[BugFix][main] Adapted Qwen3-Next-MTP to chunked prefill (#4770)

### What this PR does / why we need it?
The pad `-1` modification is from
https://github.com/vllm-project/vllm/pull/25743.

It still has bugs for batched chunked prefill.

- vLLM version: v0.12.0
- vLLM main:
ad32e3e19c

Signed-off-by: drslark <slarksblood@qq.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>

vllm_ascend/patch/__init__.py

@@ -129,3 +129,28 @@
 #    Future Plan:
 #       Remove this patch when adapted vllm version contains the above PR.
 #
+# ** File: worker/patch_qwen3_next_mtp.py**
+# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+#   1. `vllm.v1.worker.utils.bind_kv_cache`
+#    Why:
+#       'bind_kv_cache' func will raise an exception when current_platform is npu.
+#    How：
+#       Replace with a new bind_kv_cache.
+#       Skip the raise.
+#    Related PR (if no, explain why):
+#       https://github.com/vllm-project/vllm/pull/4770
+#    Future Plan:
+#       Remove this patch after discussing with vllm community and adapting bind_kv_cache to npu.
+#
+# ** File: worker/patch_module.py**
+# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+#   1. `vllm.v1.attention.backends.gdn_attn.torch.argsort`
+#    Why:
+#       'torch.argsort' func of npu does not support bool.
+#    How：
+#       Replace with a new torch.argsort that will cast the input to torch.int32.
+#    Related PR (if no, explain why):
+#       https://github.com/vllm-project/vllm/pull/4770
+#    Future Plan:
+#       Remove this patch when bool is supported in 'torch.argsort' func of npu.
+#