[quantization] Propagate qparam for expand

This PR propagates qparam forward for `torch.ops.aten.expand.default` .

TICO-DCO-1.0-Signed-off-by: s.malakhov <s.malakhov@partner.samsung.com>

Author: stamalakhov

test/quantization/pass/test_propagate_quant_param.py

@@ -260,3 +260,21 @@ def test_s16_different_scale(self):
 
         # The test will check cat's scale is 1.0, the larger one
         self.run_test()
+
+
+class ExpandModule(torch.nn.Module):
+    def __init__(self):
+        super().__init__()
+
+    def forward(self, x):
+        return x.expand(5, 3)
+
+    def get_example_inputs(self):
+        return (torch.randn(1, 3),), {}
+
+
+class ExpandTest(SingleOpPropagateQParamForwardTest):
+    # TODO Support u8
+    def test_s16(self):
+        self.setup(ExpandModule(), torch.ops.aten.expand.default, dtype="int16")
+        self.run_test()

tico/quantization/passes/propagate_qparam_forward.py

@@ -27,6 +27,7 @@
 from tico.utils.trace_decorators import trace_graph_diff_on_pass
 from tico.utils.validate_args_kwargs import (
     CatArgs,
+    ExpandArgs,
     NegArgs,
     PermuteArgs,
     ReshapeArgs,
@@ -130,7 +131,9 @@ def _propagate_qparam_if_possible(src: torch.fx.Node, dst: torch.fx.Node):
 
                 assert max_scale_node is not None
                 _propagate_qparam_if_possible(max_scale_node, node)
-
+            elif node.target == torch.ops.aten.expand.default:
+                expand_args = ExpandArgs(*node.args, **node.kwargs)
+                _propagate_qparam_if_possible(expand_args.input, node)
             # TODO Support more ops.
 
         graph.eliminate_dead_code()