refine docs latest tag to make it ready as default. (#2788)

## Summary  ### <samp>🤖 Generated by Copilot at 1715198</samp> This pull request improves the documentation of GraphScope by updating the website's style and layout, fixing some errors and typos, simplifying some titles and sections, and adding a new document on how to develop custom algorithms. It also removes some unused CSS files and changes the GitHub icon.
alibaba · Jun 1, 2023 · c1ef885 · c1ef885
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diff --git a/docs/_static/css/brands.min.css b/docs/_static/css/brands.min.css
diff --git a/docs/_static/css/custom.css b/docs/_static/css/custom.css
@@ -14,3 +14,18 @@ body {
 .sidebar-scroll {
 	margin-bottom: 175px;
 }
+
+.fa.fa-2x {
+    font-size: 36px;
+}
+
+/* Decrease the padding of button block in panels */
+div.card-body.card-body-less-padding {
+    padding: 0.25em;
+}
+
+/* Disable theme toggle */
+div.theme-toggle-container.theme-toggle-content {
+    display: none;
+}
+
diff --git a/docs/_static/css/fontawesome.min.css b/docs/_static/css/fontawesome.min.css
diff --git a/docs/_static/css/regular.min.css b/docs/_static/css/regular.min.css
diff --git a/docs/_static/css/solid.min.css b/docs/_static/css/solid.min.css
diff --git a/docs/_static/css/theme-toggle.css b/docs/_static/css/theme-toggle.css
diff --git a/docs/_static/webfonts/fa-brands-400.ttf b/docs/_static/webfonts/fa-brands-400.ttf
diff --git a/docs/_static/webfonts/fa-brands-400.woff2 b/docs/_static/webfonts/fa-brands-400.woff2
diff --git a/docs/_static/webfonts/fa-regular-400.ttf b/docs/_static/webfonts/fa-regular-400.ttf
diff --git a/docs/_static/webfonts/fa-regular-400.woff2 b/docs/_static/webfonts/fa-regular-400.woff2
diff --git a/docs/_static/webfonts/fa-solid-900.ttf b/docs/_static/webfonts/fa-solid-900.ttf
diff --git a/docs/_static/webfonts/fa-solid-900.woff2 b/docs/_static/webfonts/fa-solid-900.woff2
diff --git a/docs/_static/webfonts/fa-v4compatibility.ttf b/docs/_static/webfonts/fa-v4compatibility.ttf
diff --git a/docs/_static/webfonts/fa-v4compatibility.woff2 b/docs/_static/webfonts/fa-v4compatibility.woff2
diff --git a/docs/_templates/sidebar/rtd-versions.html b/docs/_templates/sidebar/rtd-versions.html
@@ -59,7 +59,7 @@
 
     <hr />
     <small>
-      <span>Hosted by <a href="https://pages.github.com/">Github Pages</a>.</span>
+      <span>Hosted on <a href="https://pages.cloudflare.com/">Cloudflare Pages</a>.</span>
     </small>
   </div>
 </div>

diff --git a/docs/conf.py b/docs/conf.py
@@ -117,8 +117,8 @@
         {
             "name": "GitHub",
             "url": "https://github.com/alibaba/GraphScope",
-            "html": "",
-            "class": "fa fa-solid fa-github fa-2x",
+            "html": "<svg stroke='currentColor' fill='currentColor' stroke-width='0' viewBox='0 0 16 16'><path fill-rule='evenodd' d='M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0 0 16 8c0-4.42-3.58-8-8-8z'></path></svg>",
+            "class": "muted-link",
         },
     ],
 }
@@ -141,14 +141,14 @@
 ]
 
 html_css_files = [
-    "css/brands.min.css",    # font-awesome
-    "css/regular.min.css",    # font-awesome
-    "css/solid.min.css",    # font-awesome
-    "css/fontawesome.min.css",    # font-awesome
+    # "css/brands.min.css",    # font-awesome
+    # "css/regular.min.css",    # font-awesome
+    # "css/solid.min.css",    # font-awesome
+    # "css/fontawesome.min.css",    # font-awesome
     "css/custom.css",
     "css/panels.css",
     "css/rst-versions.css",
-    "css/theme-toggle.css",
+    # "css/theme-toggle.css",
 ]
 
 # generate autosummary pages

diff --git a/docs/deployment/deploy_graphscope_on_self_managed_k8s.md b/docs/deployment/deploy_graphscope_on_self_managed_k8s.md
@@ -1,4 +1,4 @@
-# Deploy GraphScope on K8s cluster
+# Deploy on K8s Cluster
 
 To processing large-scale graph in a distributed environment, GraphScope is designed to be deployed on a Kubernetes(K8s) cluster. 
 

diff --git a/...raphscope_on_existing_vineyard_cluster.md → .../deploy_with_existing_vineyard_cluster.md b/...raphscope_on_existing_vineyard_cluster.md → .../deploy_with_existing_vineyard_cluster.md
@@ -1,4 +1,4 @@
-# Use an existing vineyard cluster with multiple GraphScope sessions
+# Depoly with Existing Vineyard Cluster
 
 If you have already deployed a vineyard cluster, you can easily deploy GraphScope on the existing cluster and reuse the vineyard data such as graph with several GraphScope sessions. This will allow you to load a graph to the existing vineyard cluster and then reuse it with multiple GraphScope sessions, without needing to deploy a separate vineyard cluster for each session.
 

diff --git a/...lopment/how_to_install_in_offline_mode.md → docs/deployment/install_in_offline_env.md b/...lopment/how_to_install_in_offline_mode.md → docs/deployment/install_in_offline_env.md
@@ -1,4 +1,4 @@
-# Install GraphScope in offline mode
+# Install GraphScope in offline environment
 
 Some users may face the problem that they need to install GraphScope on an environment that has no internet access.
 

diff --git a/docs/development/how_to_debugging.md → docs/development/how_to_debug.md b/docs/development/how_to_debugging.md → docs/development/how_to_debug.md
diff --git a/docs/index.rst b/docs/index.rst
@@ -18,7 +18,7 @@ and the vineyard store that offers efficient in-memory data transfers.
 
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Overview
 
    overview/intro
@@ -33,17 +33,18 @@ and the vineyard store that offers efficient in-memory data transfers.
    frequently_asked_questions
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Installation & Deployment
 
    deployment/install_on_local
    deployment/deploy_graphscope_on_self_managed_k8s
-   deployment/deploy_graphscope_on_existing_vineyard_cluster
-   deployment/deploy_graphscope_on_clouds
+   deployment/deploy_with_existing_vineyard_cluster
+   .. deployment/deploy_graphscope_on_clouds
    deployment/deploy_graphscope_with_helm
+   deployment/install_in_offline_env
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Graph Analytical Engine
 
    analytical_engine/getting_started
@@ -52,11 +53,11 @@ and the vineyard store that offers efficient in-memory data transfers.
    analytical_engine/guide_and_examples
    analytical_engine/dev_and_test
    analytical_engine/apis
-   analytical_engine/faqs
+   .. analytical_engine/faqs
 
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Graph Interactive Engine
 
    interactive_engine/getting_started
@@ -68,7 +69,7 @@ and the vineyard store that offers efficient in-memory data transfers.
    interactive_engine/faq.md
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Graph Learning Engine
 
    learning_engine/getting_started
@@ -78,38 +79,38 @@ and the vineyard store that offers efficient in-memory data transfers.
    learning_engine/dev_and_test
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Storage Engine
 
-   storage_engine/getting_started
+   .. storage_engine/getting_started
    storage_engine/grin
    storage_engine/groot
    storage_engine/vineyard
    storage_engine/graphar
    storage_engine/gart
 
 .. toctree::
-   :maxdepth: 2
-   :caption: troubleshooting & utilities
+   :maxdepth: 1
+   :caption: Troubleshooting & Utilities
 
    utilities/how_to_find_logs
-   utilities/monitoring
+   .. utilities/monitoring
    utilities/gs
    utilities/error_codes
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Development
 
    development/dev_guide
    development/code_style_guide
    development/how_to_test
+   .. development/how_to_debug
    development/how_to_contribute
-   development/how_to_debugging
-   development/how_to_install_in_offline_mode
+
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
    :caption: Reference
 
    reference/python_index

diff --git a/docs/overview/getting_started.md b/docs/overview/getting_started.md
@@ -203,7 +203,7 @@ train_gcn(lg, node_type="paper", edge_type="cites",
 ````
 
 
-## Graph Interactive Query Quick Start
+## Graph Analytical Task Quick Start
 
 
 The installed `graphscope` package includes everything you need to analyze a graph on your local machine. If you have a graph analytical job that needs to run iterative algorithms, it works well with `graphscope`.
@@ -236,8 +236,12 @@ print(ret.to_dataframe(selector={'id': 'v.id', 'distance': 'r'})
 ```
 ````
 
+## Graph Interactive Query Quick Start
+
+TODO(Robin):
+
 ## Graph Learning Quick Start
 
-TBF
+TODO(LiSu):
 
 
diff --git a/docs/utilities/how_to_find_logs.md b/docs/utilities/how_to_find_logs.md
@@ -1,6 +1,7 @@
 # How to Find logs
 
-By default, GraphScope is usually running in a silent mode following the convention of Python applications. To enable verbose logging, turn on by:
+By default, GraphScope is running in a silent mode following the convention of Python applications. 
+To enable verbose logging, turn it on by this command after importing `graphscope`.
 
 ```python
 >>> import graphscope
@@ -26,9 +27,9 @@ $ kubectl describe pod <pod_name>
 $ kubectl logs -f <pod_name>
 ```
 
-### Find logs for Graph Analytical Engine (GAE)
+### Find logs for GraphScope Analytical Engine (GAE)
 
-Within the k8s environment, all logs for Graph Analytical Engine (GAE) are consolidated into the coordinator pod. Therefore, you can view GAE logs by using the command:
+Within the k8s environment, all logs for the analytical engine (GAE) are consolidated into the coordinator pod. Therefore, you can view GAE logs by using the command:
 
 ```shell
 $ kubectl logs -f coordinator-syoove-79b44f7b58-ctmqb