode> {
   std::vector<std::shared_ptr<DatasetNode>> children_;
   DatasetNode *parent_;  // used to record the only one parent of an IR node after parsing phase
   std::shared_ptr<DatasetCache> cache_;
-  int64_t dataset_size_ = -1;
+  int64_t dataset_size_;
   int32_t num_workers_;
   int32_t rows_per_buffer_;
   int32_t connector_que_size_;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/epoch_ctrl_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/epoch_ctrl_node.cc
index 2e3f473cea..8bea432e5b 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/epoch_ctrl_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/epoch_ctrl_node.cc
@@ -48,6 +48,7 @@ Status EpochCtrlNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 
 // Function to validate the parameters for EpochCtrlNode
 Status EpochCtrlNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (num_epochs_ <= 0 && num_epochs_ != -1) {
     std::string err_msg =
       "EpochCtrlNode: num_epochs should be either -1 or positive integer, num_epochs: " + std::to_string(num_epochs_);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/filter_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/filter_node.cc
index 449371798a..2da7e15b39 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/filter_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/filter_node.cc
@@ -49,6 +49,7 @@ Status FilterNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 }
 
 Status FilterNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (predicate_ == nullptr) {
     std::string err_msg = "FilterNode: predicate is not specified.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/map_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/map_node.cc
index 71532b4590..e010e8b498 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/map_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/map_node.cc
@@ -82,6 +82,7 @@ Status MapNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 }
 
 Status MapNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (operations_.empty()) {
     std::string err_msg = "MapNode: No operation is specified.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/project_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/project_node.cc
index c9fcc3cefe..66b8acc1dd 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/project_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/project_node.cc
@@ -40,6 +40,7 @@ std::shared_ptr<DatasetNode> ProjectNode::Copy() {
 void ProjectNode::Print(std::ostream &out) const { out << Name() + "(column: " + PrintColumns(columns_) + ")"; }
 
 Status ProjectNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (columns_.empty()) {
     std::string err_msg = "ProjectNode: No columns are specified.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/rename_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/rename_node.cc
index 3f162d76e8..31cc7ca1e4 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/rename_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/rename_node.cc
@@ -43,6 +43,7 @@ void RenameNode::Print(std::ostream &out) const {
 }
 
 Status RenameNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (input_columns_.size() != output_columns_.size()) {
     std::string err_msg = "RenameNode: input and output columns must be the same size";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/repeat_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/repeat_node.cc
index 8da4ee6392..adc0f05356 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/repeat_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/repeat_node.cc
@@ -43,6 +43,7 @@ Status RepeatNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 }
 
 Status RepeatNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (repeat_count_ <= 0 && repeat_count_ != -1) {
     std::string err_msg = "RepeatNode: repeat_count should be either -1 or positive integer, repeat_count_: " +
                           std::to_string(repeat_count_);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/root_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/root_node.cc
index b0375e2791..31123b709e 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/root_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/root_node.cc
@@ -49,6 +49,7 @@ Status RootNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 
 // Function to validate the parameters for RootNode
 Status RootNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (num_epochs_ <= 0 && num_epochs_ != -1) {
     std::string err_msg =
       "RootNode: num_epochs should be either -1 or positive integer, num_epochs: " + std::to_string(num_epochs_);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/shuffle_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/shuffle_node.cc
index 6930d76eb7..b5bdc203ec 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/shuffle_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/shuffle_node.cc
@@ -51,6 +51,7 @@ Status ShuffleNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 
 // Function to validate the parameters for ShuffleNode
 Status ShuffleNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (shuffle_size_ <= 1) {
     std::string err_msg = "ShuffleNode: Invalid input, shuffle_size: " + std::to_string(shuffle_size_);
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/skip_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/skip_node.cc
index 32100c3ca1..b2db03902c 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/skip_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/skip_node.cc
@@ -45,6 +45,7 @@ Status SkipNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 
 // Function to validate the parameters for SkipNode
 Status SkipNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (skip_count_ <= -1) {
     std::string err_msg = "SkipNode: skip_count should not be negative, skip_count: " + std::to_string(skip_count_);
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/album_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/album_node.cc
index be8ee97286..924c351c10 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/album_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/album_node.cc
@@ -50,6 +50,7 @@ void AlbumNode::Print(std::ostream &out) const {
 }
 
 Status AlbumNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("AlbumNode", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetFilesParam("AlbumNode", {schema_path_}));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/celeba_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/celeba_node.cc
index 8a099de335..cd5638c163 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/celeba_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/celeba_node.cc
@@ -50,6 +50,7 @@ void CelebANode::Print(std::ostream &out) const {
 }
 
 Status CelebANode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("CelebANode", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetSampler("CelebANode", sampler_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar100_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar100_node.cc
index c901e3a832..c4e1643c49 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar100_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar100_node.cc
@@ -43,6 +43,7 @@ void Cifar100Node::Print(std::ostream &out) const {
 }
 
 Status Cifar100Node::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("Cifar100Node", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetSampler("Cifar100Node", sampler_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar10_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar10_node.cc
index 1e4f45dd42..979893bb90 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar10_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/cifar10_node.cc
@@ -43,6 +43,7 @@ void Cifar10Node::Print(std::ostream &out) const {
 }
 
 Status Cifar10Node::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("Cifar10Node", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetSampler("Cifar10Node", sampler_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/clue_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/clue_node.cc
index 6f956fe960..570962d5b8 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/clue_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/clue_node.cc
@@ -53,6 +53,7 @@ void CLUENode::Print(std::ostream &out) const {
 }
 
 Status CLUENode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetFilesParam("CLUENode", dataset_files_));
 
   RETURN_IF_NOT_OK(ValidateStringValue("CLUENode", task_, {"AFQMC", "TNEWS", "IFLYTEK", "CMNLI", "WSC", "CSL"}));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/coco_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/coco_node.cc
index 49b9c6fea7..5d9953d8b7 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/coco_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/coco_node.cc
@@ -46,6 +46,7 @@ std::shared_ptr<DatasetNode> CocoNode::Copy() {
 void CocoNode::Print(std::ostream &out) const { out << Name(); }
 
 Status CocoNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("CocoNode", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetSampler("CocoNode", sampler_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/csv_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/csv_node.cc
index 74ce569fba..b8dc3243e9 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/csv_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/csv_node.cc
@@ -61,6 +61,7 @@ void CSVNode::Print(std::ostream &out) const {
 }
 
 Status CSVNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetFilesParam("CSVNode", dataset_files_));
 
   if (field_delim_ == '"' || field_delim_ == '\r' || field_delim_ == '\n') {
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/generator_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/generator_node.cc
index 9c8a7ad86a..5c7bed1109 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/generator_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/generator_node.cc
@@ -83,7 +83,10 @@ Status GeneratorNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 }
 
 // no validation is needed for generator op.
-Status GeneratorNode::ValidateParams() { return Status::OK(); }
+Status GeneratorNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
+  return Status::OK();
+}
 
 Status GeneratorNode::GetShardId(int32_t *shard_id) {
   RETURN_UNEXPECTED_IF_NULL(shard_id);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/image_folder_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/image_folder_node.cc
index fa6e8287d3..0448672864 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/image_folder_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/image_folder_node.cc
@@ -53,6 +53,7 @@ void ImageFolderNode::Print(std::ostream &out) const {
 }
 
 Status ImageFolderNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("ImageFolderNode", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetSampler("ImageFolderNode", sampler_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/manifest_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/manifest_node.cc
index c63052a71f..7b033efbf5 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/manifest_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/manifest_node.cc
@@ -57,6 +57,7 @@ void ManifestNode::Print(std::ostream &out) const {
 }
 
 Status ManifestNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   std::vector<char> forbidden_symbols = {':', '*', '?', '"', '<', '>', '|', '`', '&', '\'', ';'};
   for (char c : dataset_file_) {
     auto p = std::find(forbidden_symbols.begin(), forbidden_symbols.end(), c);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/minddata_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/minddata_node.cc
index 96ffac6389..d7baf79dd3 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/minddata_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/minddata_node.cc
@@ -67,6 +67,7 @@ std::shared_ptr<DatasetNode> MindDataNode::Copy() {
 void MindDataNode::Print(std::ostream &out) const { out << Name() + "(file:" + dataset_file_ + ",...)"; }
 
 Status MindDataNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (!search_for_pattern_ && dataset_files_.size() > 4096) {
     std::string err_msg =
       "MindDataNode: length of dataset_file must be less than or equal to 4096, dataset_file length: " +
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/mnist_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/mnist_node.cc
index 7766561df2..1b7471a53f 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/mnist_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/mnist_node.cc
@@ -40,6 +40,7 @@ std::shared_ptr<DatasetNode> MnistNode::Copy() {
 void MnistNode::Print(std::ostream &out) const { out << Name(); }
 
 Status MnistNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("MnistNode", dataset_dir_));
 
   RETURN_IF_NOT_OK(ValidateDatasetSampler("MnistNode", sampler_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/random_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/random_node.cc
index 70910746dc..27c3743d2e 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/random_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/random_node.cc
@@ -41,6 +41,7 @@ void RandomNode::Print(std::ostream &out) const { out << Name() + "(num_row:" +
 
 // ValidateParams for RandomNode
 Status RandomNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (total_rows_ < 0) {
     std::string err_msg =
       "RandomNode: total_rows must be greater than or equal 0, now get " + std::to_string(total_rows_);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/text_file_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/text_file_node.cc
index 5c856d89e7..9e168b94b0 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/text_file_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/text_file_node.cc
@@ -55,6 +55,7 @@ void TextFileNode::Print(std::ostream &out) const {
 }
 
 Status TextFileNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   RETURN_IF_NOT_OK(ValidateDatasetFilesParam("TextFileNode", dataset_files_));
 
   if (num_samples_ < 0) {
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/tf_record_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/tf_record_node.cc
index 66558bb285..a03aa77e1e 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/tf_record_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/tf_record_node.cc
@@ -49,6 +49,7 @@ void TFRecordNode::Print(std::ostream &out) const {
 
 // Validator for TFRecordNode
 Status TFRecordNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (dataset_files_.empty()) {
     std::string err_msg = "TFRecordNode: dataset_files is not specified.";
     MS_LOG(ERROR) << err_msg;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/voc_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/voc_node.cc
index 7a8fd8f2bf..2a66e29bea 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/voc_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/source/voc_node.cc
@@ -49,6 +49,7 @@ std::shared_ptr<DatasetNode> VOCNode::Copy() {
 void VOCNode::Print(std::ostream &out) const { out << Name(); }
 
 Status VOCNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   Path dir(dataset_dir_);
 
   RETURN_IF_NOT_OK(ValidateDatasetDirParam("VOCNode", dataset_dir_));
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/sync_wait_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/sync_wait_node.cc
index 5886da228a..7013acc7a8 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/sync_wait_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/sync_wait_node.cc
@@ -52,7 +52,10 @@ Status SyncWaitNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 }
 
 // Function to validate the parameters for SyncWaitNode
-Status SyncWaitNode::ValidateParams() { return Status::OK(); }
+Status SyncWaitNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
+  return Status::OK();
+}
 
 }  // namespace dataset
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/take_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/take_node.cc
index 5d6e12bd18..2b15ede536 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/take_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/take_node.cc
@@ -46,6 +46,7 @@ Status TakeNode::Build(std::vector<std::shared_ptr<DatasetOp>> *node_ops) {
 
 // Function to validate the parameters for TakeNode
 Status TakeNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (take_count_ <= 0 && take_count_ != -1) {
     std::string err_msg =
       "TakeNode: take_count should be either -1 or positive integer, take_count: " + std::to_string(take_count_);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/transfer_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/transfer_node.cc
index 1003f7de13..f41180a8d7 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/transfer_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/transfer_node.cc
@@ -57,6 +57,7 @@ void TransferNode::Print(std::ostream &out) const {
 
 // Validator for TransferNode
 Status TransferNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (total_batch_ < 0) {
     std::string err_msg = "TransferNode: Total batches should be >= 0, value given: ";
     MS_LOG(ERROR) << err_msg << total_batch_;
diff --git a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/zip_node.cc b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/zip_node.cc
index 03f89a4b44..2c525ca179 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/zip_node.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/ir/datasetops/zip_node.cc
@@ -41,6 +41,7 @@ std::shared_ptr<DatasetNode> ZipNode::Copy() {
 void ZipNode::Print(std::ostream &out) const { out << Name(); }
 
 Status ZipNode::ValidateParams() {
+  RETURN_IF_NOT_OK(DatasetNode::ValidateParams());
   if (children_.size() < 2) {
     std::string err_msg = "ZipNode: input datasets are not specified.";
     MS_LOG(ERROR) << err_msg;
diff --git a/tests/ut/cpp/dataset/c_api_dataset_ops_test.cc b/tests/ut/cpp/dataset/c_api_dataset_ops_test.cc
index 0006a64444..880f715cd9 100644
--- a/tests/ut/cpp/dataset/c_api_dataset_ops_test.cc
+++ b/tests/ut/cpp/dataset/c_api_dataset_ops_test.cc
@@ -1833,3 +1833,20 @@ TEST_F(MindDataTestPipeline, TestZipSuccess2) {
   // Manually terminate the pipeline
   iter->Stop();
 }
+
+TEST_F(MindDataTestPipeline, TestNumWorkersValidate) {
+  MS_LOG(INFO) << "Doing MindDataTestPipeline-TestNumWorkersValidate.";
+
+  // Create an ImageFolder Dataset
+  std::string folder_path = datasets_root_path_ + "/testPK/data/";
+  std::shared_ptr<Dataset> ds = ImageFolder(folder_path);
+
+  // ds needs to be non nullptr otherwise, the subsequent logic will core dump
+  ASSERT_NE(ds, nullptr);
+
+  // test if set num_workers=-1
+  EXPECT_EQ(ds->SetNumWorkers(-1)->CreateIterator(), nullptr);
+
+  // test if set num_workers can be very large
+  EXPECT_EQ(ds->SetNumWorkers(INT32_MAX)->CreateIterator(), nullptr);
+}
\ No newline at end of file