[docs] Rename Workbook References to Notebook (#1212)

[docs] Rename Workbook References to Notebook

Updated text references and hyperlinks from Workbook to Notebook.

Will need to update images.

---
[//]: # (BEGIN SAPLING FOOTER)
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[ReviewStack](https://reviewstack.dev/lastmile-ai/aiconfig/pull/1212).
* __->__ #1212
* #1211

aiconfig-docs/docs/gradio-workbook.md → aiconfig-docs/docs/gradio-notebook.md

@@ -6,35 +6,37 @@ import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 import constants from '@site/core/tabConstants';
 
-# Gradio Workbooks
+# Gradio Notebooks
 
-[Gradio Workbooks](https://huggingface.co/spaces/lastmileai/gradio-workbook-template) is a Gradio custom component that creates a notebook playground on Hugging Face Spaces with only [8-lines of code](https://huggingface.co/spaces/lastmileai/gradio-workbook-template/blob/main/app.py)! 
+[Gradio Notebook](https://huggingface.co/spaces/lastmileai/gradio-notebook-template) is a Gradio custom component that creates a notebook playground on Hugging Face Spaces with only [8-lines of code](https://huggingface.co/spaces/lastmileai/gradio-notebook-template/blob/main/app.py)!
 
 You can:
-* Use any model, and a combination of models, in a single space
-* Play around with models in any format (text, audio image) and ordering
-* Share Space output results with friends
+
+- Use any model, and a combination of models, in a single space
+- Play around with models in any format (text, audio image) and ordering
+- Share Space output results with friends
 
 <div align="center">
   <picture>
-    <img alt="workbook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/1af66044-5eea-497c-964d-110933386154" width="600"/>
+    <img alt="notebook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/1af66044-5eea-497c-964d-110933386154" width="600"/>
   </picture>
 </div>
 <br/>
 
 ## Quickstart
 
-### 1. Create a new Space with Gradio Workbooks
+### 1. Create a new Space with Gradio Notebooks
 
-- **Option 1: Start with a template**. Duplicate the [Gradio Workbook Quickstart Space](https://huggingface.co/spaces/lastmileai/gradio-workbook-template).
+- **Option 1: Start with a template**. Duplicate the [Gradio Notebook Quickstart Space](https://huggingface.co/spaces/lastmileai/gradio-notebook-template).
 - **Option 2: Create from scratch**. Create a [new Gradio SDK Space](https://huggingface.co/new-space) and add these files to your Space repo. To add files to your Space repo, you can do so through the [Web UI](https://huggingface.co/docs/hub/repositories-getting-started#adding-files-to-a-repository-web-ui) or [terminal](https://huggingface.co/docs/hub/repositories-getting-started#terminal).
-  - [app.py](https://huggingface.co/spaces/lastmileai/gradio-workbook-template/blob/main/app.py)
-  - [requirements.txt](https://huggingface.co/spaces/lastmileai/gradio-workbook-template/blob/main/requirements.txt)
+  - [app.py](https://huggingface.co/spaces/lastmileai/gradio-notebook-template/blob/main/app.py)
+  - [requirements.txt](https://huggingface.co/spaces/lastmileai/gradio-notebook-template/blob/main/requirements.txt)
 
 ### 2. Design your Space
+
 Use the playground UI in your space to setup your models and prompts that you want on your space.
 
-- **Add a new cell with '+'.** Gradio Workbooks are made up cells. Each cell allows you to prompt a specific model.
+- **Add a new cell with '+'.** Gradio Notebooks are made up cells. Each cell allows you to prompt a specific model.
 - **Select the model for your cell.** First, choose the [Hugging Face Task](#supported-models) for this cell. Then, click on the Cell Settings panel to select a model for that task. The model needs to available on the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index) - check the model card on Hugging Face.
 - **Note: Edits/changes won’t save automatically.** Refreshing the page will lose your edits.
 
@@ -54,35 +56,35 @@ Anyone who now visits your Space will see the state represented by `my_app.aicon
 
 ## Features
 
-### Gradio Workbook Structure
+### Gradio Notebook Structure
 
-Gradio Workbooks are inspired by [Jupyter notebooks](https://jupyter.org/). Each workbook is made up of cells. The cell is associated with a model and running the cell executes it with your prompt.
+Gradio Notebooks are inspired by [Jupyter notebooks](https://jupyter.org/). Each Notebook is made up of cells. The cell is associated with a model and running the cell executes it with your prompt.
 
 <div align="center">
   <picture>
-    <img alt="workbook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/85c9953f-0cf6-4d0c-84bf-5fffa4e5bcf5" width="800"/>
+    <img alt="notebook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/85c9953f-0cf6-4d0c-84bf-5fffa4e5bcf5" width="800"/>
   </picture>
 </div>
 
 ### Parameters
 
-Parameters are variables that you can define and pass into any cell within your workbook. You can set both **global parameters** and **local parameters**.
+Parameters are variables that you can define and pass into any cell within your notebook. You can set both **global parameters** and **local parameters**.
 
 For example, the prompt `"A large, friendly {{animal}} wearing a {{color}} hat"` generates the following images for different parameters:
 
 <div align="center">
   <picture>
-    <img alt="workbook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/9a7a11fe-6cc0-44f2-b7a3-c2efca87079b" width="600"/>
+    <img alt="notebook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/9a7a11fe-6cc0-44f2-b7a3-c2efca87079b" width="600"/>
   </picture>
 </div>
 
 #### Global Parameters
 
-You can set global parameters for your entire workbook. Click on **Global Parameters {}** on the top of your workbook and set your global parameters that can be used in any cell of the workbook.
+You can set global parameters for your entire notebook. Click on **Global Parameters {}** on the top of your notebook and set your global parameters that can be used in any cell of the notebook.
 
 <div align="center">
   <picture>
-    <img alt="workbook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/631f33ac-cf66-4e40-a7aa-c28d37b2ffad" width="800"/>
+    <img alt="notebook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/631f33ac-cf66-4e40-a7aa-c28d37b2ffad" width="800"/>
   </picture>
 </div>
 
@@ -92,44 +94,44 @@ You can set local parameters that only apply to the cell you are in. Click on th
 
 <div align="center">
   <picture>
-    <img alt="workbook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/0935ac7c-5e68-42f1-befe-e279b027cac8" width="800"/>
+    <img alt="notebook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/0935ac7c-5e68-42f1-befe-e279b027cac8" width="800"/>
   </picture>
 </div>
 
 ### Chaining
 
-You can reference the output from one cell in another cell. This allows you to create complex, interconnected workflows within your workbook.
+You can reference the output from one cell in another cell. This allows you to create complex, interconnected workflows within your notebook.
 
 The image_gen prompt below uses the output of the prompt_1 using handlebars syntax
 (e.g `{{prompt_1.output}}`)
 
 <div align="center">
   <picture>
-    <img alt="workbook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/78636283-79d3-43b9-ab13-d0cd1513b38f" width="800"/>
+    <img alt="notebook" src="https://github.com/lastmile-ai/aiconfig/assets/81494782/78636283-79d3-43b9-ab13-d0cd1513b38f" width="800"/>
   </picture>
 </div>
 
 ### Download
 
 Click **Download** to download the `aiconfig.json` file that captures the current state of your Space. Example Space and corresponding `aiconfig.json` file:
 
-- [Gradio Workbook Space](https://huggingface.co/spaces/lastmileai/ai_story_generator)
+- [Gradio notebook Space](https://huggingface.co/spaces/lastmileai/ai_story_generator)
 - [my_app.aiconfig.json](https://huggingface.co/spaces/lastmileai/ai_story_generator/blob/main/story_gen.aiconfig.json)
 
 Reasons for Downloading:
 
 1. **Lock in edits to your Space.** Refreshing your Space does not save changes. You need to upload the downloaded `aiconfig.json` file to your Space repo to lock in the state. Make sure you name your `aiconfig.json` file as `my_app.aiconfig.json` - it’s referenced in `app.py`.
 2. **Build apps inspired by your Space.** HuggingFace Spaces offer cool demos, but building an app with the tested models and prompts is challenging. However, by downloading the `aiconfig.json` file, you can use the prompts (and models) from your Space in your code with the [AIConfig SDK](https://github.com/lastmile-ai/aiconfig).
 
-### Share Workbook
+### Share Norkbook
 
-Click **Share Workbook** to get a link to a read-only copy of your Space to share with the rest of the world!
+Click **Share Notebook** to get a link to a read-only copy of your Space to share with the rest of the world!
 
 ![sharing](https://github.com/lastmile-ai/aiconfig/assets/81494782/ceadc825-9df3-4192-b033-117ee1d40590)
 
 ### Build apps inspired by Spaces
 
-You can easily build generative apps inspired by your work in Gradio Workbook Spaces! Both Space creators and Space viewers can download the `aiconfig.json` file to capture the state of their Space.
+You can easily build generative apps inspired by your work in Gradio Notebook Spaces! Both Space creators and Space viewers can download the `aiconfig.json` file to capture the state of their Space.
 
 Use the `aiconfig.json` file in your code with the [AIConfig SDK](https://github.com/lastmile-ai/aiconfig) in 2 lines.
 
@@ -142,7 +144,7 @@ model_output = await config.run('prompt_1')
 
 ## Supported Models
 
-- **Gradio Workbooks support models which use the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).** [Hugging Face Tasks](https://huggingface.co/tasks) that are supported:
+- **Gradio Notebooks support models which use the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).** [Hugging Face Tasks](https://huggingface.co/tasks) that are supported:
   - [Text Generation](https://huggingface.co/tasks/text-generation)
   - [Summarization](https://huggingface.co/tasks/summarization)
   - [Translation](https://huggingface.co/tasks/translation)