diff --git a/colossalai/gemini/memory_tracer/__init__.py b/colossalai/gemini/memory_tracer/__init__.py
index 8bbf1678e..d12461353 100644
--- a/colossalai/gemini/memory_tracer/__init__.py
+++ b/colossalai/gemini/memory_tracer/__init__.py
@@ -3,9 +3,8 @@ from .memstats_collector import MemStatsCollector    # isort:skip
 from .model_data_memtracer import GLOBAL_MODEL_DATA_TRACER    # isort:skip
 from .chunk_memstats_collector import ChunkMemStatsCollector    # isort:skip
 from .static_memstats_collector import StaticMemStatsCollector    # isort:skip
-from .module_tracer_wrapper import MemtracerWrapper    # isort:skip
 
 __all__ = [
     'AsyncMemoryMonitor', 'SyncCudaMemoryMonitor', 'MemStatsCollector', 'ChunkMemStatsCollector',
-    'StaticMemStatsCollector', 'GLOBAL_MODEL_DATA_TRACER', 'MemtracerWrapper'
+    'StaticMemStatsCollector', 'GLOBAL_MODEL_DATA_TRACER'
 ]
diff --git a/colossalai/gemini/memory_tracer/module_tracer_wrapper.py b/colossalai/gemini/memory_tracer/module_tracer_wrapper.py
deleted file mode 100644
index ab139516c..000000000
--- a/colossalai/gemini/memory_tracer/module_tracer_wrapper.py
+++ /dev/null
@@ -1,39 +0,0 @@
-from colossalai.gemini.ophooks import register_ophooks_recursively
-from colossalai.gemini.ophooks.mem_trace_hook import MemTracerOpHook
-
-__all__ = ['MemtracerWrapper']
-
-
-class _Wrapper():
-
-    def __init__(self, model, ophook_list):
-        self._ophook_list = ophook_list
-        self._model = model
-
-    def __call__(self, *args, **kwargs):
-        return self._model(*args, **kwargs)
-
-    def forward(self, *args, **kwargs):
-        return self._model.forward(*args, **kwargs)
-
-    def backward(self, loss):
-        loss.backward()
-        for ophook in self._ophook_list:
-            ophook.post_iter()
-
-    def save_results(self, filename):
-        for ophook in self._ophook_list:
-            ophook.save_results(filename)
-
-    def show_mem_stats(self):
-        self._ophook_list[0].show_mem_stats()
-
-    def named_buffers(self):
-        return self._model.named_buffers()
-
-
-def MemtracerWrapper(model):
-    ophook_list = [MemTracerOpHook()]
-    register_ophooks_recursively(model, ophook_list)
-    engine = _Wrapper(model, ophook_list)
-    return engine
diff --git a/tests/test_gemini/test_mem_tracer.py b/tests/test_gemini/test_mem_tracer.py
deleted file mode 100644
index c777308c1..000000000
--- a/tests/test_gemini/test_mem_tracer.py
+++ /dev/null
@@ -1,51 +0,0 @@
-from functools import partial
-
-import pytest
-import torch
-import torch.multiprocessing as mp
-
-import colossalai
-from colossalai.gemini.memory_tracer import MemtracerWrapper
-from colossalai.testing import rerun_if_address_is_in_use
-from colossalai.utils import free_port
-from tests.components_to_test import run_fwd_bwd
-from tests.components_to_test.registry import non_distributed_component_funcs
-
-
-def run_tracer(rank, world_size, port, use_grad_check=True):
-    colossalai.launch(config={}, rank=rank, world_size=world_size, host='localhost', port=port, backend='nccl')
-    test_models = ['repeated_computed_layers', 'resnet18', 'hanging_param_model', 'bert']
-    # test_models = ['bert']
-    for model_name in test_models:
-        get_components_func = non_distributed_component_funcs.get_callable(model_name)
-        model_builder, train_dataloader, _, _, criterion = get_components_func()
-
-        # init model on cpu
-        # TODO() memtrace hook can not handle buff registered on a non-leaf module (for example the BertEmbedding).
-        # a simple method is that always puts buff on cuda and viewed them as non-model data.
-        model = MemtracerWrapper(model_builder(checkpoint=use_grad_check))
-
-        for n, buff in model.named_buffers():
-            buff.data = buff.data.cuda()
-        for i, (data, label) in enumerate(train_dataloader):
-            if i > 1:
-                break
-            data = data.cuda()
-            label = label.cuda()
-
-            run_fwd_bwd(model, data, label, criterion)
-
-        model._ophook_list[0].print_non_model_data()
-
-
-@pytest.mark.dist
-@pytest.mark.parametrize("world_size", [1])
-@pytest.mark.parametrize("use_grad_check", [True, False])
-@rerun_if_address_is_in_use()
-def test_tracer(world_size, use_grad_check):
-    run_func = partial(run_tracer, world_size=world_size, port=free_port(), use_grad_check=use_grad_check)
-    mp.spawn(run_func, nprocs=world_size)
-
-
-if __name__ == '__main__':
-    test_tracer(1, True)