Improve manuals (#19)

* Rename Admin -> Resources
* Improve ui
* Update docs

docs/index.md

@@ -7,90 +7,6 @@ This page is intended for end users who want to use the `kotaemon` tool for Ques
 Download and upzip the latest version of `kotaemon` by clicking this
 [link](https://github.com/Cinnamon/kotaemon/archive/refs/heads/main.zip).
 
-## Choose what model to use
-
-The tool uses Large Language Model (LLMs) to perform various tasks in a QA pipeline. So
-prior to running, you need to provide the application with access to the LLMs you want
-to use.
-
-Please edit the `.env` file with the information needed to connect to the LLMs. You only
-need to provide at least one. However, tt is recommended that you include all the LLMs
-that you have access to, you will be able to switch between them while using the
-application.
-
-Currently, the following providers are supported:
-
-### OpenAI
-
-In the `.env` file, set the `OPENAI_API_KEY` variable with your OpenAI API key in order
-to enable access to OpenAI's models. There are other variables that can be modified,
-please feel free to edit them to fit your case. Otherwise, the default parameter should
-work for most people.
-
-```shell
-OPENAI_API_BASE=https://api.openai.com/v1
-OPENAI_API_KEY=<your OpenAI API key here>
-OPENAI_CHAT_MODEL=gpt-3.5-turbo
-OPENAI_EMBEDDINGS_MODEL=text-embedding-ada-002
-```
-
-### Azure OpenAI
-
-For OpenAI models via Azure platform, you need to provide your Azure endpoint and API
-key. Your might also need to provide your developments' name for the chat model and the
-embedding model depending on how you set up Azure development.
-
-```shell
-AZURE_OPENAI_ENDPOINT=
-AZURE_OPENAI_API_KEY=
-OPENAI_API_VERSION=2024-02-15-preview
-AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-35-turbo
-AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT=text-embedding-ada-002
-```
-
-### Local models
-
-- Pros:
-  - Privacy. Your documents will be stored and process locally.
-  - Choices. There are a wide range of LLMs in terms of size, domain, language to choose
-    from.
-  - Cost. It's free.
-- Cons:
-  - Quality. Local models are much smaller and thus have lower generative quality than
-    paid APIs.
-  - Speed. Local models are deployed using your machine so the processing speed is
-    limited by your hardware.
-
-#### Find and download a LLM
-
-You can search and download a LLM to be ran locally from the [Hugging Face
-Hub](https://huggingface.co/models). Currently, these model formats are supported:
-
-- GGUF
-
-You should choose a model whose size is less than your device's memory and should leave
-about 2 GB. For example, if you have 16 GB of RAM in total, of which 12 GB is available,
-then you should choose a model that take up at most 10 GB of RAM. Bigger models tend to
-give better generation but also take more processing time.
-
-Here are some recommendations and their size in memory:
-
-- [Qwen1.5-1.8B-Chat-GGUF](https://huggingface.co/Qwen/Qwen1.5-1.8B-Chat-GGUF/resolve/main/qwen1_5-1_8b-chat-q8_0.gguf?download=true):
-  around 2 GB
-
-#### Enable local models
-
-To add a local model to the model pool, set the `LOCAL_MODEL` variable in the `.env`
-file to the path of the model file.
-
-```shell
-LOCAL_MODEL=<full path to your model file>
-```
-
-Here is how to get the full path of your model file:
-
-- On Windows 11: right click the file and select `Copy as Path`.
-
 ## Installation
 
 1. Navigate to the `scripts` folder and start an installer that matches your OS:
@@ -102,8 +18,8 @@ Here is how to get the full path of your model file:
      4. From now on, double click on your file and it should work.
    - Linux: `run_linux.sh`. If you are using Linux, you would know how to run a bash
      script, right ?
-2. After the installation, the installer will ask to launch the ktem's UI,answer to continue.
-3. If launched, the application will be available at `http://localhost:7860/`.
+2. After the installation, the installer will ask to launch the ktem's UI, answer to continue.
+3. If launched, the application will be open automatically in your browser.
 
 ## Launch
 
@@ -111,11 +27,12 @@ To launch the app after initial setup or any changes, simply run the `run_*` scr
 
 A browser window will be opened and greet you with this screen:
 
-![Chat tab](images/startup-chat-tab.png)
+![Chat tab](https://raw.githubusercontent.com/Cinnamon/kotaemon/main/docs/images/chat-tab.png)
 
 ## Usage
 
-For how to use the application, see [Usage](/usage). Have fun !
+For how to use the application, see [Usage](/usage). This page will also be available to
+you within the application.
 
 ## Feedback