Update README.md

Author: WSPluta

README.md

@@ -8,196 +8,9 @@
 Using Oracle JET, create a user-friendly prompt-led user interface (UI) to interact with Oracle's new Generative AI service. This toolkit will configure your Generative AI Service connection so you can begin your journey with AI, or migrate your existing (local or Cloud) LLMs to the Oracle AppDev ecosystem.
 [Enhance Engagement Using Content Generation with OCI Generative AI](JET.md)
 
+This project deploys an AI pipeline with a multipurpose front end for text generation and summarization. The pipeline integrates with a database to track interactions, enabling fine-tuning and performance monitoring for application optimization. It leverages OCI Generative AI APIs on a Kubernetes cluster.
 [Accelerating AI Application Deployment Using Cloud Native Strategies](K8S.md)
 
-Check out [demo here](https://youtu.be/hpRoQ93YeaQ)
-
-![alt text here](images/demo.gif)
-
-## Getting Started
-
-### 0. Prerequisites and setup
-
-- Oracle Cloud Infrastructure (OCI) Account
-- Oracle Cloud Infrastructure (OCI) Generative AI Service - [Getting Started with Generative AI](https://docs.oracle.com/en-us/iaas/Content/generative-ai/getting-started.htm)
-- Oracle Cloud Infrastructure Documentation - [Generative AI](https://docs.oracle.com/en-us/iaas/Content/generative-ai/home.htm)
-- Oracle Cloud Infrastructure (OCI) Generative AI Service SDK - [Oracle Cloud Infrastructure Python SDK](https://pypi.org/project/oci/)
-- Node v16 - [Node homepage](https://nodejs.org/en)
-- Oracle JET v15 - [Oracle JET Homepage](https://www.oracle.com/webfolder/technetwork/jet/index.html)
-
-Follow the links below to generate a config file and a key pair in your ~/.oci directory
-
-- [SDK config](https://docs.oracle.com/en-us/iaas/Content/API/Concepts/sdkconfig.htm)
-- [API signing key](https://docs.oracle.com/en-us/iaas/Content/API/Concepts/apisigningkey.htm)
-- [CLI install](https://docs.oracle.com/en-us/iaas/Content/API/SDKDocs/cliinstall.htm#configfile)
-
-After completion, you should have the following 2 things in your `~/.oci directory`
-
-- A config file(where key file point to private key:key_file=`~/.oci/oci_api_key.pem`)  
-- A key pair named `oci_api_key.pem` and `oci_api_key_public.pem`  
-- Now make sure you change the reference of the key file in the config file
-- Append OCI Generative-AI service compartment and endpoint URL  
-
-```console
-vim service/python/server.py
-```
-
-```Python
-#TODO: Update this section with your tenancy details
-compartment_id = "ocid1.compartment.oc1.."
-CONFIG_PROFILE = "DEFAULT"
-config = oci.config.from_file("~/.oci/config", CONFIG_PROFILE)
-endpoint = "https://inference.generativeai.<REGION>.oci.oraclecloud.com"
-generative_ai_inference_client = (
-    oci.generative_ai_inference.GenerativeAiInferenceClient(
-        config=config,
-        service_endpoint=endpoint,
-        retry_strategy=oci.retry.NoneRetryStrategy(),
-        timeout=(10, 240),
-    )
-)
-```
-
-### 1. (Optional) Modify websocket ports  
-
-- In the root of the project directory run to edit ports  
-  
-```console
-vim app/src/components/content/index.tsx
-```
-
-```js
-const gateway = ws://${window.location.hostname}:1234;
-```
-
-- Update default port in Python websocket server:  
-
-```console
-vim service/python/server.py
-```
-
-```Python
-async def start_server():
-    await websockets.serve(handle_websocket, "localhost", 1234 )
-```
-
-### 2. Upload Public Key
-
-- Upload your oci_api_key_public.pem to console:  
-[API signing key](https://docs.oracle.com/en-us/iaas/Content/API/Concepts/apisigningkey.htm#three)
-
-### 3. Install all dependencies
-
-We suggest you install dependencies in a virtual environment to avoid conflicts on your system.  
-
-- Navigate to the server root folder
-
-```console
-cd service/python
-```
-
-- Create a virtual environment:
-  
-```console
-python3 -m venv venv
-```
-
-- Activate your virtual environment:
-
-```console
-. venv/bin/activate
-```
-
-- Upgrade pip:
-  
-```console
-pip3 install --upgrade pip
-```
-
-- Install requirements:
-  
-```console
-pip3 install -r requirements.txt
-```
-
-## 4. Start the websocket server app  
-
-Once dependencies are installed and your service credentials are updated you can run server.py  
-
-```console
-python3 server.py
-```  
-
-## 5. Start JET Client
-
-- Open app directory:
-
-```console
-cd ../../app
-```
-
-- Install dependencies:  
-  
-```console
-npm install
-```
-
-- Run local version:
-  
-```console
-npx ojet serve
-```
-
-- Or package for web deployment  
-
-```console
-npx ojet build web
-```
-
-  You can now ask question to generate LLM based response.
-  ![alt text here](images/QandA.png)
-
-  Note that sample app can generate markdown.
-  ![alt text here](images/Markdown.png)
-
-## Appendix: Token-based Authentication
-
-Check [Token-based Authentication for the CLI](https://docs.oracle.com/en-us/iaas/Content/API/SDKDocs/clitoken.htm#Running_Scripts_on_a_Computer_without_a_Browser)
-
-```Python
-config = oci.config.from_file('~/.oci/config', profile_name="DEFAULT")
-
-def make_security_token_signer(oci_config):
-    pk = oci.signer.load_private_key_from_file(oci_config.get("key_file"), None)
-    with open(oci_config.get("security_token_file")) as f:
-        st_string = f.read()
-    return oci.auth.signers.SecurityTokenSigner(st_string, pk)
-
-signer = make_security_token_signer(oci_config=config)
-# Service endpoint
-endpoint = "https://generativeai.aiservice.<Region>.oci.oraclecloud.com"
-
-generative_ai_client = oci.generative_ai.generative_ai_client.GenerativeAiClient(config=config, service_endpoint=endpoint, retry_strategy=oci.retry.NoneRetryStrategy(), signer=signer)
-```
-
-## Notes/Issues
-
-Additional Use Cases like summarization and embedding coming soon.
-
-To change output parameters edit server.py
-
-```Python
-    cohere_generate_text_request.max_tokens = 500 # choose the number of tokens 1-4000
-    cohere_generate_text_request.temperature = 0.75 # adjust temperature 0-1
-    cohere_generate_text_request.top_p = 0.7 # adjust top_p 0-1
-    cohere_generate_text_request.frequency_penalty = 1.0 # adjust frequency_penalty
-```
-
-## URLs
-
-- [Oracle AI](https://www.oracle.com/artificial-intelligence/)
-- [AI for Developers](https://developer.oracle.com/technologies/ai.html)
-
 ## Contributing
 
 This project is open source.  Please submit your contributions by forking this repository and submitting a pull request!  Oracle appreciates any contributions that are made by the open-source community.