amplab2

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Published: Dec 16, 2019 License: MIT Imports: 4 Imported by: 0

README

Amplab 2 Example

This example implements the "Aggregation Query" benchmark from the Amplab Big Data Benchmark.

Benchmark Results

Benchmark Dataset Size Job Execution Time
test_al2_local_tiny 1.7MB 180ms
test_al2_s3_tiny 1.7MB 3.19sec
test_al2_lambda_tiny 1.7MB 2.33sec
test_al2_lambda_1node 25.4GB 48.48sec
test_al2_lambda_5node 126.8GB 168.83sec

Compared to the results reported in the graphs provided by Amplab, corral performs very strongly. Corral appears (from the admitedly unscientific benchmarking I've done) outperform most of the listed frameworks. This is likely due to the high bandwidth available between Lambda and S3, as well as the level of parallelism afforded by using Lambda over a traditional 1-5 node cluster.

Documentation

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