fix autocast (#11190)

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

Author: jiqing-feng

tests/quantization/bnb/test_mixed_int8.py

@@ -221,7 +221,7 @@ def test_keep_modules_in_fp32(self):
                     self.assertTrue(module.weight.dtype == torch.int8)
 
         # test if inference works.
-        with torch.no_grad() and torch.amp.autocast("cuda", dtype=torch.float16):
+        with torch.no_grad() and torch.autocast(model.device.type, dtype=torch.float16):
             input_dict_for_transformer = self.get_dummy_inputs()
             model_inputs = {
                 k: v.to(device=torch_device) for k, v in input_dict_for_transformer.items() if not isinstance(v, bool)