change repo name (#2)

change repo name

README.md

@@ -1,4 +1,4 @@
-# Scale Python Data Science
+# Scalable Data Science with Python
 
 Open Source, Pythonic, Distributed Programming Book for Next-Generation Data Science and AI Applications
 

ch-dask/task-graph-partitioning.ipynb

@@ -531,6 +531,10 @@
     "\n",
     "If data blocks are too large, Dask Workers are prone to running out of memory (OOM) because an individual Dask Worker cannot handle the large data block. When faced with OOM, Dask spills some data to disk. If the computation still cannot be completed after spilling, the Dask Worker may be restarted, potentially leading to repeated restarts.\n",
     "\n",
+    "### Iterative Algorithms\n",
+    "\n",
+    "Iterative algorithms typically use loops, i.e., the current iteration depends on the data from the previous iterations. Dask's Task Graph does not handle iterative algorithms well. Each data dependency adds a directed edge to the Task Graph, which can make the Task Graph very large and cause slow execution speed. For example, many machine learning algorithms and SQL JOIN operations are based on iterative algorithms.\n",
+    "\n",
     "## Setting the Right Data Block Size\n",
     "\n",
     "In summary, when partitioning data into blocks, the size should neither be too large nor too small. There is no one-size-fits-all setting in Dask, and developers need to adjust based on their data and monitor Dask's dashboard or logs."

conf.py

@@ -8,7 +8,7 @@
 external_toc_exclude_missing = True
 external_toc_path = '_toc.yml'
 html_baseurl = ''
-html_favicon = ''
+html_favicon = "_static/logo.ico"
 html_logo = 'logo.svg'
 html_sourcelink_suffix = ''
 html_theme = 'sphinx_book_theme'
@@ -24,25 +24,25 @@
     'path_to_docs': 'docs', 
 
     'path_to_docs': './', 
-    'repository_url': 'https://github.com/godaai/distributed-python-en', 
+    'repository_url': 'https://github.com/godaai/scale-py', 
     'repository_branch': 'main',
     'icon_links': [
         {
             "name": "中文版",
-            "url": "https://dp.godaai.org/",  # required
+            "url": "https://scale-py.godaai.org/",  # required
             "icon": "fa fa-language",
             "type": "fontawesome",
         },
         {
             "name": "GitHub",
-            "url": "https://github.com/godaai/distributed-python-en",
-            "icon": "https://img.shields.io/github/stars/godaai/distributed-python-en?style=for-the-badge",
+            "url": "https://github.com/godaai/scale-py",
+            "icon": "https://img.shields.io/github/stars/godaai/scale-py?style=for-the-badge",
             "type": "url",
         },
     ],
     'extra_footer': '', 
     'home_page_in_toc': True, 
-    'announcement': "If you find this tutorial helpful, please star our <a href=\"https://github.com/godaai/distributed-python-en\">GitHub</a> repo!", 
+    'announcement': "If you find this tutorial helpful, please star our <a href=\"https://github.com/godaai/scale-py\">GitHub</a> repo!", 
     'analytics': {'google_analytics_id': ''}, 
     'use_repository_button': True, 
     'use_edit_page_button': False, 

contribute/build.md

@@ -11,7 +11,7 @@ Please refer to the [Style Guide](style.md) for guidelines on the formatting and
 Refer to the [Git Tutorial](https://git-scm.com/book/en/v2/Distributed-Git-Contributing-to-a-Project) to create a Fork and clone the code repository to your local machine.
 
 ```bash
-git clone https://github.com/godaai/distributed-python-en.git
+git clone https://github.com/<username>/scale-py.git
 ```
 
 ## Environment Setup

index.md

@@ -1,4 +1,4 @@
-# Scale Python Data Science
+# Scalable Data Science with Python
 
 ::::{grid} 2
 :reverse:
@@ -19,7 +19,7 @@ Open-source, Pythonic, Distributed Programming Book for Next-Generation Data Sci
 
 % The SVG rendering breaks latex builds for the GitHub badge, so only include in HTML
 ```{only} html
-[![](https://img.shields.io/github/stars/godaai/distributed-python-en?style=for-the-badge)](https://github.com/godaai/distributed-python-en)
+[![](https://img.shields.io/github/stars/godaai/scale-py?style=for-the-badge)](https://github.com/godaai/scale-py)
 ```
 
 :::