[Doc] Convert docs to use colon fences (#12471)

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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Harry Mellor
2025-01-29 03:38:29 +00:00
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@@ -2,15 +2,15 @@
# Speculative Decoding
```{warning}
:::{warning}
Please note that speculative decoding in vLLM is not yet optimized and does
not usually yield inter-token latency reductions for all prompt datasets or sampling parameters.
The work to optimize it is ongoing and can be followed here: <gh-issue:4630>
```
:::
```{warning}
:::{warning}
Currently, speculative decoding in vLLM is not compatible with pipeline parallelism.
```
:::
This document shows how to use [Speculative Decoding](https://x.com/karpathy/status/1697318534555336961) with vLLM.
Speculative decoding is a technique which improves inter-token latency in memory-bound LLM inference.