https://github.com/mfkimbell/aws-basic-ai-image-generation-and-text-summarization

https://github.com/mfkimbell/aws-basic-ai-image-generation-and-text-summarization

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• Host: GitHub
• URL: https://github.com/mfkimbell/aws-basic-ai-image-generation-and-text-summarization
• Owner: mfkimbell
• Created: 2024-09-15T18:36:25.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-09-17T15:56:02.000Z (3 months ago)
• Last Synced: 2024-09-17T19:57:07.116Z (3 months ago)
• Language: Python
• Size: 13.7 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# aws-basic-ai-image-generation-and-text-summarization

# Lambda Function 1: Image Generation

![imagegen-ezgif com-speed](https://github.com/user-attachments/assets/bd4d3b33-3cc1-4eaa-ae1c-373c800241a3)

Lambda function to generate an image design using a machine learning model from Bedrock and upload the image to S3.

Purpose:

- Takes an input prompt related to image specifications.

- Invokes a Bedrock model to generate a poster image.

- Uploads the generated image to an S3 bucket.

- Returns a pre-signed URL for accessing the uploaded poster.

Components:

- Initializes logging and Boto3 clients for Bedrock and S3.

- Processes input prompt from Lambda event.

- Invokes Bedrock model with input prompt and specific parameters.

- Retrieves and decodes the generated poster image.

- Uploads the image to S3 and generates a pre-signed URL.

- Returns the URL in the Lambda response.

Usage:

- Triggered by events containing a 'prompt' parameter.

- Designed to handle image design requests via API Gateway or other event sources.

# Lambda Function 2: Text Generation

![Summary-ezgif com-speed](https://github.com/user-attachments/assets/ee1f008b-529b-4c42-8766-92ab0631fdb2)

Lambda function to generate text based on a given prompt using the Bedrock service.

Purpose:

- Takes a textual prompt and generates creative text.

- Returns the generated text as a response.

Components:

- Initializes a Boto3 client for Bedrock.

- Processes input prompt from Lambda event.

- Invokes Bedrock model with input prompt and text generation parameters.

- Reads and extracts generated text from Bedrock response.

- Returns the generated text in the Lambda response.

Usage:

- Triggered by events requiring text generation based on user input.

- Suitable for generating creative textual responses via API Gateway or other event sources.

# Additional Notes:

- Ensure Lambda environment has necessary permissions and dependencies (Boto3).

- Implement error handling for model invocation, S3 upload, and URL generation.

- Securely manage access to S3 bucket and pre-signed URLs.