Link to HF updated doc (#5082)

* link to updated doc

* tei

* keep table

---------

Co-authored-by: Malav Shastri <57682969+malav-shastri@users.noreply.github.com>

Author: pagezyhf

available_images.md

@@ -258,8 +258,14 @@ AutoGluon Inference Containers
 HuggingFace Training Containers
 ===============================
 
+Please refer to the following page to view all available versions and tags for GPU containers:
+* [GPU Release Page](https://github.com/aws/deep-learning-containers/releases?q=huggingface-pytorch-training+AND+NOT+neuronx&expanded=true)
+
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/sagemaker/en/dlcs/available#training).
+
 | Framework                                     |Job Type	|CPU/GPU 	|Python Version Options	|Example URL                                                                                                                        |
 |-----------------------------------------------|-----------|-----------|-----------------------|-----------------------------------------------------------------------------------------------------------------------------------|
+|PyTorch 2.5.1 with HuggingFace transformers    |training	|GPU 		| 3.11 (py311)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.5.1-transformers4.49.0-gpu-py311-cu124-ubuntu22.04     |
 |PyTorch 2.1.0 with HuggingFace transformers    |training	|GPU 		| 3.10 (py310)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.1.0-transformers4.36.0-gpu-py310-cu121-ubuntu20.04     |
 |PyTorch 2.0.0 with HuggingFace transformers    |training	|GPU 		| 3.10 (py310)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:2.0.0-transformers4.28.1-gpu-py310-cu118-ubuntu20.04     |
 |PyTorch 1.13.1 with HuggingFace transformers   |training	|GPU 		| 3.9 (py39)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:1.13.1-transformers4.26.0-gpu-py39-cu117-ubuntu20.04     |
@@ -269,8 +275,15 @@ HuggingFace Training Containers
 HuggingFace Inference Containers
 ===============================
 
+Please refer to the following page to view all available versions and tags for GPU and CPU containers:
+* [GPU and CPU Release Page](https://github.com/aws/deep-learning-containers/releases?q=huggingface-pytorch-inference+AND+NOT+tgi+AND+NOT+neuronx&expanded=true)
+
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/sagemaker/en/dlcs/available#pytorch-inference-dlc).
+
 | Framework                                        |Job Type	|CPU/GPU 	|Python Version Options	|Example URL                                                                                                                        |
 |--------------------------------------------------|------------|-----------|-----------------------|-----------------------------------------------------------------------------------------------------------------------------------|
+|PyTorch 2.6.0 with HuggingFace transformers       |inference	|CPU 		| 3.12 (py312)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.6.0-transformers4.49.0-cpu-py312-ubuntu22.04		    |
+|PyTorch 2.6.0 with HuggingFace transformers       |inference	|GPU 		| 3.12 (py312)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.6.0-transformers4.49.0-gpu-py312-cu124-ubuntu22.04    |
 |PyTorch 2.1.0 with HuggingFace transformers       |inference	|CPU 		| 3.10 (py310)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.1.0-transformers4.37.0-cpu-py310-ubuntu22.04		    |
 |PyTorch 2.1.0 with HuggingFace transformers       |inference	|GPU 		| 3.10 (py310)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.1.0-transformers4.37.0-gpu-py310-cu118-ubuntu20.04    |
 |PyTorch 2.0.0 with HuggingFace transformers       |inference	|CPU 		| 3.10 (py310)			|763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference:2.0.0-transformers4.28.1-cpu-py310-ubuntu20.04		    |
@@ -283,25 +296,51 @@ HuggingFace Inference Containers
 HuggingFace Text Generation Inference (TGI) Containers
 ===============================
 
-Please refer to the following pages to view all available versions and tags for GPU and NeuronX containers:
+Please refer to the following pages to view all available versions and tags for GPU containers:
 * [GPU Release Page](https://github.com/aws/deep-learning-containers/releases?q=tgi+AND+gpu&expanded=true)
+
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/sagemaker/en/dlcs/available#llm-tgi).
+
+HuggingFace Text Embeddings Inference (TEI) Containers
+===============================
+
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/sagemaker/dlcs/available#text-embedding-inference).
+
+HuggingFace Neuron Text Generation Inference (TGI) Containers
+===============================
+
+Please refer to the following pages to view all available versions and tags for NeuronX containers:
 * [NeuronX Release Page](https://github.com/aws/deep-learning-containers/releases?q=tgi+AND+neuronx&expanded=true)
 
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/optimum-neuron/en/containers#available-optimum-neuron-containers).
+
 HuggingFace Neuron Inference Containers
 ===============================
 
+Please refer to the following pages to view all available versions and tags for NeuronX containers:
+* [NeuronX Release Page](https://github.com/aws/deep-learning-containers/releases?q=huggingface-pytorch-inference-neuronx+AND+NOT+tgi&expanded=true)
+
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/optimum-neuron/en/containers#available-optimum-neuron-containers).
+
 |Framework                                                         |Neuron SDK Version |Job Type   |Supported EC2 Instance Type |Python Version Options |Example URL                                                                                                                                   |
 |------------------------------------------------------------------|-------------------|-----------|----------------------------|-----------------------|----------------------------------------------------------------------------------------------------------------------------------------------|
 |PyTorch 1.10.2 with Neuron Inference and HuggingFace transformers |Neuron 1.19.1      |inference  |inf1                        |3.7 (py37)             |763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference-neuron:1.10.2-transformers4.20.1-neuron-py37-sdk1.19.1-ubuntu18.04 |
 |PyTorch 1.13.1 with NeuronX Inference and HuggingFace transformers |Neuron 2.15.0      |inference  |inf2/trn1                        |3.10 (py310)             |763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference-neuronx:1.13.1-transformers4.34.1-neuronx-py310-sdk2.15.0-ubuntu20.04 |
 |PyTorch 2.1.2 with NeuronX Inference and HuggingFace transformers |Neuron 2.18.0      |inference  |inf2/trn1                        |3.10 (py310)             |763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-inference-neuronx:2.1.2-transformers4.36.2-neuronx-py310-sdk2.18.0-ubuntu20.04 |
+|PyTorch 2.1.2 with NeuronX Inference and HuggingFace transformers |Neuron 2.20.0      |inference  |inf2/trn1                        |3.10 (py310)             |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 |
 
 HuggingFace Neuron Training Containers
 ===============================
 
+Please refer to the following pages to view all available versions and tags for NeuronX containers:
+* [NeuronX Release Page](https://github.com/aws/deep-learning-containers/releases?q=huggingface-pytorch-training-neuronx+AND+NOT+tgi&expanded=true)
+
+To get the latest one, you can check the Hugging Face [documentation](https://huggingface.co/docs/optimum-neuron/en/containers#available-optimum-neuron-containers).
+
 |Framework                                                         |Neuron SDK Version |Job Type   |Supported EC2 Instance Type |Python Version Options |Example URL                                                                                                                                   |
 |------------------------------------------------------------------|-------------------|-----------|----------------------------|-----------------------|----------------------------------------------------------------------------------------------------------------------------------------------|
 |PyTorch 1.13.1 with NeuronX Training and HuggingFace transformers |Neuron 2.18.0      |training  |trn1                        |3.10 (py310)             |763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training-neuronx:1.13.1-transformers4.36.2-neuronx-py310-sdk2.18.0-ubuntu20.04 |
+|PyTorch 2.1.2 with NeuronX Training and HuggingFace transformers |Neuron 2.20.0      |training  |trn1                        |3.10 (py310)             |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 |
 
 StabilityAI Inference Containers
 ===============================