Update Neuron DLC image info for Neuron SDK 2.26.1 (#5438)

Co-authored-by: Fu Qiao <[email protected]>

Author: phooq

available_images.md

@@ -352,8 +352,8 @@ Note: Starting from Neuron SDK 2.17.0, Dockerfiles for PyTorch Neuron Containers
 
 | Framework                                                                                                                                          | Neuron Package                                           | Neuron SDK Version | Job Type  | Supported EC2 Instance Types | Python Version Options | Example URL                                                                                                          |
 |----------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------|--------------------|-----------|------------------------------|------------------------|----------------------------------------------------------------------------------------------------------------------|
-| [PyTorch 2.8.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.26.0/docker/pytorch/inference/2.8.0/Dockerfile.neuronx)              | torch-neuronx, neuronx_distributed, neuronx_distributed_inference | Neuron 2.26.0      | inference | trn1,trn2,inf2                    | 3.11 (py311)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:2.8.0-neuronx-py311-sdk2.26.0-ubuntu22.04     |
-| [PyTorch 2.8.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.26.0/docker/pytorch/training/2.8.0/Dockerfile.neuronx)              | torch-neuronx, neuronx_distributed, neuronx_distributed_training | Neuron 2.26.0      | training | trn1,trn2,inf2                    | 3.11 (py311)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuronx:2.8.0-neuronx-py311-sdk2.26.0-ubuntu22.04     |
+| [PyTorch 2.8.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.26.1/pytorch/inference/2.8.0/Dockerfile.neuronx)              | torch-neuronx, neuronx_distributed, neuronx_distributed_inference | Neuron 2.26.1      | inference | trn1,trn2,inf2                    | 3.11 (py311)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:2.8.0-neuronx-py311-sdk2.26.1-ubuntu22.04     |
+| [PyTorch 2.8.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.26.1/pytorch/training/2.8.0/Dockerfile.neuronx)              | torch-neuronx, neuronx_distributed, neuronx_distributed_training | Neuron 2.26.1      | training | trn1,trn2,inf2                    | 3.11 (py311)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuronx:2.8.0-neuronx-py311-sdk2.26.1-ubuntu22.04     |
 | [PyTorch 2.7.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.25.0/docker/pytorch/inference/2.7.0/Dockerfile.neuronx)              | torch-neuronx, transformers-neuronx, neuronx_distributed, neuronx_distributed_inference | Neuron 2.25.0      | inference | trn1,trn2,inf2                    | 3.10 (py310)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:2.7.0-neuronx-py310-sdk2.25.0-ubuntu22.04     |
 | [PyTorch 2.7.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.25.0/docker/pytorch/training/2.7.0/Dockerfile.neuronx)              | torch-neuronx, transformers-neuronx, neuronx_distributed, neuronx_distributed_training | Neuron 2.25.0      | training | trn1,trn2,inf2                    | 3.10 (py310)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuronx:2.7.0-neuronx-py310-sdk2.25.0-ubuntu22.04     |
 | [PyTorch 2.7.0](https://github.com/aws-neuron/deep-learning-containers/blob/2.24.1/docker/pytorch/inference/2.7.0/Dockerfile.neuronx)              | torch-neuronx, transformers-neuronx, neuronx_distributed, neuronx_distributed_inference | Neuron 2.24.1      | inference | trn1,trn2,inf2                    | 3.10 (py310)           | 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference-neuronx:2.7.0-neuronx-py310-sdk2.24.1-ubuntu22.04     |