applied feedback from review, removed docker/benchmark/deployment

Author: philschmid

CONTRIBUTING.md

@@ -1,19 +1,3 @@
-<!--  
-Copyright 2021 The HuggingFace Team, Amazon.com, Inc. or its affiliates. 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. 
--->
-
 # How to contribute to transformers?
 
 Everyone is welcome to contribute, and we value everybody's contribution. Code
@@ -78,6 +62,6 @@ If you discover a potential security issue in this project we ask that you notif
 
 ## Licensing
 
-See the [LICENSE](https://github.com/huggingface/sagemaker_huggingface_inference_toolkit/blob/master/LICENSE) file for our project's licensing. We will ask you to confirm the licensing of your contribution.
+See the [LICENSE](https://github.com/aws/sagemaker-huggingface-inference-toolkit/blob/main/LICENSE) file for our project's licensing. We will ask you to confirm the licensing of your contribution.
 
 We may ask you to sign a [Contributor License Agreement (CLA)](http://en.wikipedia.org/wiki/Contributor_License_Agreement) for larger changes.

LICENSE

@@ -1,4 +1,3 @@
-Copyright 2018- The Hugging Face team, Amazon.com, Inc. or its affiliates. All Rights Reserved.
 
                                  Apache License
                            Version 2.0, January 2004
@@ -173,31 +172,4 @@ Copyright 2018- The Hugging Face team, Amazon.com, Inc. or its affiliates. All R
       of any other Contributor, and only if You agree to indemnify,
       defend, and hold each Contributor harmless for any liability
       incurred by, or claims asserted against, such Contributor by reason
-      of your accepting any such warranty or additional liability.
-
-   END OF TERMS AND CONDITIONS
-
-   APPENDIX: How to apply the Apache License to your work.
-
-      To apply the Apache License to your work, attach the following
-      boilerplate notice, with the fields enclosed by brackets "[]"
-      replaced with your own identifying information. (Don't include
-      the brackets!)  The text should be enclosed in the appropriate
-      comment syntax for the file format. We also recommend that a
-      file or class name and description of purpose be included on the
-      same "printed page" as the copyright notice for easier
-      identification within third-party archives.
-
-   Copyright [yyyy] [name of copyright owner]
-
-   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.
+      of your accepting any such warranty or additional liability.

README.md

@@ -1,18 +1,3 @@
-<!---
-Copyright 2021 The HuggingFace Team, Amazon.com, Inc. or its affiliates. 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.
--->
 <div style="display:flex; text-align:center;">
 <img src="https://huggingface.co/front/assets/huggingface_logo.svg" width="100"/> 
 <img src="https://github.com/aws/sagemaker-inference-toolkit/raw/master/branding/icon/sagemaker-banner.png" width="450"/>
@@ -62,8 +47,8 @@ huggingface_model.deploy(initial_instance_count=1,instance_type="ml.m5.xlarge")
 ```
 
 
-**Create a Amazon SageMaker endpoint with a model from the [🤗 Hub](https://huggingface.co/models).**
-
+**Create a Amazon SageMaker endpoint with a model from the [🤗 Hub](https://huggingface.co/models).**  
+_note: This is an experimental feature, where the model will be loaded after the endpoint is created. Not all sagemaker features are supported, e.g. MME_
 ```python
 from sagemaker.huggingface import HuggingFaceModel
 # Hub Model configuration. https://huggingface.co/models
@@ -149,15 +134,11 @@ The custom module can override the following methods:
 ---
 ## 🤝 Contributing
 
-Please read
-`CONTRIBUTING.md <https://github.com/aws/sagemaker-pytorch-container/blob/master/CONTRIBUTING.md>`__
+Please read [CONTRIBUTING.md](https://github.com/aws/sagemaker-huggingface-inference-toolkit/blob/main/CONTRIBUTING.md)
 for details on our code of conduct, and the process for submitting pull
 requests to us.
 
 ---
 ## 📜  License
 
-
-SageMaker PyTorch Serving Container is licensed under the Apache 2.0 License. It is copyright 2018 Amazon
-.com, Inc. or its affiliates. All Rights Reserved. The license is available at:
-http://aws.amazon.com/apache2.0/
+SageMaker Hugging Face Inference Toolkit is licensed under the Apache 2.0 License.