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10000 GitHub - Y-jiji/bloomstore: Reproducing "BloomStore: Bloom-Filter based Memory-efficient Key-Value Store for Indexing of Data Deduplication on Flash"
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Reproducing "BloomStore: Bloom-Filter based Memory-efficient Key-Value Store for Indexing of Data Deduplication on Flash"

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Reproducing BloomStore

BloomStore Instance (for each Partition)

  • RAM: Active Bloom Buffer (Bloom Filter + Table)
  • SSD: Log Structured Bloom Buffers

BloomStore Methods:

  • Get(k)

    1. Skim the active bloom buffer for key k.
    2. Skim the chain of bloom buffers on SSD Q: Layout like:
      (Bloom Filter)*N + (Table)*N
      
      or
      (Bloom Filter + Table)*N
      
      or
      ((Bloom Filter)*K + (Table)*K)*M
      
      where (Bloom Filter)*K can be held in memory? (It looks like the first one to me)
    3. Return latest possible value for key k.
  • Put(k, v)

    1. Update active bloom filter.
    2. Append to kv pairs.
    3. If active buffer is full, flush it to SSD.

Steps

  • BloomFilter and KVPairs
  • Dump and Load (should be easy)
  • Get BloomStore working

Build and Run

You can build this project with the following commands:

cmake -S . -B build
cmake --build bulid

These commands will generate 3 artifacts:

  • ./build/main (executable, simple benchmarking)
  • ./build/test (executable, unit tests)
  • ./build/libbloomstore.so (shared library, bloomstore implementation)

I tried to replicate the linux workload in the original article .

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Reproducing "BloomStore: Bloom-Filter based Memory-efficient Key-Value Store for Indexing of Data Deduplication on Flash"

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