https://github.com/garystafford/bedrock-titan-image-outpainting-example
Image background replacement on Amazon Bedrock using Amazon Titan Image Generator v2 and outpainting
https://github.com/garystafford/bedrock-titan-image-outpainting-example
amazon-bedrock generative-ai outpainting titan-image-generator
Last synced: 18 days ago
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Image background replacement on Amazon Bedrock using Amazon Titan Image Generator v2 and outpainting
- Host: GitHub
- URL: https://github.com/garystafford/bedrock-titan-image-outpainting-example
- Owner: garystafford
- License: mit
- Created: 2024-08-20T23:01:51.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2024-10-13T15:07:28.000Z (about 1 year ago)
- Last Synced: 2024-12-06T18:18:00.470Z (11 months ago)
- Topics: amazon-bedrock, generative-ai, outpainting, titan-image-generator
- Language: Python
- Homepage:
- Size: 5.36 MB
- Stars: 3
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Titan Image Generator v2 Outpainting Example
Simple [Streamlit](https://streamlit.io/) application that uses the Amazon Bedrock API to call the Amazon Titan Image Generator v2 model and replaces an image's background using outpainting.
## Foundation Model Access
Ensure you have access to the Amazon Titan Image Generator G1 v2 model in the "Model access" tab of the [Amazon Bedrock](https://us-east-1.console.aws.amazon.com/bedrock/home) Web Console.
## Prepare Local Environment
Create Python virtual environment locally and install required packages (1x only). Script assumes you already have a recent version of [Python 3](https://www.python.org/downloads/) installed and use a `python3` alias.
### Mac
```sh
# I am running Python 3.12 or later
python3 --version
python3 -m venv .venv
source .venv/bin/activate
pip install pip --upgrade
pip install -r requirements.txt --upgrade
```
### Windows
```bat
REM I am running Python 3.12 or later
python --version
python -m venv .venv
.venv\Scripts\activate
python -m pip install pip --upgrade
python -m pip install -r requirements.txt --upgrade
```
## Authenticate to AWS
Provide your AWS credential on the commandline or authenticate in your normal way before starting the application.
### Mac
```sh
export AWS_ACCESS_KEY_ID=""
export AWS_SECRET_ACCESS_KEY=""
export AWS_SESSION_TOKEN=""
```
### Windows
```bat
SET AWS_ACCESS_KEY_ID=YOUR_AWS_ACCESS_KEY_ID
SET AWS_SECRET_ACCESS_KEY=YOUR_AWS_SECRET_ACCESS_KEY
SET AWS_SESSION_TOKEN=YOUR_AWS_SESSION_TOKEN
```
## Run Streamlit Application
Start the Streamlit application. The application should start locally on `http://localhost:8501` and open in your web browser automatically. View the terminal output for more logging information.
```sh
streamlit run app.py --server.runOnSave true
```
You can [pass custom arguments](https://docs.streamlit.io/develop/api-reference/cli/run) to Streamlit when starting the application. For example:
### Mac
```sh
streamlit run app.py \
--server.runOnSave true \
--theme.base "dark" \
--theme.backgroundColor "#26273B" \
--theme.primaryColor "#ACADC1" \
--theme.secondaryBackgroundColor "#454560" \
--theme.font "sans serif"\
--ui.hideTopBar "true" \
--client.toolbarMode "minimal"
```
### Windows
```bat
streamlit run app.py ^
--server.runOnSave true ^
--theme.base "dark" ^
--theme.backgroundColor "#26273B" ^
--theme.primaryColor "#ACADC1" ^
--theme.secondaryBackgroundColor "#454560" ^
--theme.font "sans serif"^
--ui.hideTopBar "true" ^
--client.toolbarMode "minimal"
```
## Sample Image
The [burger image](pexels-valeriya-1639562_4x5_1408.jpg) used in the demonstration is from [Pexels.com](https://www.pexels.com/photo/close-up-photo-of-burger-1639562). Photo by Valeria Boltneva.
## Application Preview
Video preview of application on [YouTube](https://youtu.be/dR1VVFKOF_g?si=qVyFX7lD4q3hxXlA).
Screengrabs of the application.
---
_The contents of this repository represent my viewpoints and not of my past or current employers, including Amazon Web Services (AWS). All third-party libraries, modules, plugins, and SDKs are the property of their respective owners._