[docs] fix unintentional misspellings (#33863)

Signed-off-by: rinbaro <ilgomishra@gmail.com>

docs/contributing/model/basic.md

@@ -138,7 +138,7 @@ These models should follow the same instructions as case (1), but they should in
 
 For case (3), we recommend looking at the implementation of [`MiniMaxText01ForCausalLM`](../../../vllm/model_executor/models/minimax_text_01.py) or [`Lfm2ForCausalLM`](../../../vllm/model_executor/models/lfm2.py) as a reference, which use custom "mamba-like" layers `MiniMaxText01LinearAttention` and `ShortConv` respectively.
 Please follow the same guidelines as case (2) for implementing these models.
-We use "mamba-like" to refer to layers that posses a state that is updated in-place, rather than being appended-to (like KV cache for attention).
+We use "mamba-like" to refer to layers that possess a state that is updated in-place, rather than being appended-to (like KV cache for attention).
 For implementing new custom mamba-like layers, one should inherit from `MambaBase` and implement the methods `get_state_dtype`, `get_state_shape` to calculate the data types and state shapes at runtime, as well as `mamba_type` and `get_attn_backend`.
 It is also necessary to implement the "attention meta-data" class which handles the meta-data that is common across all layers.
 Please see [`LinearAttentionMetadata`](../../../vllm/v1/attention/backends/linear_attn.py) or [`ShortConvAttentionMetadata`](../../../vllm/v1/attention/backends/short_conv_attn.py) for examples of this.

docs/contributing/model/multimodal.md

@@ -739,7 +739,7 @@ Each [PromptUpdate][vllm.multimodal.processing.PromptUpdate] instance specifies
         ```
 
     However, this is not entirely correct. After `FuyuImageProcessor.preprocess_with_tokenizer_info` is called,
-    a BOS token (`<s>`) is also added to the promopt:
+    a BOS token (`<s>`) is also added to the prompt:
 
     ??? code
 

docs/getting_started/quickstart.md

@@ -57,7 +57,7 @@ This guide will help you quickly get started with vLLM to perform:
         It currently supports Python 3.12, ROCm 7.0 and `glibc >= 2.35`.
 
     !!! note    
-        Note that, previously, docker images were published using AMD's docker release pipeline and were located `rocm/vlm-dev`. This is being deprecated by using vLLM's docker release pipeline.
+        Note that, previously, docker images were published using AMD's docker release pipeline and were located `rocm/vllm-dev`. This is being deprecated by using vLLM's docker release pipeline.
 
 === "Google TPU"