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16 changes: 14 additions & 2 deletions python/tvm/relay/frontend/pytorch.py
Original file line number Diff line number Diff line change
Expand Up @@ -1688,8 +1688,20 @@ def pad(inputs, input_types):

def clamp(self, inputs, input_types):
data = inputs[0]
amin = inputs[1] if inputs[1] else np.finfo(np.float32).min
amax = inputs[2] if inputs[2] else np.finfo(np.float32).max

def get_v(v, default_v):
if isinstance(v, _expr.Constant):
return float(v.data.asnumpy())
if isinstance(v, _expr.Expr):
infer_v, success = try_infer_value(v, lambda ret: float(ret))
if success:
return infer_v
if v is not None:
return v
return default_v

amin = get_v(inputs[1], np.finfo(np.float32).min)
amax = get_v(inputs[2], np.finfo(np.float32).max)
return _op.clip(data, amin, amax)

def to(self, inputs, input_types):
Expand Down
7 changes: 7 additions & 0 deletions tests/python/frontend/pytorch/test_forward.py
Original file line number Diff line number Diff line change
Expand Up @@ -2622,10 +2622,17 @@ class Clamp3(Module):
def forward(self, *args):
return torch.clamp(args[0], max=1.0)

class Clamp_MinExpr_MaxConstant(Module):
def forward(self, *args):
h, w = args[0].shape[2:]
amin = h / 100.0
return torch.clamp(args[0], min=amin, max=w)

input_data = torch.rand(input_shape).float()
verify_model(Clamp1().float().eval(), input_data=input_data)
verify_model(Clamp2().float().eval(), input_data=input_data)
verify_model(Clamp3().float().eval(), input_data=input_data)
verify_model(Clamp_MinExpr_MaxConstant().float().eval(), input_data=input_data)


@tvm.testing.uses_gpu
Expand Down