[Rebase] Rebase to vllm v0.18.0 (#2037)

Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>

tests/model_executor/models/qwen2_5_omni/test_qwen2_5_omni_embed.py

@@ -123,6 +123,7 @@ def make_mock_model(hidden: int = 8):
     cfg.video_token_index = VIDEO_TOKEN_ID
     cfg.audio_token_index = AUDIO_TOKEN_ID
     model.config = cfg
+    model._has_oov_mm_tokens = False
 
     def fake_lm_embed(ids: torch.Tensor) -> torch.Tensor:
         # Use .clone() so the tensor is contiguous (expand() creates a strided
@@ -137,13 +138,12 @@ def make_mock_model(hidden: int = 8):
 
     model._embed_text_input_ids = lambda *a, **kw: SupportsMultiModal._embed_text_input_ids(model, *a, **kw)
 
-    def fake_super_embed(ids, mm_embs=None, *, is_multimodal=None, handle_oov_mm_token=False):
+    def fake_super_embed(ids, mm_embs=None, *, is_multimodal=None):
         return SupportsMultiModal.embed_input_ids(
             model,
             ids,
             mm_embs,
             is_multimodal=is_multimodal,
-            handle_oov_mm_token=handle_oov_mm_token,
         )
 
     model.embed_input_ids = lambda *a, **kw: Qwen2_5OmniThinkerForConditionalGeneration.embed_input_ids(model, *a, **kw)