diff --git a/colossalai/utils/memory_tracer/memstats_collector.py b/colossalai/utils/memory_tracer/memstats_collector.py
index e21ba25af..f65588b34 100644
--- a/colossalai/utils/memory_tracer/memstats_collector.py
+++ b/colossalai/utils/memory_tracer/memstats_collector.py
@@ -3,6 +3,7 @@ from colossalai.utils.memory_utils.utils import colo_device_memory_used
 from colossalai.utils import get_current_device
 
 import torch
+import time
 from typing import List
 
 
@@ -42,6 +43,8 @@ class MemStatsCollector:
         self._model_data_cpu_list = []
         self._overall_cpu_list = []
 
+        self._sampling_time = []
+
         self._start_flag = False
 
     def overall_mem_stats(self, device_type: str):
@@ -52,15 +55,15 @@ class MemStatsCollector:
         else:
             raise TypeError
 
-    @property
     def model_data_cuda_list(self, device_type: str, unit: str = 'B') -> List[int]:
-        scale = 1
         if unit == 'GB':
             scale = 1e9
         elif unit == 'MB':
             scale = 1e6
         elif unit == 'KB':
             scale = 1e3
+        elif unit == 'B':
+            scale = 1
         else:
             raise TypeError
 
@@ -74,13 +77,16 @@ class MemStatsCollector:
     def non_model_data_cuda_list(self, device_type: str, unit: str = 'B') -> List[int]:
         """Non model data stats
         """
-        scale = 1
         if unit == 'GB':
             scale = 1e9
         elif unit == 'MB':
             scale = 1e6
         elif unit == 'KB':
             scale = 1e3
+        elif unit == 'B':
+            scale = 1
+        else:
+            raise TypeError
 
         if device_type == 'cuda':
             return [(v1 - v2) / scale for v1, v2 in zip(self._overall_cuda_list, self._model_data_cuda_list)]
@@ -89,6 +95,10 @@ class MemStatsCollector:
         else:
             raise TypeError
 
+    @property
+    def sampling_time(self):
+        return [t - self._sampling_time[0] for t in self._sampling_time]
+
     def start_collection(self):
         self._start_flag = True
 
@@ -110,6 +120,8 @@ class MemStatsCollector:
             self._model_data_cpu_list.append(GLOBAL_MODEL_DATA_TRACER.cpu_usage)
             self._overall_cpu_list.append(colo_device_memory_used(torch.device(f'cpu')))
 
+            self._sampling_time.append(time.time())
+
         self._sampling_cnter.advance()
 
     def reset_sampling_cnter(self) -> None: