From 64b9abb64c27b2fe89153dc78352d5c04b8c55fb Mon Sep 17 00:00:00 2001
From: Wei Ji <23487320+weiji14@users.noreply.github.com>
Date: Mon, 16 Oct 2023 00:14:56 +1300
Subject: [PATCH] :art: Add figure showing xbatcher's features for slicing
 n-dim arrays

Illustration of xbatcher's features of slicing multi-dimensional arrays on-the-fly with named variables, useful for e.g. time-series or multi-variate oceanography / climate model outputs. Diagram on the left shows how a datacube is sliced, and code block on the right shows how regular slicing code compares to xbatcher.

At the bottom, more features are mentioned such as lazy loading, xarray acessors, and the experiment cache mechanism. Also mentioned upcoming roadmap like shuffling/sampling utilities and async loading of batches.
---
 README.md                                |    1 +
 figures/README.md                        |    1 +
 figures/xbatcher_ndim_slicing.excalidraw | 5254 ++++++++++++++++++++++
 3 files changed, 5256 insertions(+)
 create mode 100644 figures/xbatcher_ndim_slicing.excalidraw

diff --git a/README.md b/README.md
index d73ed07..d701f69 100644
--- a/README.md
+++ b/README.md
@@ -38,6 +38,7 @@ about the challenges and ideas on scaling machine learning in the geosciences
 with the [Pangeo ML Working Group](https://pangeo.io/meeting-notes.html#working-group-meetings).
 
 [![NVIDIA GPUDirect Storage schematic](https://github.com/weiji14/foss4g2023oceania/assets/23487320/b339605a-492b-4c5c-8a06-b14ebcd258b7)](https://github.com/weiji14/foss4g2023oceania/pull/6)
+[![xbatcher n-dimensional slicing](https://github.com/weiji14/foss4g2023oceania/assets/23487320/38af26ca-83ea-4798-be7f-95608ad56df0)](https://github.com/weiji14/foss4g2023oceania/pull/8)
 
 # Getting started
 
diff --git a/figures/README.md b/figures/README.md
index af664cb..fd9e569 100644
--- a/figures/README.md
+++ b/figures/README.md
@@ -6,6 +6,7 @@ Folder to store all the figures used in the presentation.
 
 - [Pangeo ML Ecosystem 2023 diagram](foss4g2023oceania_pangeo_ml_talk.excalidraw) | https://excalidraw.com/#json=Z0T6mFgNZnFSjN3rs349O,YdPkNNwey7rS5OtWgvSkyQ
 - [NVIDIA GPU Direct Storage](nvidia_gpu_direct_storage.excalidraw) | https://excalidraw.com/#json=PBEuODqMxdJFVxGrgLzkP,ZAGNmAF2OJmxeq_nIDbPEA
+- [xbatcher n-dimensional slicing](xbatcher_ndim_slicing.excalidraw) | https://excalidraw.com/#json=4iuB5hMt9ihbLNrN8Pirw,Ktfz9P8oHqQS5IJrBzoC8A
 
 ## Logos
 
diff --git a/figures/xbatcher_ndim_slicing.excalidraw b/figures/xbatcher_ndim_slicing.excalidraw
new file mode 100644
index 0000000..300bcf4
--- /dev/null
+++ b/figures/xbatcher_ndim_slicing.excalidraw
@@ -0,0 +1,5254 @@
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