diff --git a/paddle/fluid/framework/fleet/box_wrapper.h b/paddle/fluid/framework/fleet/box_wrapper.h
index d62eb6890f12b..9e4589124a72a 100644
--- a/paddle/fluid/framework/fleet/box_wrapper.h
+++ b/paddle/fluid/framework/fleet/box_wrapper.h
@@ -849,6 +849,99 @@ class BoxWrapper {
    protected:
     std::string mask_varname_;
   };
+
+  class CmatchRankMaskMetricMsg : public MetricMsg {
+   public:
+    CmatchRankMaskMetricMsg(const std::string& label_varname,
+                        const std::string& pred_varname, int metric_phase,
+                        const std::string& cmatch_rank_group,
+                        const std::string& cmatch_rank_varname,
+                        bool ignore_rank = false,
+                        const std::string& mask_varname = "",
+                        int bucket_size = 1000000) {
+      label_varname_ = label_varname;
+      pred_varname_ = pred_varname;
+      cmatch_rank_varname_ = cmatch_rank_varname;
+      metric_phase_ = metric_phase;
+      ignore_rank_ = ignore_rank;
+      mask_varname_ = mask_varname;
+      calculator = new BasicAucCalculator();
+      calculator->init(bucket_size);
+      for (auto& cmatch_rank : string::split_string(cmatch_rank_group)) {
+        if (ignore_rank) {  // CmatchAUC
+          cmatch_rank_v.emplace_back(atoi(cmatch_rank.c_str()), 0);
+          continue;
+        }
+        const std::vector<std::string>& cur_cmatch_rank =
+            string::split_string(cmatch_rank, "_");
+        PADDLE_ENFORCE_EQ(
+            cur_cmatch_rank.size(), 2,
+            platform::errors::PreconditionNotMet(
+                "illegal cmatch_rank auc spec: %s", cmatch_rank.c_str()));
+        cmatch_rank_v.emplace_back(atoi(cur_cmatch_rank[0].c_str()),
+                                   atoi(cur_cmatch_rank[1].c_str()));
+      }
+    }
+    virtual ~CmatchRankMaskMetricMsg() {}
+    void add_data(const Scope* exe_scope,
+                  const paddle::platform::Place& place) override {
+      std::vector<int64_t> cmatch_rank_data;
+      get_data<int64_t>(exe_scope, cmatch_rank_varname_, &cmatch_rank_data);
+      std::vector<int64_t> label_data;
+      get_data<int64_t>(exe_scope, label_varname_, &label_data);
+      std::vector<float> pred_data;
+      get_data<float>(exe_scope, pred_varname_, &pred_data);
+      size_t batch_size = cmatch_rank_data.size();
+      PADDLE_ENFORCE_EQ(
+          batch_size, label_data.size(),
+          platform::errors::PreconditionNotMet(
+              "illegal batch size: cmatch_rank[%lu] and label_data[%lu]",
+              batch_size, label_data.size()));
+      PADDLE_ENFORCE_EQ(
+          batch_size, pred_data.size(),
+          platform::errors::PreconditionNotMet(
+              "illegal batch size: cmatch_rank[%lu] and pred_data[%lu]",
+              batch_size, pred_data.size()));
+
+      std::vector<int64_t> mask_data;
+      if (!mask_varname_.empty()) {
+        get_data<int64_t>(exe_scope, mask_varname_, &mask_data);
+        PADDLE_ENFORCE_EQ(
+            batch_size, mask_data.size(),
+            platform::errors::PreconditionNotMet(
+                "illegal batch size: cmatch_rank[%lu] and mask_data[%lu]",
+                batch_size, mask_data.size()));
+      }
+
+      auto cal = GetCalculator();
+      std::lock_guard<std::mutex> lock(cal->table_mutex());
+      for (size_t i = 0; i < batch_size; ++i) {
+        const auto& cur_cmatch_rank = parse_cmatch_rank(cmatch_rank_data[i]);
+        for (size_t j = 0; j < cmatch_rank_v.size(); ++j) {
+          if (!mask_data.empty() && !mask_data[i]) {
+            continue;
+          }
+          bool is_matched = false;
+          if (ignore_rank_) {
+            is_matched = cmatch_rank_v[j].first == cur_cmatch_rank.first;
+          } else {
+            is_matched = cmatch_rank_v[j] == cur_cmatch_rank;
+          }
+          if (is_matched) {
+            cal->add_unlock_data(pred_data[i], label_data[i]);
+            break;
+          }
+        }
+      }
+    }
+
+   protected:
+    std::vector<std::pair<int, int>> cmatch_rank_v;
+    std::string cmatch_rank_varname_;
+    bool ignore_rank_;
+    std::string mask_varname_;
+  };
+
   const std::vector<std::string> GetMetricNameList(
       int metric_phase = -1) const {
     VLOG(0) << "Want to Get metric phase: " << metric_phase;
@@ -909,10 +1002,16 @@ class BoxWrapper {
           name, new MaskMetricMsg(label_varname, pred_varname, metric_phase,
                                   mask_varname, bucket_size,
                                   mode_collect_in_gpu, max_batch_size));
+    } else if (method == "CmatchRankMaskAucCalculator") {
+      metric_lists_.emplace(name, new CmatchRankMaskMetricMsg(
+                                      label_varname, pred_varname, metric_phase,
+                                      cmatch_rank_group, cmatch_rank_varname,
+                                      ignore_rank, mask_varname, bucket_size));
     } else {
       PADDLE_THROW(platform::errors::Unimplemented(
-          "PaddleBox only support AucCalculator, MultiTaskAucCalculator "
-          "CmatchRankAucCalculator and MaskAucCalculator"));
+          "PaddleBox only support AucCalculator, MultiTaskAucCalculator, "
+          "CmatchRankAucCalculator, MaskAucCalculator and "
+          "CmatchRankMaskAucCalculator"));
     }
     metric_name_list_.emplace_back(name);
   }