### What this PR does / why we need it?
This was meant to be merged in #6536, but I accidentally restored a
commit. You can find the relevant discussion
[here](https://github.com/vllm-project/vllm-ascend/pull/6536#issuecomment-3882883471).
Since `self.pass_config.enable_sp` is forcibly set to `False` in the
[source
code](f176443446/vllm/config/compilation.py (L1066)),
this section will no longer verify whether the generated cudagraph
shapes are multiples of both `uniform_decode_query_len`
(`num_speculative_tokens + 1`) and `tensor_parallel_size`.
This PR enables the `num_speculative_tokens + 1` and
`tensor_parallel_size` check upfront. Therefore, it won't silently round
up the `cudagraph_size` and throw a cryptic error for the user.
A typical example of this cryptic error looks like:
```
ValueError: could not broadcast input array from shape (196,) into shape (14,)
```
### Does this PR introduce _any_ user-facing change?
no.
### How was this patch tested?
Have passed all test.
- vLLM version: v0.15.0
- vLLM main:
83b47f67b1
---------
Signed-off-by: lilinsiman <lilinsiman@gmail.com>
Signed-off-by: guozr <guozr1997@hotmail.com>
Co-authored-by: lilinsiman <lilinsiman@gmail.com>
Co-authored-by: drslark <slarksblood@qq.com>
Co-authored-by: guozr <guozr1997@hotmail.com>
5ffae03156