Hi 👋, In this post we shall explore Bedrock's structured KB with this architecture: Upload CSVs to S3 > SNS Queue > Crawl data with Glue > Query with Redshift > Bedrock KB > Query with LLM .

Setup

Let's do some of this with code. Let's get started.

Clone the repo and switch to the project directory.

git clone [email protected]:networkandcode/networkandcode.github.io.git cd structured-kb-demo/

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Do a uv sync.

uv sync

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Setup environment variables.

$ cat .env AWS_ACCOUNT_ID = AWS_ACCESS_KEY_ID = AWS_REGION = ap-south-1 AWS_SECRET_ACCESS_KEY =

BEDROCK_KB = StructKb BEDROCK_KB_IAM_POLICY = StructKbIamPolicy BEDROCK_KB_IAM_ROLE = StructKbIamRole

GLUE_CRAWLER = struct-kb-glue-crawler GLUE_CRAWLER_IAM_POLICY = StructKbGlueCrawlerIamPolicy GLUE_CRAWLER_IAM_ROLE = StructKbGlueCrawlerIamRole GLUE_DB = struct-kb-glue-db

REDSHIFT_IAM_ROLE = StructKbRedshiftIamRole REDSHIFT_NAMESPACE = struct-kb-rs-ns REDSHIFT_WORKGROUP =…