[Model] Add native MAGI-2 Preview diffusion support (#5918)

Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>

pyproject.toml

@@ -351,6 +351,8 @@ extend-ignore-re = [
 ]
 [tool.typos.default.extend-words]
 ue = "ue"
+# Einstein-summation index tuple for head/expert/dimension axes.
+hed = "hed"
 semantics = "semantics"
 fullset = "fullset"
 Vai = "Vai"