[GPUPS]fix merge_grad&push_sparse (#43840)

paddle/fluid/framework/fleet/heter_ps/hashtable_kernel.cu

@@ -112,20 +112,7 @@ __global__ void dy_mf_search_kernel(Table* table,
       }
     } else {
       if (keys[i] != 0) {
-        printf("warning::pull miss key: %d", keys[i]);
-      }
-      FeatureValue* cur = (FeatureValue*)(vals + i * pull_feature_value_size);
-      cur->delta_score = 0;
-      cur->show = 0;
-      cur->clk = 0;
-      cur->slot = -1;
-      cur->lr = 0;
-      cur->lr_g2sum = 0;
-      cur->mf_size = 0;
-      cur->mf_dim = 8;
-      cur->cpu_ptr;
-      for (int j = 0; j < cur->mf_dim + 1; j++) {
-        cur->mf[j] = 0;
+        printf("warning::pull miss key: %llu", keys[i]);
       }
     }
   }
@@ -163,7 +150,7 @@ __global__ void dy_mf_update_kernel(Table* table,
       sgd.dy_mf_update_value(optimizer_config, (it.getter())->second, *cur);
     } else {
       if (keys[i] != 0) {
-        printf("warning::push miss key: %d", keys[i]);
+        printf("warning::push miss key: %llu", keys[i]);
       }
     }
   }

paddle/fluid/framework/fleet/heter_ps/heter_comm_inl.h

@@ -1026,14 +1026,9 @@ void HeterComm<KeyType, ValType, GradType>::push_sparse(int dev_num,
   auto d_shard_keys = memory::Alloc(place, len * sizeof(KeyType));
   KeyType* d_shard_keys_ptr = reinterpret_cast<KeyType*>(d_shard_keys->ptr());
 
-  GradType* d_shard_grads_ptr;
-  if (!multi_mf_dim_) {
-    auto d_shard_grads = memory::Alloc(place, len * sizeof(GradType));
-    d_shard_grads_ptr = reinterpret_cast<GradType*>(d_shard_grads->ptr());
-  } else {
-    auto d_shard_grads = memory::Alloc(place, len * grad_value_size);
-    d_shard_grads_ptr = reinterpret_cast<GradType*>(d_shard_grads->ptr());
-  }
+  auto d_shard_grads = memory::Alloc(place, len * grad_value_size);
+  GradType* d_shard_grads_ptr =
+      reinterpret_cast<GradType*>(d_shard_grads->ptr());
 
   int uniq_len = len;
   dynamic_merge_grad(dev_num, d_keys, d_grads, len, uniq_len);

paddle/fluid/framework/fleet/heter_ps/heter_comm_kernel.cu

@@ -153,7 +153,6 @@ __global__ void merge_gradients_kernel(const uint32_t* offset,
                                        size_t grad_value_size,
                                        DynamicGradMerger& merger_) {
   const size_t i = blockIdx.x * blockDim.x + threadIdx.x;
-
   if (i < n) {
     uint32_t start = offset[i];
     uint32_t num = fea_num[i];
@@ -164,8 +163,9 @@ __global__ void merge_gradients_kernel(const uint32_t* offset,
     merger_.update_one(out, in);
     for (int j = 1; j < num; ++j) {
       ori_index = index[start + j];
-      in = *(FeaturePushValue*)(input + size_t(ori_index) * grad_value_size);
-      merger_.merge_one(out, in);
+      FeaturePushValue& rhs =
+          *(FeaturePushValue*)(input + size_t(ori_index) * grad_value_size);
+      merger_.merge_one(out, rhs);
     }
   }
 }