Add AWS SM vLLM & SGLang Inference DLCs (#2277)

* docs: add AWS SM HF vLLM Inference DLC details

* docs: update available DLCs for vLLM and SGLang

* Update docs/sagemaker/source/dlcs/available.md

Co-authored-by: pagezyhf <165770107+pagezyhf@users.noreply.github.com>

---------

Co-authored-by: pagezyhf <165770107+pagezyhf@users.noreply.github.com>

Author: ehcalabres

docs/sagemaker/source/dlcs/available.md

@@ -29,14 +29,24 @@ For inference, there is a general-purpose PyTorch inference DLC, for serving mod
 | 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.6.0-transformers4.51.3-gpu-py312-cu124-ubuntu22.04 | GPU         |
 | 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-inference-neuronx:2.8.0-transformers4.55.4-neuronx-py310-sdk2.26.0-ubuntu22.04 | Neuron         |
 
-### LLM DLC
 
-For high-performance serving of text generation models, there is the LLM DLC, available on GPU and AWS AI chips.
+### Hugging Face vLLM Inference DLC
+
+In case you want to serve text generation models with vLLM, there are specific DLCs available for GPU and AWS AI chips.
+
+| vLLM version | Container URI                                                                                                                    | Accelerator |
+| -------------- | -------------------------------------------------------------------------------------------------------------------------------- | ----------- |
+| 0.14.0         | 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-vllm:0.14-gpu-py312-cu129-ubuntu22.04-v1 | GPU         |
+| 0.11.0         | 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-vllm-inference-neuronx:0.11.0-optimum0.4.5-neuronx-py310-sdk2.26.1-ubuntu22.04 | Neuron         |
+
+### Hugging Face SGLang Inference DLC
+
+There is also a specific DLC for serving models with SGLang on GPU.
 
 | Container URI                                                                                                                    | Accelerator |
 | -------------------------------------------------------------------------------------------------------------------------------- | ----------- |
-| 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-tgi-inference:2.7.0-tgi3.3.6-gpu-py311-cu124-ubuntu22.04 | GPU         |
-| 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-vllm-inference-neuronx:0.11.0-optimum0.4.4-neuronx-py310-sdk2.26.1-ubuntu22.04 | Neuron         |
+| 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-sglang:0.5.8-transformers4.57.3-gpu-py312-cu129-ubuntu24.04 | GPU         |
+
 
 ### Text Embedding Inference
 
@@ -80,4 +90,4 @@ print(f"TEI CPU: {get_huggingface_llm_image_uri('huggingface-tei-cpu')}")
 print(f"TGI Neuron: {get_huggingface_llm_image_uri('huggingface-neuronx')}")
 ```
 
-For Pytorch Training and Pytorch Inference DLCs, there is no such utility. 
+For Pytorch Training and Pytorch Inference DLCs, there is no such utility.