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Rekognition Indexer
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''' | |
A trigger function for AWS Lambda that listens for object creation in an S3 bucket, | |
takes images, finds faces, and tags with metadata into a DDB table. | |
''' | |
import boto3 | |
from decimal import Decimal | |
import json | |
import urllib | |
print('Loading function') | |
dynamodb = boto3.client('dynamodb') | |
s3 = boto3.client('s3') | |
rekognition = boto3.client('rekognition') | |
# --------------- Helper Functions ------------------ | |
def index_faces(bucket, key): | |
response = rekognition.index_faces( | |
Image={"S3Object": | |
{"Bucket": bucket, | |
"Name": key}}, | |
CollectionId="family_and_friends") | |
return response | |
def update_index(tableName,faceId, fullName): | |
response = dynamodb.put_item( | |
TableName=tableName, | |
Item={ | |
'RekognitionId': {'S': faceId}, | |
'FullName': {'S': fullName} | |
} | |
) | |
# --------------- Main handler ------------------ | |
def lambda_handler(event, context): | |
# Get the object from the event | |
bucket = event['Records'][0]['s3']['bucket']['name'] | |
key = urllib.parse.unquote_plus( | |
event['Records'][0]['s3']['object']['key'] | |
) | |
try: | |
# Calls Amazon Rekognition IndexFaces API to detect faces in S3 object | |
# to index faces into specified collection | |
response = index_faces(bucket, key) | |
# Commit faceId and full name object metadata to DynamoDB | |
if response['ResponseMetadata']['HTTPStatusCode'] == 200: | |
faceId = response['FaceRecords'][0]['Face']['FaceId'] | |
ret = s3.head_object(Bucket=bucket,Key=key) | |
personFullName = ret['Metadata']['fullname'] | |
update_index('rekognition_family_and_friends',faceId,personFullName) | |
# Print response to console | |
print(response) | |
return response | |
except Exception as e: | |
print(e) | |
print("Error processing object {} from bucket {}. ".format(key, bucket)) | |
raise e |
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