[CI] fix ci (#2464)

### What this PR does / why we need it?
1. use action/checkout@v5 instead of v4
2. remove dbo test case because there is issue with it and will be
refactored later
3. make vllm-ascend compatible with vllm v0.10.1.1 and add CI for it
4. fix sampler api changes introduced by
https://github.com/vllm-project/vllm/pull/22387
6. fix qwen3 moe config changes intruoduced by
https://github.com/vllm-project/vllm/pull/20562
7. fix kvcache block changes introduced by
https://github.com/vllm-project/vllm/pull/23262

### Does this PR introduce _any_ user-facing change?
N/A

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


- vLLM version: v0.10.0
- vLLM main:
0c6e40bbaa

---------

Signed-off-by: MengqingCao <cmq0113@163.com>

vllm_ascend/sample/sampler.py

@@ -3,12 +3,19 @@ import torch_npu
 from vllm.v1.sample.ops.topk_topp_sampler import TopKTopPSampler, random_sample
 from vllm.v1.sample.sampler import Sampler
 
-from vllm_ascend.utils import is_310p
+from vllm_ascend.utils import is_310p, vllm_version_is
+
+if not vllm_version_is("0.10.1.1"):
+    from vllm.config import LogprobsMode
+    DEFAULT_LOGPROBS_MODE = LogprobsMode.RAW_LOGPROBS
+else:
+    LogprobsMode = None
+    DEFAULT_LOGPROBS_MODE = "raw_logprobs"
 
 
 class AscendSampler(Sampler):
 
-    def __init__(self, logprobs_mode="raw_logprobs"):
+    def __init__(self, logprobs_mode=DEFAULT_LOGPROBS_MODE):
         # TODO: support logprobs_mode in vllm-ascend
         super().__init__(logprobs_mode=logprobs_mode)
         self.topk_topp_sampler = AscendTopKTopPSampler()
@@ -61,5 +68,19 @@ class AscendTopKTopPSampler(TopKTopPSampler):
     def forward_native(self, logits, generators, k, p):
         """Override pytorch native implementation to torch_npu"""
         logits = self._apply_top_k_top_p(logits, k, p)
+        if not vllm_version_is("0.10.1.1"):
+
+            logits_to_return = None
+            if self.logprobs_mode == LogprobsMode.PROCESSED_LOGITS:
+                logits_to_return = logits
+            elif self.logprobs_mode == LogprobsMode.PROCESSED_LOGPROBS:
+                logits_to_return = logits.log_softmax(dim=-1,
+                                                      dtype=torch.float32)
+
         probs = logits.softmax(dim=-1, dtype=torch.float32)
-        return random_sample(probs, generators)
+        output = None
+        if vllm_version_is("0.10.1.1"):
+            output = random_sample(probs, generators)
+        else:
+            output = (random_sample(probs, generators), logits_to_return)
+        return output