diff --git a/paddle/fluid/distributed/service/graph_brpc_client.cc b/paddle/fluid/distributed/service/graph_brpc_client.cc
index 2c9ee2b9037b7..1b54ce986d9c2 100644
--- a/paddle/fluid/distributed/service/graph_brpc_client.cc
+++ b/paddle/fluid/distributed/service/graph_brpc_client.cc
@@ -173,7 +173,7 @@ std::future<int32_t> GraphBrpcClient::random_sample_nodes(
   return fut;
 }
 std::future<int32_t> GraphBrpcClient::pull_graph_list(
-    uint32_t table_id, int server_index, int start, int size,
+    uint32_t table_id, int server_index, int start, int size, int step,
     std::vector<GraphNode> &res) {
   DownpourBrpcClosure *closure = new DownpourBrpcClosure(1, [&](void *done) {
     int ret = 0;
@@ -207,6 +207,7 @@ std::future<int32_t> GraphBrpcClient::pull_graph_list(
   closure->request(0)->set_client_id(_client_id);
   closure->request(0)->add_params((char *)&start, sizeof(int));
   closure->request(0)->add_params((char *)&size, sizeof(int));
+  closure->request(0)->add_params((char *)&step, sizeof(int));
   PsService_Stub rpc_stub(get_cmd_channel(server_index));
   closure->cntl(0)->set_log_id(butil::gettimeofday_ms());
   rpc_stub.service(closure->cntl(0), closure->request(0), closure->response(0),
diff --git a/paddle/fluid/distributed/service/graph_brpc_client.h b/paddle/fluid/distributed/service/graph_brpc_client.h
index 8f14e646050c3..e762409fbeeda 100644
--- a/paddle/fluid/distributed/service/graph_brpc_client.h
+++ b/paddle/fluid/distributed/service/graph_brpc_client.h
@@ -41,7 +41,7 @@ class GraphBrpcClient : public BrpcPsClient {
       std::vector<std::vector<std::pair<uint64_t, float>>> &res);
   virtual std::future<int32_t> pull_graph_list(uint32_t table_id,
                                                int server_index, int start,
-                                               int size,
+                                               int size, int step,
                                                std::vector<GraphNode> &res);
   virtual std::future<int32_t> random_sample_nodes(uint32_t table_id,
                                                    int server_index,
diff --git a/paddle/fluid/distributed/service/graph_brpc_server.cc b/paddle/fluid/distributed/service/graph_brpc_server.cc
index cd1c2330a7b85..60d6bc203a074 100644
--- a/paddle/fluid/distributed/service/graph_brpc_server.cc
+++ b/paddle/fluid/distributed/service/graph_brpc_server.cc
@@ -260,16 +260,17 @@ int32_t GraphBrpcService::pull_graph_list(Table *table,
                                           PsResponseMessage &response,
                                           brpc::Controller *cntl) {
   CHECK_TABLE_EXIST(table, request, response)
-  if (request.params_size() < 2) {
+  if (request.params_size() < 3) {
     set_response_code(response, -1,
-                      "pull_graph_list request requires at least 2 arguments");
+                      "pull_graph_list request requires at least 3 arguments");
     return 0;
   }
   int start = *(int *)(request.params(0).c_str());
   int size = *(int *)(request.params(1).c_str());
+  int step = *(int *)(request.params(2).c_str());
   std::unique_ptr<char[]> buffer;
   int actual_size;
-  table->pull_graph_list(start, size, buffer, actual_size, true);
+  table->pull_graph_list(start, size, buffer, actual_size, step, true);
   cntl->response_attachment().append(buffer.get(), actual_size);
   return 0;
 }
diff --git a/paddle/fluid/distributed/service/graph_py_service.cc b/paddle/fluid/distributed/service/graph_py_service.cc
index d37eb289f66ea..752dd0bcba2f0 100644
--- a/paddle/fluid/distributed/service/graph_py_service.cc
+++ b/paddle/fluid/distributed/service/graph_py_service.cc
@@ -219,12 +219,13 @@ std::vector<uint64_t> GraphPyClient::random_sample_nodes(std::string name,
 }
 std::vector<GraphNode> GraphPyClient::pull_graph_list(std::string name,
                                                       int server_index,
-                                                      int start, int size) {
+                                                      int start, int size,
+                                                      int step) {
   std::vector<GraphNode> res;
   if (this->table_id_map.count(name)) {
     uint32_t table_id = this->table_id_map[name];
-    auto status =
-        worker_ptr->pull_graph_list(table_id, server_index, start, size, res);
+    auto status = worker_ptr->pull_graph_list(table_id, server_index, start,
+                                              size, step, res);
     status.wait();
   }
   return res;
diff --git a/paddle/fluid/distributed/service/graph_py_service.h b/paddle/fluid/distributed/service/graph_py_service.h
index 9283618dc9533..7452c99c07f60 100644
--- a/paddle/fluid/distributed/service/graph_py_service.h
+++ b/paddle/fluid/distributed/service/graph_py_service.h
@@ -127,7 +127,7 @@ class GraphPyClient : public GraphPyService {
   std::vector<uint64_t> random_sample_nodes(std::string name, int server_index,
                                             int sample_size);
   std::vector<GraphNode> pull_graph_list(std::string name, int server_index,
-                                         int start, int size);
+                                         int start, int size, int step = 1);
   ::paddle::distributed::PSParameter GetWorkerProto();
 
  protected:
diff --git a/paddle/fluid/distributed/service/ps_client.h b/paddle/fluid/distributed/service/ps_client.h
index d3274b4a57334..1b61e35641322 100644
--- a/paddle/fluid/distributed/service/ps_client.h
+++ b/paddle/fluid/distributed/service/ps_client.h
@@ -166,7 +166,7 @@ class PSClient {
   }
   virtual std::future<int32_t> pull_graph_list(uint32_t table_id,
                                                int server_index, int start,
-                                               int size,
+                                               int size, int step,
                                                std::vector<GraphNode> &res) {
     LOG(FATAL) << "Did not implement";
     std::promise<int32_t> promise;
diff --git a/paddle/fluid/distributed/table/common_graph_table.cc b/paddle/fluid/distributed/table/common_graph_table.cc
index d2c5a095a305e..2e8cf6593c253 100644
--- a/paddle/fluid/distributed/table/common_graph_table.cc
+++ b/paddle/fluid/distributed/table/common_graph_table.cc
@@ -23,10 +23,10 @@
 namespace paddle {
 namespace distributed {
 
-std::vector<GraphNode *> GraphShard::get_batch(int start, int total_size) {
+std::vector<GraphNode *> GraphShard::get_batch(int start, int end, int step) {
   if (start < 0) start = 0;
   std::vector<GraphNode *> res;
-  for (int pos = start; pos < start + total_size; pos++) {
+  for (int pos = start; pos < std::min(end, (int)bucket.size()); pos += step) {
     res.push_back(bucket[pos]);
   }
   return res;
@@ -52,15 +52,14 @@ GraphNode *GraphShard::find_node(uint64_t id) {
 }
 
 int32_t GraphTable::load(const std::string &path, const std::string &param) {
-
   bool load_edge = (param[0] == 'e');
   bool load_node = (param[0] == 'n');
   if (load_edge) {
     bool reverse_edge = (param[1] == '<');
     return this->load_edges(path, reverse_edge);
   }
-  if (load_node){
-    std::string node_type = param.substr(1); 
+  if (load_node) {
+    std::string node_type = param.substr(1);
     return this->load_nodes(path, node_type);
   }
 }
@@ -125,18 +124,17 @@ int32_t GraphTable::load_nodes(const std::string &path, std::string node_type) {
 
       std::string nt = values[0];
       if (nt != node_type) {
-          continue;
+        continue;
       }
       std::vector<std::string> feature;
       for (size_t slice = 2; slice < values.size(); slice++) {
         feature.push_back(values[slice]);
       }
       size_t index = shard_id - shard_start;
-      if(feature.size() > 0) {
-          shards[index].add_node(id, paddle::string::join_strings(feature, '\t'));
-      }
-      else {
-          shards[index].add_node(id, std::string(""));
+      if (feature.size() > 0) {
+        shards[index].add_node(id, paddle::string::join_strings(feature, '\t'));
+      } else {
+        shards[index].add_node(id, std::string(""));
       }
     }
   }
@@ -188,7 +186,8 @@ int32_t GraphTable::load_edges(const std::string &path, bool reverse_edge) {
   for (auto &shard : shards) {
     auto bucket = shard.get_bucket();
     for (int i = 0; i < bucket.size(); i++) {
-      bucket[i]->build_sampler(sample_type); }
+      bucket[i]->build_sampler(sample_type);
+    }
   }
   return 0;
 }
@@ -315,37 +314,27 @@ int GraphTable::random_sample_neighboors(
 }
 int32_t GraphTable::pull_graph_list(int start, int total_size,
                                     std::unique_ptr<char[]> &buffer,
-                                    int &actual_size, bool need_feature) {
+                                    int &actual_size, bool need_feature,
+                                    int step) {
   if (start < 0) start = 0;
   int size = 0, cur_size;
-  if (total_size <= 0) {
-    actual_size = 0;
-    return 0;
-  }
   std::vector<std::future<std::vector<GraphNode *>>> tasks;
-  for (size_t i = 0; i < shards.size(); i++) {
+  for (size_t i = 0; i < shards.size() && total_size > 0; i++) {
     cur_size = shards[i].get_size();
     if (size + cur_size <= start) {
       size += cur_size;
       continue;
     }
-    if (size + cur_size - start >= total_size) {
-      tasks.push_back(_shards_task_pool[i % task_pool_size_]->enqueue(
-          [this, i, start, size, total_size]() -> std::vector<GraphNode *> {
-            return this->shards[i].get_batch(start - size, total_size);
-          }));
-      break;
-    } else {
-      tasks.push_back(_shards_task_pool[i % task_pool_size_]->enqueue(
-          [this, i, start, size, total_size,
-           cur_size]() -> std::vector<GraphNode *> {
-            return this->shards[i].get_batch(start - size,
-                                             size + cur_size - start);
-          }));
-      total_size -= size + cur_size - start;
-      size += cur_size;
-      start = size;
-    }
+    int count = std::min(1 + (size + cur_size - start - 1) / step, total_size);
+    int end = start + (count - 1) * step + 1;
+    tasks.push_back(_shards_task_pool[i % task_pool_size_]->enqueue(
+        [this, i, start, end, step, size]() -> std::vector<GraphNode *> {
+
+          return this->shards[i].get_batch(start - size, end - size, step);
+        }));
+    start += count * step;
+    total_size -= count;
+    size += cur_size;
   }
   for (size_t i = 0; i < tasks.size(); ++i) {
     tasks[i].wait();
diff --git a/paddle/fluid/distributed/table/common_graph_table.h b/paddle/fluid/distributed/table/common_graph_table.h
index 106dcaaac2b00..d298dc963800e 100644
--- a/paddle/fluid/distributed/table/common_graph_table.h
+++ b/paddle/fluid/distributed/table/common_graph_table.h
@@ -45,7 +45,7 @@ class GraphShard {
     // bucket.resize(bucket_size);
   }
   std::vector<GraphNode *> &get_bucket() { return bucket; }
-  std::vector<GraphNode *> get_batch(int start, int total_size);
+  std::vector<GraphNode *> get_batch(int start, int end, int step);
   // int init_bucket_size(int shard_num) {
   //   for (int i = bucket_low_bound;; i++) {
   //     if (gcd(i, shard_num) == 1) return i;
@@ -78,7 +78,8 @@ class GraphTable : public SparseTable {
   virtual ~GraphTable() {}
   virtual int32_t pull_graph_list(int start, int size,
                                   std::unique_ptr<char[]> &buffer,
-                                  int &actual_size, bool need_feature);
+                                  int &actual_size, bool need_feature,
+                                  int step);
 
   virtual int32_t random_sample_neighboors(
       uint64_t *node_ids, int sample_size,
diff --git a/paddle/fluid/distributed/table/graph_edge.h b/paddle/fluid/distributed/table/graph_edge.h
index 2a838f0b763e3..3dfe5a6f357a7 100644
--- a/paddle/fluid/distributed/table/graph_edge.h
+++ b/paddle/fluid/distributed/table/graph_edge.h
@@ -13,33 +13,34 @@
 // limitations under the License.
 
 #pragma once
-#include <vector>
+#include <cstddef>
 #include <cstdint>
+#include <vector>
 namespace paddle {
 namespace distributed {
 
-
 class GraphEdgeBlob {
-public:
+ public:
   GraphEdgeBlob() {}
   virtual ~GraphEdgeBlob() {}
-  const size_t size() {return id_arr.size();}
+  size_t size() { return id_arr.size(); }
   virtual void add_edge(uint64_t id, float weight);
-  const uint64_t get_id(int idx) { return id_arr[idx]; }
-  virtual const float get_weight(int idx) { return 1; }
-protected:
+  uint64_t get_id(int idx) { return id_arr[idx]; }
+  virtual float get_weight(int idx) { return 1; }
+
+ protected:
   std::vector<uint64_t> id_arr;
 };
 
-class WeightedGraphEdgeBlob: public GraphEdgeBlob{
-public:
+class WeightedGraphEdgeBlob : public GraphEdgeBlob {
+ public:
   WeightedGraphEdgeBlob() {}
   virtual ~WeightedGraphEdgeBlob() {}
   virtual void add_edge(uint64_t id, float weight);
-  virtual const float get_weight(int idx) { return weight_arr[idx]; }
-protected:
+  virtual float get_weight(int idx) { return weight_arr[idx]; }
+
+ protected:
   std::vector<float> weight_arr;
 };
-
 }
 }
diff --git a/paddle/fluid/distributed/table/table.h b/paddle/fluid/distributed/table/table.h
index 65a3191c50255..40d2abb6c86ae 100644
--- a/paddle/fluid/distributed/table/table.h
+++ b/paddle/fluid/distributed/table/table.h
@@ -90,7 +90,8 @@ class Table {
   // only for graph table
   virtual int32_t pull_graph_list(int start, int total_size,
                                   std::unique_ptr<char[]> &buffer,
-                                  int &actual_size, bool need_feature) {
+                                  int &actual_size, bool need_feature,
+                                  int step = 1) {
     return 0;
   }
   // only for graph table
diff --git a/paddle/fluid/distributed/test/graph_node_test.cc b/paddle/fluid/distributed/test/graph_node_test.cc
index e10630b016600..efee0d9441ef2 100644
--- a/paddle/fluid/distributed/test/graph_node_test.cc
+++ b/paddle/fluid/distributed/test/graph_node_test.cc
@@ -335,12 +335,12 @@ void RunBrpcPushSparse() {
   ASSERT_EQ(0, vs[0].size());
 
   std::vector<distributed::GraphNode> nodes;
-  pull_status = worker_ptr_->pull_graph_list(0, 0, 0, 1, nodes);
+  pull_status = worker_ptr_->pull_graph_list(0, 0, 0, 1, 1, nodes);
   pull_status.wait();
   ASSERT_EQ(nodes.size(), 1);
   ASSERT_EQ(nodes[0].get_id(), 37);
   nodes.clear();
-  pull_status = worker_ptr_->pull_graph_list(0, 0, 1, 4, nodes);
+  pull_status = worker_ptr_->pull_graph_list(0, 0, 1, 4, 1, nodes);
   pull_status.wait();
   ASSERT_EQ(nodes.size(), 1);
   ASSERT_EQ(nodes[0].get_id(), 59);
@@ -373,7 +373,7 @@ void RunBrpcPushSparse() {
   // client2.load_edge_file(std::string("user2item"), std::string(file_name),
   // 0);
   nodes.clear();
-  nodes = client1.pull_graph_list(std::string("user"), 0, 1, 4);
+  nodes = client1.pull_graph_list(std::string("user"), 0, 1, 4, 1);
 
   for (auto g : nodes) {
     std::cout << "node_ids: " << g.get_id() << std::endl;