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feat(AI/AML App): Add Gemini Chat bot - sample applicaiton
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msampathkumar authored Jun 20, 2024
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6 changes: 6 additions & 0 deletions ai-ml/gemini-chatbot-app/.gitignore
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# virtual env
.venv

# Cache
__pycache__/
.ipynb_checkpoints/
201 changes: 201 additions & 0 deletions ai-ml/gemini-chatbot-app/LICENSE
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76 changes: 76 additions & 0 deletions ai-ml/gemini-chatbot-app/README.md
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# Chatbot with Gemini Flash 1.5

Goal: To create a simple chat bot using following resoruces

* Gemini Flash 1.5: A powerful large language model from Google AI and also a Lightweight, fast and cost-efficient AI model.
* Streamlit: An open-source Python framework for data scientists and AI/ML engineers for building interactive data apps.
* Cloud Run: A fully managed platform that enables you to run your code directly on top of Google's scalable infrastructure.


## Prerequisites

* Google Chrome (browser)
* Google Cloud Project

For development environments or IDEs, the recommended option is to use Google Cloud Shell, a simple and convenient tool. Alternatively, you can set up local access to your project using the gcloud CLI and the latest version of Python.

If you are using

## How to run?

If you wish to skip the details and host the app directly, then go to `lesson02/` and run `deploy.sh`. Otherwise try `lesson01` folder to understand basics and then move to `lesson02` folder


To run the app, you can the following code in `lesson01` and `lesson01`
```
python3 -m venv .venv
source .venv/bin/activate
python3 -m pip install -r requirements.txt
streamlit run streamlit_app.py
```

In lesson01 folder your will learning following

* A simple hello-world application in Streamlit
* How to deploy it Cloud Run

In lesson02 folder your will learning following

* How to create chatbot with Gemini Flash 1.5


## Folder structure

Here is the folder structure of the repository.
```
.
├── lesson01
│ ├── deploy.sh
│ ├── Procfile
│ ├── requirements.txt
│ └── streamlit_app.py
├── lesson02
│ ├── deploy.sh
│ ├── llm.py
│ ├── Procfile
│ ├── requirements.txt
│ └── streamlit_app.py
├── LICENSE
└── README.md
```


* `deploy.sh` for deploying your code to Cloud Run
* `Procfile` has configuration for deploying Streamlit application in Cloud Run
* `requirements.txt` has required packages for this applicaiton
* `streamlit_app.py` has the Streamlit application code
* `llm.py` contains the application code found in https://github.com/GoogleCloudPlatform/python-docs-samples/tree/main/generative_ai/inference


### Chatbot Permission

* To access Gemini Flash 1.5 AI Model from your local environment, you may need to setup [Application Default Credentials](https://cloud.google.com/docs/authentication/provide-credentials-adc).
* To access Gemini Flash 1.5 AI Model from your Cloud Run instance, you may need to update Cloud Run Serivce Account IAM permissions.


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web: streamlit run streamlit_app.py --server.port=8080 --server.address=0.0.0.0 --server.enableCORS=false --browser.gatherUsageStats=false
12 changes: 12 additions & 0 deletions ai-ml/gemini-chatbot-app/lesson01/deploy.sh
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#!/bin/bash

# Purpose: To deploy the App to Cloud Run.

# Google Cloud Project
PROJECT=my-cloud-project

# Google Cloud Region
LOCATION=europe-north1

# Depolying app from source code
gcloud run deploy simple-app --source . --region=$LOCATION --project=$PROJECT --allow-unauthenticated
2 changes: 2 additions & 0 deletions ai-ml/gemini-chatbot-app/lesson01/requirements.txt
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streamlit
21 changes: 21 additions & 0 deletions ai-ml/gemini-chatbot-app/lesson01/streamlit_app.py
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#!/usr/bin/env python
#
# Copyright 2024 Google, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import streamlit as st

st.title("Sample AI App")

st.text("This is a sample app.")
1 change: 1 addition & 0 deletions ai-ml/gemini-chatbot-app/lesson02/Procfile
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web: streamlit run streamlit_app.py --server.port=8080 --server.address=0.0.0.0 --server.enableCORS=false --browser.gatherUsageStats=false
12 changes: 12 additions & 0 deletions ai-ml/gemini-chatbot-app/lesson02/deploy.sh
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#!/bin/bash

# Purpose: To deploy the App to Cloud Run.

# Google Cloud Project
PROJECT=my-cloud-project

# Google Cloud Region
LOCATION=europe-north1

# Depolying app from source code
gcloud run deploy simple-app --source . --region=$LOCATION --project=$PROJECT --allow-unauthenticated
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