Fix AOSS dependency ordering: pre-create vector index via Custom Resource
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The Bedrock Knowledge Base creation was failing with 403/404 because
the OpenSearch Serverless data access policy hadn't propagated before
the KB tried to connect. Adds a CDK Custom Resource (using opensearch-py)
that creates the vector index with retry logic, ensuring the full
dependency chain: Collection → DataAccessPolicy → Index → KnowledgeBase.
This commit is contained in:
Adam Moussa 2026-05-18 17:54:55 -04:00
parent 3250d4d927
commit 7df81b4427
3 changed files with 135 additions and 4 deletions

View file

@ -12,6 +12,7 @@ import * as lambdaEventSources from 'aws-cdk-lib/aws-lambda-event-sources';
import * as bedrock from 'aws-cdk-lib/aws-bedrock';
import * as opensearchserverless from 'aws-cdk-lib/aws-opensearchserverless';
import * as logs from 'aws-cdk-lib/aws-logs';
import * as cr from 'aws-cdk-lib/custom-resources';
import { Construct } from 'constructs';
export interface ComputeStackProps extends cdk.StackProps {
@ -90,8 +91,28 @@ export class ComputeStack extends cdk.Stack {
resources: [`arn:aws:bedrock:us-east-1::foundation-model/amazon.titan-embed-text-v2:0`],
}));
// OpenSearch Serverless data access policy
new opensearchserverless.CfnAccessPolicy(this, 'OssDataAccessPolicy', {
// Lambda to pre-create the vector index (retries until AOSS access policy propagates)
const indexCreatorFn = new lambda.Function(this, 'OssIndexCreator', {
runtime: lambda.Runtime.PYTHON_3_12,
handler: 'app.handler',
code: lambda.Code.fromAsset('../lambdas/oss-index-creator', {
bundling: {
image: lambda.Runtime.PYTHON_3_12.bundlingImage,
command: [
'bash', '-c',
'pip install -r requirements.txt -t /asset-output && cp -au . /asset-output',
],
},
}),
timeout: cdk.Duration.minutes(6),
});
indexCreatorFn.addToRolePolicy(new iam.PolicyStatement({
actions: ['aoss:APIAccessAll'],
resources: [ossCollection.attrArn],
}));
const ossDataAccessPolicy = new opensearchserverless.CfnAccessPolicy(this, 'OssDataAccessPolicy', {
name: 'proposal-system-kb-access',
type: 'data',
policy: JSON.stringify([{
@ -99,11 +120,27 @@ export class ComputeStack extends cdk.Stack {
{ ResourceType: 'collection', Resource: ['collection/proposal-system-kb'], Permission: ['aoss:*'] },
{ ResourceType: 'index', Resource: ['index/proposal-system-kb/*'], Permission: ['aoss:*'] },
],
Principal: [kbRole.roleArn, `arn:aws:iam::${this.account}:root`],
Principal: [kbRole.roleArn, indexCreatorFn.role!.roleArn],
}]),
});
ossDataAccessPolicy.addDependency(ossCollection);
const indexProvider = new cr.Provider(this, 'OssIndexProvider', {
onEventHandler: indexCreatorFn,
});
const ossIndex = new cdk.CustomResource(this, 'OssIndex', {
serviceToken: indexProvider.serviceToken,
properties: {
Endpoint: ossCollection.attrCollectionEndpoint,
IndexName: 'proposal-system-index',
VectorField: 'embedding',
TextField: 'text',
MetadataField: 'metadata',
},
});
ossIndex.node.addDependency(ossDataAccessPolicy);
// Bedrock Knowledge Base
const knowledgeBase = new bedrock.CfnKnowledgeBase(this, 'KnowledgeBase', {
name: 'proposal-system-kb',
roleArn: kbRole.roleArn,
@ -126,6 +163,7 @@ export class ComputeStack extends cdk.Stack {
},
},
});
knowledgeBase.node.addDependency(ossIndex);
// KB Data Source (S3 library bucket)
const dataSource = new bedrock.CfnDataSource(this, 'KbDataSource', {

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@ -0,0 +1,90 @@
import json
import time
import boto3
from opensearchpy import OpenSearch, RequestsHttpConnection
from requests_aws4auth import AWS4Auth
def handler(event, context):
print(f"Event: {json.dumps(event, default=str)}")
if event["RequestType"] == "Delete":
print("Delete request, returning")
return {"PhysicalResourceId": event.get("PhysicalResourceId", "none")}
props = event["ResourceProperties"]
endpoint = props["Endpoint"].replace("https://", "")
index_name = props["IndexName"]
vector_field = props["VectorField"]
text_field = props["TextField"]
metadata_field = props["MetadataField"]
print(f"Endpoint: {endpoint}")
print(f"Index: {index_name}")
session = boto3.Session()
credentials = session.get_credentials().get_frozen_credentials()
region = session.region_name
print(f"Region: {region}")
awsauth = AWS4Auth(
credentials.access_key,
credentials.secret_key,
region,
"aoss",
session_token=credentials.token,
)
client = OpenSearch(
hosts=[{"host": endpoint, "port": 443}],
http_auth=awsauth,
use_ssl=True,
verify_certs=True,
connection_class=RequestsHttpConnection,
timeout=30,
)
index_body = {
"settings": {
"index": {"knn": True, "knn.algo_param.ef_search": 512}
},
"mappings": {
"properties": {
vector_field: {
"type": "knn_vector",
"dimension": 1024,
"method": {
"engine": "faiss",
"name": "hnsw",
"space_type": "l2",
},
},
text_field: {"type": "text"},
metadata_field: {"type": "text"},
}
},
}
for attempt in range(30):
try:
print(f"Attempt {attempt}: creating index...")
response = client.indices.create(index=index_name, body=index_body)
print(f"Index created successfully: {response}")
# Verify the index exists
exists = client.indices.exists(index=index_name)
print(f"Index exists check: {exists}")
return {"PhysicalResourceId": index_name}
except Exception as e:
error_str = str(e)
print(f"Attempt {attempt} error: {error_str}")
if "resource_already_exists_exception" in error_str:
print("Index already exists, returning success")
return {"PhysicalResourceId": index_name}
if "403" in error_str and attempt < 29:
print(f"403 error, retrying in 10s (attempt {attempt}/29)")
time.sleep(10)
continue
print(f"Fatal error on attempt {attempt}: {error_str}")
raise
raise Exception("Timeout waiting for AOSS access policy propagation")

View file

@ -0,0 +1,3 @@
opensearch-py>=2.4.0
requests-aws4auth>=1.2.0
requests>=2.31.0