diff --git a/nni/compression/pytorch/speedup/jit_translate.py b/nni/compression/pytorch/speedup/jit_translate.py
index ac051c73af..f0e1098093 100644
--- a/nni/compression/pytorch/speedup/jit_translate.py
+++ b/nni/compression/pytorch/speedup/jit_translate.py
@@ -253,6 +253,13 @@ def squeeze_python(node, speedup):
     new_squeeze = partial(torch.squeeze, dim=dim)
     return new_squeeze
 
+def unsqueeze_python(node, speedup):
+    c_node = node.key_node
+    inputs = list(c_node.inputs())
+    dim = parse_constant(inputs[1], speedup)
+    new_unsqueeze = partial(torch.unsqueeze, dim=dim)
+    return new_unsqueeze
+
 ##########################################################
 # Split Line
 # Following module/functions cannot be translated into a
@@ -517,6 +524,7 @@ def forward(self, *args):
     'aten::upsample_bilinear2d': upsample_bilinear2d_python,
     'aten::exp': exp_python,
     'aten::squeeze': squeeze_python,
+    'aten::unsqueeze': unsqueeze_python,
     'prim::TupleUnpack': tupleunpack_python,
     'prim::ListUnpack': tupleunpack_python,
     'prim::NumToTensor': num2tensor_python,