Merge pull request #137 from gnes-ai/add-hub-readme-2

docs: link gnes hub tutorial to readme

Dockerfiles/alpine.Dockerfile

@@ -19,7 +19,7 @@ RUN apk add --no-cache \
             musl-dev python3-dev py-pgen cython openblas-dev && \
     apk add --no-cache libstdc++ openblas libzmq && \
     ln -s locale.h /usr/include/xlocale.h && \
-    pip install .[http] --no-cache-dir --compile && \
+    pip install . --no-cache-dir --compile && \
     find /usr/lib/python3.7/ -name 'tests' -exec rm -r '{}' + && \
     find /usr/lib/python3.7/site-packages/ -name '*.so' -print -exec sh -c 'file "{}" | grep -q "not stripped" && strip -s "{}"' \; && \
     rm /usr/include/xlocale.h && \

Dockerfiles/buster.Dockerfile

@@ -17,7 +17,7 @@ RUN apt-get update && apt-get install --no-install-recommends -y \
             build-essential \
             python3-dev libopenblas-dev && \
     ln -s locale.h /usr/include/xlocale.h && \
-    pip install .[http] --no-cache-dir --compile && \
+    pip install . --no-cache-dir --compile && \
     rm -rf /tmp/* && rm -rf /gnes && \
     apt-get autoremove && apt-get clean && rm -rf /var/lib/apt/lists/* && \
     rm /usr/include/xlocale.h

Dockerfiles/ubuntu18.Dockerfile

@@ -24,7 +24,7 @@ RUN apt-get update && apt-get install --no-install-recommends -y \
     build-essential python3-dev python3-pip python3-setuptools libopenblas-dev && \
     export LC_ALL=en_US.UTF-8 && export LANG=en_US.UTF-8 && export LC_CTYPE=en_US.UTF-8 && \
     ln -s /usr/bin/python3 python && \
-    pip3 install .[http] --no-cache-dir --compile && \
+    pip3 install . --no-cache-dir --compile && \
     rm -rf /tmp/* && rm -rf /gnes && \
     apt-get autoremove && apt-get clean && rm -rf /var/lib/apt/lists/*
 

README.md

@@ -30,7 +30,7 @@
   <a href="#overview">Overview</a> •
   <a href="#install-gnes">Install</a> •
   <a href="#getting-started">Getting Started</a> •
-  <a href="https://github.com/gnes-ai/hub">GNES Hub</a> •
+  <a href="https://github.com/gnes-ai/hub">Hub</a> •
   <a href="#documentation">Documentation</a> •
   <a href="#tutorial">Tutorial</a> •
   <a href="#contributing">Contributing</a> •
@@ -177,7 +177,7 @@ Note that this will only install a "barebone" version of GNES, consists of **the
 
 > 🚸 Tensorflow, Pytorch and torchvision are not part of GNES installation. Depending on your model, you may have to install them in advance.
 
-Though not recommended, you may install GNES with full dependencies via:
+Though not recommended, you can install GNES with full dependencies via:
 ```bash
 pip install gnes[all]
 ```
@@ -204,6 +204,8 @@ pip install gnes[all]
 </table>
 </details> 
 
+A good way to cherry-pick dependencies is following [the example in GNES Hub](https://github.com/gnes-ai/hub#cherry-picking-dependencies-to-enable-gnes-built-in-models) and building you own GNES image.
+
 Either way, if you end up reading the following message after `$ gnes` or `$ docker run gnes/gnes`, then you are ready to go!
 
 <p align="center">
@@ -605,14 +607,18 @@ The official documentation of GNES is hosted on [doc.gnes.ai](https://doc.gnes.a
 
 - [How to write your GNES YAML config](tutorials/gnes-compose-yaml-spec.md)
 - [How to write a component-wise YAML config](tutorials/component-yaml-spec.md)
-- Understanding preprocessor, encoder, indexer and router
+- [Model management with GNES Hub](https://github.com/gnes-ai/hub#tutorial)
+    * [Porting `PyTorch-Transformers` into GNES](https://github.com/gnes-ai/hub#porting-pytorch-transformers-into-gnes)
+    * [Porting multiple modules in a row](https://github.com/gnes-ai/hub#porting-multiple-modules-in-a-row)
+    * [Cherry-picking dependencies and build your own GNES](https://github.com/gnes-ai/hub#cherry-picking-dependencies-to-enable-gnes-built-in-models)
+- [Understanding preprocessor, encoder, indexer and router](https://hanxiao.github.io/2019/07/29/Generic-Neural-Elastic-Search-From-bert-as-service-and-Go-Way-Beyond/#gnes-preliminaries-breakdown-of-neural-elastic-and-search)
 - Index and query text data with GNES
 - Index and query image data with GNES
 - Index and query video data with GNES
 - Using GNES with Kubernetes
 - Using GNES in other language (besides Python)
 - Serves HTTP-request with GNES in an end-to-end way
-- Model-as-plugin: write your own component
+
 - Migrating from [`bert-as-service`](https://github.com/hanxiao/bert-as-service)
 
 <h2 align="center">Contributing</h2>