[documentation] Add Container overview page. (#481)

* add new overview

* latest only

* fix code intents

* correct versions

docs/source/_toctree.yml

@@ -5,6 +5,8 @@
     title: Installation
   - local: quickstart
     title: Quickstart
+  - local: containers
+    title: Optimum Containers
   - sections:
     - local: tutorials/overview
       title: Overview

docs/source/containers.mdx

@@ -0,0 +1,29 @@
+<!--Copyright 2023 The HuggingFace Team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
+the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
+an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
+specific language governing permissions and limitations under the License.
+-->
+
+# Optimum Neuron Container 
+
+We provide pre-built Optimum Neuron containers for Amazon SageMaker. These containers come with all of the Hugging Face libraries and dependencies pre-installed, so you can start using them right away.
+We have containers for training and inference, and optimized text generation containers with TGI. The table is up to date and only includes the latest versions of each container. You can find older versions in the [Deep Learning Container Release Notes](https://github.com/aws/deep-learning-containers/releases?q=hf-neuronx&expanded=true)
+
+We recommend using the `sagemaker` Python SDK to retrieve the image URI for the container you want to use. 
+
+## Available Optimum Neuron Containers
+
+| Type                       | Optimum Version | Image URI                                   |
+|-----------------------------|-----------------|---------------------------------------------|
+| Training  | 0.0.13           | `763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-training-neuronx:1.13.1-neuronx-py310-sdk2.15.0-ubuntu20.04`   |
+| Inference      | 0.0.13           | `763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-inference-neuronx:1.13.1-neuronx-py310-sdk2.15.0-ubuntu20.04`      |
+| Text Generation Inference        | 0.0.17           | `763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-tgi-inference:1.13.1-optimum0.0.17-neuronx-py310-ubuntu22.04`        |
+
+
+Please replace `763104351884` with the correct [AWS account ID](https://github.com/aws/sagemaker-python-sdk/blob/master/src/sagemaker/image_uri_config/huggingface-neuronx.json) and `region` with the AWS region you are working in.