GITBOOK-111: No subject

Author: Moloejoe

pgml-cms/docs/.gitbook/assets/chatbot_flow.png

@@ -60,7 +60,8 @@
 ## Use Cases
 
 * [OpenSourceAI](use-cases/opensourceai.md)
-* [Chatbots](use-cases/chatbots.md)
+* [Chatbots](use-cases/chatbots/README.md)
+  * [Example Application](use-cases/chatbots/chatbots.md)
 * [Search](use-cases/improve-search-results-with-machine-learning.md)
 * [Embeddings](use-cases/embeddings/README.md)
   * [Generating LLM embeddings with open source models](use-cases/embeddings/generating-llm-embeddings-with-open-source-models-in-postgresml.md)

pgml-cms/docs/.gitbook/assets/embedding_king.png

@@ -63,15 +63,16 @@ To install the necessary Python packages into a virtual environment, use the `vi
 ```bash
 virtualenv pgml-venv && \
 source pgml-venv/bin/activate && \
-pip install -r requirements.linux.txt
+pip install -r requirements.txt && \
+pip install -r requirements-xformers.txt --no-dependencies
 ```
 {% endtab %}
 
 {% tab title="Globally" %}
 Installing Python packages globally can cause issues with your system. If you wish to proceed nonetheless, you can do so:
 
 ```bash
-pip3 install -r requirements.linux.txt
+pip3 install -r requirements.txt
 ```
 {% endtab %}
 {% endtabs %}

pgml-cms/docs/.gitbook/assets/embeddings_tokens.png

@@ -2,7 +2,7 @@
 description: CLI tool to build and deploy chatbots
 ---
 
-# Chatbots
+# Example Application
 
 Introduction
 
@@ -135,7 +135,7 @@ If you have set up the Slack app correctly, you should see the following output:
 
 Once the slack app is running, you can interact with the chatbot on Slack as shown below. In the example here, name of the bot is `PgBot`. This app responds only to direct messages to the bot.
 
-<figure><img src="../.gitbook/assets/chatbot_slack.png" alt=""><figcaption></figcaption></figure>
+<figure><img src="../../.gitbook/assets/chatbot_slack.png" alt=""><figcaption></figcaption></figure>
 
 #### Discord
 
@@ -159,4 +159,4 @@ If you have set up the Discord app correctly, you should see the following outpu
 
 Once the discord app is running, you can interact with the chatbot on Discord as shown below. In the example here, name of the bot is `pgchat`. This app responds only to direct messages to the bot.
 
-<figure><img src="../.gitbook/assets/chatbot_discord.png" alt=""><figcaption></figcaption></figure>
+<figure><img src="../../.gitbook/assets/chatbot_discord.png" alt=""><figcaption></figcaption></figure>