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response_post_process.py
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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: MIT-0
""" AWS Lambda response post processor """
import boto3
import json
import codecs
from typing import Dict
from http import HTTPStatus
from aws_lambda_powertools import Logger, Tracer
from personalization_error import LambdaError
from personalization_constants import ACTION_RECOMMEND_ITEMS, ACTION_RELATED_ITEMS, ACTION_RERANK_ITEMS
tracer = Tracer()
logger = Logger(child=True)
PAYLOAD_VERSION = '1.0'
class PostProcessor():
def __init__(
self,
lambda_client = boto3.client('lambda')
):
self.lambda_client = lambda_client
def _invoke_function(self, arn: str, payload: Dict) -> Dict:
response = self.lambda_client.invoke(
FunctionName = arn,
InvocationType = 'RequestResponse',
LogType = 'Tail', #'None'|'Tail',
Payload = codecs.encode(json.dumps(payload))
)
logger.debug(response)
status = response.get('StatusCode', 0)
if status != HTTPStatus.OK:
raise LambdaError(status, 'FunctionInvokeError', response.get('FunctionError'))
return json.load(response.get('Payload'))
@tracer.capture_method
def process_recommend_items(self, recommender_path: str, recommender_config: Dict, variation_config: Dict, user_id: str, response: Dict) -> Dict:
post_process_config = recommender_config.get('responsePostProcessor')
arn = post_process_config.get('arn')
if not arn:
raise LambdaError(HTTPStatus.NOT_FOUND, 'FunctionArnNotConfigured', 'Post process function ARN has not been configured for this namespace and recommender name')
logger.debug('Invoking post-proces function %s for recommend-items recommendation type', arn)
payload = {
'version': PAYLOAD_VERSION,
'action': ACTION_RECOMMEND_ITEMS,
'recommender': {
'path': recommender_path,
'config': recommender_config
},
'variation': variation_config,
'userId': user_id,
'response': response
}
return self._invoke_function(arn, payload)
@tracer.capture_method
def process_related_items(self, recommender_path: str, recommender_config: Dict, variation_config: Dict, item_id: str, response: Dict) -> Dict:
post_process_config = recommender_config.get('responsePostProcessor')
arn = post_process_config.get('arn')
if not arn:
raise LambdaError(HTTPStatus.NOT_FOUND, 'FunctionArnNotConfigured', 'Post process function ARN has not been configured for this namespace and recommender name')
logger.debug('Invoking function %s for related-items recommendation type', arn)
payload = {
'version': PAYLOAD_VERSION,
'action': ACTION_RELATED_ITEMS,
'recommender': {
'path': recommender_path,
'config': recommender_config
},
'variation': variation_config,
'itemId': item_id,
'response': response
}
return self._invoke_function(arn, payload)
@tracer.capture_method
def process_rerank_items(self, recommender_path: str, recommender_config: Dict, variation_config: Dict, user_id: str, response: Dict) -> Dict:
post_process_config = recommender_config.get('responsePostProcessor')
arn = post_process_config.get('arn')
if not arn:
raise LambdaError(HTTPStatus.NOT_FOUND, 'FunctionArnNotConfigured', 'Post process function ARN has not been configured for this namespace and recommender name')
logger.debug('Invoking function %s for rerank-items recommendation type', arn)
payload = {
'version': PAYLOAD_VERSION,
'action': ACTION_RERANK_ITEMS,
'recommender': {
'path': recommender_path,
'config': recommender_config
},
'variation': variation_config,
'userId': user_id,
'response': response
}
return self._invoke_function(arn, payload)