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Fast-recoverable hybrid-memory trajectory storage system

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NVMgts

NVMgts is a kind of fast-recoverable hybrid-memory trajectory storage system. It leverage the advantages of both DRAM and Non-Volatile Memory (NVM).

Hardware

DRAM

  • Low latency
  • Low capacity because of expensive DRAM chip
  • Data loss when restart

NVM

  • 5-10x latency compared with DRAM
  • High capacity
  • Persistence even if restarting
  • Much faster than SSD

Goals

  • Get a higher avaliability than the storage system based on traditional DRAM
  • Get a much better performance (e.g., throughput, latency) than systems based on SSD or HDD
  • Achieve a better performance than system based on pure NVM
  • Support large-scale trajectory dataset through storing data on NVM

System Mode

  • pure DRAM: work as an original in-memory trajectory storage on DRAM
  • pure NVM: all data are stored on NVM, DRAM is used to process the intermediate results
  • hybrid: based on pure NVM, where hot data are transferred to DRAM as a buffer

Operators

clean

make clean

compile

make -jN

run

./test [params..]

restart

./test r

clean all trajectory data on NVM

./test c

change system mode

  • pure DRAM: ./test m d
  • pure NVM: ./test m s
  • hybrid: ./test m h

batch queries through file

first point out the file in main.cpp

then type ./test f

single query through input

first type ./test s

then input RQ(lon1,lon2,lat1,lat2)

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Fast-recoverable hybrid-memory trajectory storage system

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