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test: add benchmark on AWS Lambda #261
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heitorlessa
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aws-powertools:develop
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nmoutschen:feat/perf-benchmark
Feb 9, 2021
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e9edf98
tests: add benchmark on AWS Lambda
nmoutschen 8c19b86
changing from average to p50
nmoutschen bf5aeb0
tests: add README to benchmark
nmoutschen 84555a1
test: use S3_BUCKET environment variable for benchmark
nmoutschen 42ed507
docs: core utilities instead of main utilities
heitorlessa 1648b12
docs: share fixed ETA on data propagation
heitorlessa 88bcf96
docs: note on systems we expect it to run plus charges
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.aws-sam |
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#!/bin/bash | ||
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set -e | ||
trap cleanup EXIT | ||
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export BENCHMARK_STACK_NAME=${BENCHMARK_STACK_NAME:-"powertools-benchmark"} | ||
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function cleanup { | ||
echo "Cleaning up stack..." | ||
aws cloudformation delete-stack --stack-name $BENCHMARK_STACK_NAME | ||
} | ||
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function run_function { | ||
# Update function to force a cold start | ||
aws lambda update-function-configuration --function-name $1 --memory-size 256 >/dev/null | ||
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aws lambda update-function-configuration --function-name $1 --memory-size 128 >/dev/null | ||
# Cold-start invoke | ||
aws lambda invoke --function-name $1 --payload '{}' /dev/null >/dev/null && echo -n . || echo -n e | ||
} | ||
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# Retrieve statistics | ||
function get_stats { | ||
# Gather results from CloudWatch Logs Insights | ||
query_id=$(aws logs start-query --log-group-name $1 --query-string 'filter @type = "REPORT" | stats pct(@initDuration, 50) as init_duration, pct(@duration, 50) as duration' --start-time $(expr $(date +%s) - 86400) --end-time $(expr $(date +%s) + 0) --query 'queryId' --output text) | ||
while true; do | ||
result=$(aws logs get-query-results --query-id $query_id --query 'status' --output text) | ||
if [ $result == "Complete" ]; then | ||
break | ||
fi | ||
sleep 1 | ||
done | ||
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# Check if greater than threshold and print result | ||
init_duration=$(aws logs get-query-results --query-id $query_id --query 'results[0][?field==`init_duration`].value' --output text) | ||
duration=$(aws logs get-query-results --query-id $query_id --query 'results[0][?field==`duration`].value' --output text) | ||
echo "$init_duration,$duration" | ||
} | ||
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# Build and deploy the benchmark stack | ||
echo "Building and deploying..." | ||
sam build | ||
sam deploy --stack-name $BENCHMARK_STACK_NAME --guided | ||
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# Retrieve output values | ||
echo "Retrieve values..." | ||
export INSTRUMENTED_FUNCTION=$(aws cloudformation describe-stacks --stack-name $BENCHMARK_STACK_NAME --query 'Stacks[0].Outputs[?OutputKey==`InstrumentedFunction`].OutputValue' --output text) | ||
export REFERENCE_FUNCTION=$(aws cloudformation describe-stacks --stack-name $BENCHMARK_STACK_NAME --query 'Stacks[0].Outputs[?OutputKey==`ReferenceFunction`].OutputValue' --output text) | ||
export INSTRUMENTED_LOG_GROUP=$(aws cloudformation describe-stacks --stack-name $BENCHMARK_STACK_NAME --query 'Stacks[0].Outputs[?OutputKey==`InstrumentedLogGroup`].OutputValue' --output text) | ||
export REFERENCE_LOG_GROUP=$(aws cloudformation describe-stacks --stack-name $BENCHMARK_STACK_NAME --query 'Stacks[0].Outputs[?OutputKey==`ReferenceLogGroup`].OutputValue' --output text) | ||
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echo INSTRUMENTED_FUNCTION=$INSTRUMENTED_FUNCTION | ||
echo REFERENCE_FUNCTION=$REFERENCE_FUNCTION | ||
echo INSTRUMENTED_LOG_GROUP=$INSTRUMENTED_LOG_GROUP | ||
echo REFERENCE_LOG_GROUP=$REFERENCE_LOG_GROUP | ||
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# Running cold starts | ||
echo "Running functions..." | ||
for i in {0..20}; do | ||
run_function $INSTRUMENTED_FUNCTION | ||
done & | ||
process_id=$! | ||
for i in {0..20}; do | ||
run_function $REFERENCE_FUNCTION | ||
done & | ||
wait $process_id | ||
wait $! | ||
echo | ||
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# Gather statistics | ||
sleep 150 | ||
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return_code=0 | ||
echo -n "INSTRUMENTED=" | ||
get_stats $INSTRUMENTED_LOG_GROUP | ||
echo -n "REFERENCE=" | ||
get_stats $REFERENCE_LOG_GROUP | ||
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exit $return_code |
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from aws_lambda_powertools import (Logger, Metrics, Tracer) | ||
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# Initialize core utilities | ||
logger = Logger() | ||
metrics = Metrics() | ||
tracer = Tracer() | ||
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# Instrument Lambda function | ||
@logger.inject_lambda_context | ||
@metrics.log_metrics | ||
@tracer.capture_lambda_handler | ||
def handler(event, context): | ||
return { | ||
"message": "success" | ||
} |
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aws-lambda-powertools |
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def handler(event, context): | ||
return { | ||
"message": "success" | ||
} |
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aws-lambda-powertools |
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AWSTemplateFormatVersion: '2010-09-09' | ||
Transform: AWS::Serverless-2016-10-31 | ||
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Globals: | ||
Function: | ||
Handler: main.handler | ||
Runtime: python3.8 | ||
MemorySize: 128 | ||
Tracing: Active | ||
Environment: | ||
Variables: | ||
POWERTOOLS_SERVICE_NAME: benchmark | ||
POWERTOOLS_METRICS_NAMESPACE: LambdaPowertools | ||
POWERTOOLS_LOGGER_LOG_EVENT: "true" | ||
LOG_LEVEL: INFO | ||
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Resources: | ||
InstrumentedFunction: | ||
Type: AWS::Serverless::Function | ||
Properties: | ||
CodeUri: ./src/instrumented/ | ||
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ReferenceFunction: | ||
Type: AWS::Serverless::Function | ||
Properties: | ||
CodeUri: ./src/reference/ | ||
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InstrumentedLogGroup: | ||
Type: AWS::Logs::LogGroup | ||
Properties: | ||
LogGroupName: !Sub "/aws/lambda/${InstrumentedFunction}" | ||
RetentionInDays: 7 | ||
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ReferenceLogGroup: | ||
Type: AWS::Logs::LogGroup | ||
Properties: | ||
LogGroupName: !Sub "/aws/lambda/${ReferenceFunction}" | ||
RetentionInDays: 7 | ||
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Outputs: | ||
InstrumentedFunction: | ||
Value: !Ref InstrumentedFunction | ||
ReferenceFunction: | ||
Value: !Ref ReferenceFunction | ||
InstrumentedLogGroup: | ||
Value: !Ref InstrumentedLogGroup | ||
ReferenceLogGroup: | ||
Value: !Ref ReferenceLogGroup |
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