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Experiments

This section details the experiments using compressed storage. The experiments was done using two datasets: 1) SocialGen dataset and 2) Synthetic Tweets and was conducted using two type of hard drives (External HDD using USB 3.0 and SSD).

Configuration Setup:

  • OS: OSX 10.11.6 (El Capitan)
  • Memory: 16GB
  • Hard drives read/write peaks:
    • SSD (Read: ~715MB/s Write: ~640MB/s) 
    • HDD: HDD (Read: ~100MB/s Write: ~100MB/s)

AsterixDB Configuration:

  • Buffer Cache: 7GB
  • Buffer Cache Page Size: 256KB

Social Gen (Data Scan):

  • GleambookMessages raw size: 46GB 
  • Comparing: Uncompressed and Compressed with: Snappy,LZ4 and LZ4HC
  • Load: Bulkload
  • # of IODevices: 2
On-disk size:

Data Scan execution time:

Using query: SELECT COUNT(*) FROM GleambookMessage

The query is executed 7 times and we dropped the first two.

  • SSD Result (lower is better)

  • HDD Result (lower is better)