From 64cecb4931ed903be521336643c5f80b08114793 Mon Sep 17 00:00:00 2001
From: Suryansh <58465650+drk1rd@users.noreply.github.com>
Date: Sun, 8 Oct 2023 22:07:00 +0530
Subject: [PATCH] Update How-to-train-on-other-documentation.md

---
 .../Guides/How-to-train-on-other-documentation.md  | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/pages/Guides/How-to-train-on-other-documentation.md b/docs/pages/Guides/How-to-train-on-other-documentation.md
index 9f4e5032..aef6f008 100644
--- a/docs/pages/Guides/How-to-train-on-other-documentation.md
+++ b/docs/pages/Guides/How-to-train-on-other-documentation.md
@@ -5,18 +5,18 @@ This AI can use any documentation, but first it needs to be prepared for similar
 
 Start by going to `/scripts/` folder.
 
-If you open this file you will see that it uses RST files from the folder to create a `index.faiss` and `index.pkl`. 
+If you open this file, you will see that it uses RST files from the folder to create a `index.faiss` and `index.pkl`. 
 
-It currently uses OPEN_AI to create vector store, so make sure your documentation is not too big. Pandas cost me around 3-4$.
+It currently uses OPEN_AI to create the vector store, so make sure your documentation is not too big. Pandas cost me around $3-$4.
 
-You can usually find documentation on github in `docs/` folder for most open-source projects.
+You can usually find documentation on Github in `docs/` folder for most open-source projects.
 
 ### 1. Find documentation in .rst/.md and create a folder with it in your scripts directory
 Name it `inputs/`  
 Put all your .rst/.md files in there  
 The search is recursive, so you don't need to flatten them
 
-If there are no .rst/.md files just convert whatever you find to txt and feed it. (don't forget to change the extension in script)
+If there are no .rst/.md files just convert whatever you find to .txt and feed it. (don't forget to change the extension in script)
 
 ### 2. Create .env file in `scripts/` folder
 And write your OpenAI API key inside
@@ -32,7 +32,7 @@ It will tell you how much it will cost
 
 
 ### 5. Run web app
-Once you run it will use new context that is relevant to your documentation
+Once you run it will use new context that is relevant to your documentation  
 Make sure you select default in the dropdown in the UI
 
 ## Customization 
@@ -41,7 +41,7 @@ You can learn more about options while running ingest.py by running:
 `python ingest.py --help`
 |              Options             |                                                                                                                                |
 |:--------------------------------:|:------------------------------------------------------------------------------------------------------------------------------:|
-|            **ingest**            | Runs 'ingest' function converting documentation to Faiss plus Index format                                                  |
+|            **ingest**            | Runs 'ingest' function, converting documentation to Faiss plus Index format                                                  |
 | --dir TEXT                       | List of paths to directory for index creation. E.g. --dir inputs --dir inputs2 [default: inputs]                               |
 | --file TEXT                      | File paths to use (Optional; overrides directory) E.g. --files inputs/1.md --files inputs/2.md                                 |
 | --recursive / --no-recursive     | Whether to recursively search in subdirectories [default: recursive]                                                           |
@@ -56,4 +56,4 @@ You can learn more about options while running ingest.py by running:
 |                                  |                                                                                                                                |
 |            **convert**           | Creates documentation in .md format from source code                                                                           |
 | --dir TEXT                       | Path to a directory with source code. E.g. --dir inputs [default: inputs]                                                      |
-| --formats TEXT                   | Source code language from which to create documentation. Supports py, js and java.  E.g. --formats py [default: py]            |
\ No newline at end of file
+| --formats TEXT                   | Source code language from which to create documentation. Supports py, js and java.  E.g. --formats py [default: py]            |