diff --git a/paddle/fluid/operators/reader/ctr_reader.cc b/paddle/fluid/operators/reader/ctr_reader.cc
index 8be9f68c9410ac9dede0a70f8137e552d3009ef8..7c83a7d62c51c0fa37cc4030e65ac3c429cb2cc6 100644
--- a/paddle/fluid/operators/reader/ctr_reader.cc
+++ b/paddle/fluid/operators/reader/ctr_reader.cc
@@ -52,6 +52,7 @@ static inline void parse_line(
   std::vector<std::string> ret;
   string_split(line, ' ', &ret);
   *label = std::stoi(ret[2]) > 0;
+
   for (size_t i = 3; i < ret.size(); ++i) {
     const std::string& item = ret[i];
     std::vector<std::string> slot_and_feasign;
@@ -62,6 +63,13 @@ static inline void parse_line(
       (*slots_to_data)[slot_and_feasign[1]].push_back(feasign);
     }
   }
+
+  // NOTE:: if the slot has no value, then fill [0] as it's data.
+  for (auto& slot : slots) {
+    if (slots_to_data->find(slot) == slots_to_data->end()) {
+      (*slots_to_data)[slot].push_back(0);
+    }
+  }
 }
 
 // class Reader {
@@ -80,9 +88,7 @@ class GzipReader {
 
   bool HasNext() { return gzstream_.peek() != EOF; }
 
-  void NextLine(std::string* line) {  // NOLINT
-    std::getline(gzstream_, line);
-  }
+  void NextLine(std::string* line) { std::getline(gzstream_, *line); }
 
  private:
   igzstream gzstream_;
@@ -108,7 +114,7 @@ class MultiGzipReader {
   }
 
   void NextLine(std::string* line) {
-    readers_[current_reader_index_]->NextLine(*line);
+    readers_[current_reader_index_]->NextLine(line);
   }
 
  private:
@@ -119,16 +125,49 @@ class MultiGzipReader {
 void CTRReader::ReadThread(const std::vector<std::string>& file_list,
                            const std::vector<std::string>& slots,
                            int batch_size,
-                           std::shared_ptr<LoDTensorBlockingQueue>* queue) {
+                           std::shared_ptr<LoDTensorBlockingQueue> queue) {
   std::string line;
+  std::vector<framework::LoDTensor> read_data;
+
+  std::vector<std::unordered_map<std::string, std::vector<int64_t>>> batch_data;
+  std::vector<int64_t> batch_label;
 
-  // read all files
   MultiGzipReader reader(file_list);
-  reader.NextLine(&line);
+  // read all files
+  for (int i = 0; i < batch_size; ++i) {
+    if (reader.HasNext()) {
+      reader.NextLine(&line);
+      std::unordered_map<std::string, std::vector<int64_t>> slots_to_data;
+      int64_t label;
+      parse_line(line, slots, &label, &slots_to_data);
+      batch_data.push_back(slots_to_data);
+      batch_label.push_back(label);
+    } else {
+      break;
+    }
+  }
 
-  std::unordered_map<std::string, std::vector<int64_t>> slots_to_data;
-  int64_t label;
-  parse_line(line, slots, &label, &slots_to_data);
+  std::vector<framework::LoDTensor> lod_datas;
+  for (auto& slot : slots) {
+    for (auto& slots_to_data : batch_data) {
+      std::vector<size_t> lod_data{0};
+      std::vector<int64_t> batch_feasign;
+
+      auto& feasign = slots_to_data[slot];
+
+      lod_data.push_back(lod_data.back() + feasign.size());
+      batch_feasign.insert(feasign.end(), feasign.begin(), feasign.end());
+      framework::LoDTensor lod_tensor;
+      framework::LoD lod{lod_data};
+      lod_tensor.set_lod(lod);
+      int64_t* tensor_data = lod_tensor.mutable_data<int64_t>(
+          framework::make_ddim({1, static_cast<int64_t>(batch_feasign.size())}),
+          platform::CPUPlace());
+      memcpy(tensor_data, batch_feasign.data(), batch_feasign.size());
+      lod_datas.push_back(lod_tensor);
+    }
+  }
+  queue->Push(lod_datas);
 }
 
 }  // namespace reader
diff --git a/paddle/fluid/operators/reader/ctr_reader.h b/paddle/fluid/operators/reader/ctr_reader.h
index 11eb4f97864a849942088694840b98a3a808877b..41c520621e46b8a0d1a3ea47d11eff17153b6e17 100644
--- a/paddle/fluid/operators/reader/ctr_reader.h
+++ b/paddle/fluid/operators/reader/ctr_reader.h
@@ -68,7 +68,7 @@ class CTRReader : public framework::FileReader {
  private:
   void ReadThread(const std::vector<std::string>& file_list,
                   const std::vector<std::string>& slots, int batch_size,
-                  std::shared_ptr<LoDTensorBlockingQueue>* queue);
+                  std::shared_ptr<LoDTensorBlockingQueue> queue);
 
  private:
   std::shared_ptr<LoDTensorBlockingQueue> queue_;