[1/N][Refactor] Refactor code to adapt with vllm main (#3612)

### What this PR does / why we need it?
This is the step 1 of refactoring code to adapt with vllm main, and this
pr aligned with
17c540a993

1. refactor deepseek to the latest code arch as of
17c540a993
 
2. bunches of fixes due to vllm changes
- Fix `AscendScheduler` `__post_init__`, caused by
https://github.com/vllm-project/vllm/pull/25075
- Fix `AscendScheduler` init got an unexpected arg `block_size`, caused
by https://github.com/vllm-project/vllm/pull/26296
- Fix `KVCacheManager` `get_num_common_prefix_blocks` arg, caused by
https://github.com/vllm-project/vllm/pull/23485
- Fix `MLAAttention` import,caused by
https://github.com/vllm-project/vllm/pull/25103
- Fix `SharedFusedMoE` import, caused by
https://github.com/vllm-project/vllm/pull/26145
- Fix `LazyLoader` improt, caused by
https://github.com/vllm-project/vllm/pull/27022
- Fix `vllm.utils.swap_dict_values` improt, caused by
https://github.com/vllm-project/vllm/pull/26990
- Fix `Backend` enum import, caused by
https://github.com/vllm-project/vllm/pull/25893
- Fix `CompilationLevel` renaming to `CompilationMode` issue introduced
by https://github.com/vllm-project/vllm/pull/26355
- Fix fused_moe ops, caused by
https://github.com/vllm-project/vllm/pull/24097
- Fix bert model because of `inputs_embeds`, caused by
https://github.com/vllm-project/vllm/pull/25922
- Fix MRope because of `get_input_positions_tensor` to
`get_mrope_input_positions`, caused by
https://github.com/vllm-project/vllm/pull/24172
- Fix `splitting_ops` changes introduced by
https://github.com/vllm-project/vllm/pull/25845
- Fix multi-modality changes introduced by
https://github.com/vllm-project/vllm/issues/16229
- Fix lora bias dropping issue introduced by
https://github.com/vllm-project/vllm/pull/25807
- Fix structured ouput break introduced by
https://github.com/vllm-project/vllm/issues/26737

### Does this PR introduce _any_ user-facing change?

### How was this patch tested?
CI passed with existing test.


- vLLM version: v0.11.0rc3
- vLLM main: https://github.com/vllm-project/vllm/commit/v0.11.0

---------

Signed-off-by: MengqingCao <cmq0113@163.com>
Signed-off-by: Icey <1790571317@qq.com>
Co-authored-by: Icey <1790571317@qq.com>

vllm_ascend/quantization/w8a8_dynamic.py

@@ -19,14 +19,20 @@ from typing import Any, Callable, Dict, Optional, Tuple, Union
 
 import torch
 import torch_npu
-from vllm.config import CompilationLevel, get_current_vllm_config
+from vllm.config import get_current_vllm_config
 from vllm.distributed import get_ep_group
 from vllm.forward_context import get_forward_context
 
 from vllm_ascend.ascend_config import get_ascend_config
 from vllm_ascend.distributed.parallel_state import get_mc2_group
 from vllm_ascend.ops.moe.experts_selector import select_experts
-from vllm_ascend.utils import ACL_FORMAT_FRACTAL_NZ, is_enable_nz
+from vllm_ascend.utils import (ACL_FORMAT_FRACTAL_NZ, is_enable_nz,
+                               vllm_version_is)
+
+if vllm_version_is("0.11.0"):
+    from vllm.config import CompilationLevel
+else:
+    from vllm.config import CompilationMode
 
 
 class AscendW8A8DynamicLinearMethod:
@@ -123,10 +129,19 @@ class AscendW8A8DynamicFusedMoEMethod:
 
         vllm_config = get_current_vllm_config()
         ascend_config = get_ascend_config()
-        self.use_aclgraph = (
-            vllm_config.compilation_config.level == CompilationLevel.PIECEWISE
-            and not vllm_config.model_config.enforce_eager
-            and not ascend_config.torchair_graph_config.enabled)
+        if vllm_version_is("0.11.0"):
+            self.use_aclgraph = (
+                vllm_config.compilation_config.level
+                == CompilationLevel.PIECEWISE
+                and not vllm_config.model_config.enforce_eager
+                and not ascend_config.torchair_graph_config.enabled)
+        else:
+            self.use_aclgraph = (
+                vllm_config.compilation_config.mode
+                == CompilationMode.VLLM_COMPILE
+                and not vllm_config.model_config.enforce_eager
+                and not ascend_config.torchair_graph_config.enabled)
+
         self.dynamic_eplb = ascend_config.dynamic_eplb or ascend_config.expert_map_record_path
 
         try: