diff --git a/README.md b/README.md index a54eab47..13adcb87 100644 --- a/README.md +++ b/README.md @@ -31,10 +31,11 @@

HighlightsOverview • - Install • - Getting Started • - Usage • - Tutorials • + Install • + Quick Start • + Documentation • + Tutorial • + ContributingRelease Notes

@@ -56,7 +57,7 @@ GNES enables large-scale index and semantic search for text-to-text, image-to-im GNES is all-in-microservice! Encoder, indexer, preprocessor and router are all running in their own containers. They communicate via versioned APIs and collaborate under the orchestration of Docker Swarm/Kubernetes etc. Scaling, load-balancing, automated recovering, they come off-the-shelf in GNES. - How long would it take to deploy a change that involves just changing the encoder from BERT to ELMO or switching a layer in VGG? In GNES, this is just one line change in a YAML file. We abstract the encoding and indexing logic to a YAML config, so that you can change or stack encoders and indexers without even touching the codebase. + How long would it take to deploy a change that involves just switching a layer in VGG? In GNES, this is just one line change in a YAML file. We abstract the encoding and indexing logic to a YAML config, so that you can change or stack encoders and indexers without even touching the codebase. Taking advantage of fast-evolving AI/ML/NLP/CV communities, we learn from best-of-breed deep learning models and plug them into GNES, making sure you always enjoy the state-of-the-art performance. @@ -81,7 +82,7 @@ GNES enables large-scale index and semantic search for text-to-text, image-to-im There are two ways to get GNES, either as a Docker image or as a PyPi package. -:white_check_mark: For cloud users, we **highly recommend using GNES via Docker image**. +✅ For cloud users, we **highly recommend using GNES via Docker image**. ## Run GNES as a Docker Container @@ -104,7 +105,7 @@ docker pull ccr.ccs.tencentyun.com/gnes/gnes:latest docker run ccr.ccs.tencentyun.com/gnes/gnes:latest --help ``` -> :bulb: Please note that version `latest` refers to the latest master of this repository, which is [mutable and may not always be a stable](./CONTRIBUTING.md#Merging-Process). Therefore, we recommend you to use an official release by changing the `latest` to a version tag, say `v0.0.24`. +> 💡 Please note that version `latest` refers to the latest master of this repository, which is [mutable and may not always be a stable](./CONTRIBUTING.md#Merging-Process). Therefore, we recommend you to use an official release by changing the `latest` to a version tag, say `v0.0.24`. ## Install GNES via `pip` @@ -120,7 +121,7 @@ To enable the full functionalities and dependencies, you may install GNES via: pip install gnes[all] ``` -:cherries: Or cherry-picking the dependencies according to the table below: +🍒 Or cherry-picking the dependencies according to the table below:
List of cherry-picked dependencies (click to expand...) @@ -242,13 +243,12 @@ TBA TBA -

:book: Documentation

+

Documentation

[![ReadTheDoc](https://readthedocs.org/projects/gnes/badge/?version=latest&style=for-the-badge)](https://doc.gnes.ai) The official documentation of GNES is hosted on [doc.gnes.ai](https://doc.gnes.ai/). It is automatically built, updated and archived on every new release. -

Tutorial

TBA