[Sagemaker] update Neuron DLCs (#1992)

* on training dlc

* inf on dlc

* on tgi dlc

Author: pagezyhf

docs/sagemaker/source/dlcs/available.md

@@ -15,7 +15,7 @@ You can also keep track of the latest Pytorch Training DLC releases [here](https
 | Container URI                                                                                                                    | Accelerator |
 | -------------------------------------------------------------------------------------------------------------------------------- | ----------- |
 | 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.5.1-transformers4.49.0-gpu-py311-cu124-ubuntu22.04 | GPU         |
-| 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training-neuronx:2.1.2-transformers4.48.1-neuronx-py310-sdk2.20.0-ubuntu20.04 | Neuron         |
+| 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-training-neuronx:2.7.0-transformers4.51.0-neuronx-py310-sdk2.24.1-ubuntu22.04 | Neuron         |
 
 ## Inference
 
@@ -29,7 +29,7 @@ You can also keep track of the latest Pytorch Inference DLC releases [here](http
 | -------------------------------------------------------------------------------------------------------------------------------- | ----------- |
 | 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.6.0-transformers4.51.3-cpu-py312-ubuntu22.04- | CPU         |
 | 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-east-1.amazonaws.com/huggingface-pytorch-inference-neuronx:2.1.2-transformers4.43.2-neuronx-py310-sdk2.20.0-ubuntu20.04 | Neuron         |
+| 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-inference-neuronx:2.7.1-transformers4.51.3-neuronx-py310-sdk2.24.1-ubuntu22.04 | Neuron         |
 
 ### LLM TGI
 
@@ -40,7 +40,7 @@ You can also keep track of the latest LLM TGI DLC releases [here](https://github
 | Container URI                                                                                                                    | Accelerator |
 | -------------------------------------------------------------------------------------------------------------------------------- | ----------- |
 | 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-tgi-inference:2.7.0-tgi3.3.4-gpu-py311-cu124-ubuntu22.04 | GPU         |
-| 763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-tgi-inference:2.5.1-optimum3.3.4-neuronx-py310-ubuntu22.04 | Neuron         |
+| 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-tgi-inference:2.7.0-optimum3.3.6-neuronx-py310-ubuntu22.04 | Neuron         |
 
 ### Text Embedding Inference