[main2main] upgrade vllm to 0308 (#7213)

### What this PR does / why we need it?
Update main2main to vllm 0308.
breaks:

* https://github.com/vllm-project/vllm/pull/30681
* https://github.com/vllm-project/vllm/pull/35552 remove
self.cudagraph_batch_sizes
* https://github.com/vllm-project/vllm/pull/35158 clear_metadata ->
defer_finalize
* https://github.com/vllm-project/vllm/pull/36006 remove
CacheConfig.cpu_offload_gb
* https://github.com/vllm-project/vllm/pull/35472
* https://github.com/vllm-project/vllm/pull/34552 attn_metadata_builder
* https://github.com/vllm-project/vllm/pull/30515 profile_seq_lens
* https://github.com/vllm-project/vllm/pull/28053 

- vLLM version: v0.16.0
- vLLM main:
4034c3d32e

---------

Signed-off-by: MrZ20 <2609716663@qq.com>
Signed-off-by: menogrey <1299267905@qq.com>
Co-authored-by: MrZ20 <2609716663@qq.com>

vllm_ascend/compilation/passes/muls_add_pass.py

@@ -18,17 +18,12 @@ from __future__ import annotations
 
 import torch
 from torch._inductor.pattern_matcher import PatternMatcherPass
+from vllm.compilation.passes.vllm_inductor_pass import VllmInductorPass
 from vllm.config import VllmConfig
 from vllm.config.compilation import Range
 from vllm.logger import logger
 
 from vllm_ascend.compilation.passes.base_pattern import BasePattern
-from vllm_ascend.utils import vllm_version_is
-
-if vllm_version_is("0.15.0"):
-    from vllm.compilation.vllm_inductor_pass import VllmInductorPass  # type: ignore
-else:
-    from vllm.compilation.passes.vllm_inductor_pass import VllmInductorPass
 
 
 class MulsAddPattern(BasePattern):