Difference between revisions of "User:StefanoZacchiroli/Content deduplication"
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Latest revision as of 14:32, 4 May 2018
Some experiments on deduplicating contents at sub-file granularity.
Datasets
Linux kernel, Git repo
- origin: git.kernel.org, on 2018-01-06
- 1.653.941 content blobs, for a total of 19 GB (compressed)
- original size (uncompressed): 55.89 GB
Random sample 0.1%
- random 0.1% Bernoulli sample of Software Heritage contents, took on 2018-01-09
- 4.111.582 contents blobs, for a total of 155 GB (compressed)
- original size (uncompressed): 286.99 GB
Rabin fingerprint chunking
- Approach: use Rabin fingerprints as in LBFS
- Implementation: swh-dedup-blocks.py
test 1
Dataset: linux.git
Rabin fingerprint parameters:
- prime: 3
- window_size: 48
- chunk size (min/avg/max): 2 KB / 8 KB / 64 KB
Results:
- average chunk size (effective): 9.37 KB
- dedup chunk size (uncompressed): 19.87 GB (35.55%)
test 2
Dataset: linux.git
Rabin fingerprint parameters:
- prime: 3
- window_size: 48
- chunk size (min/avg/max): 512 B / 2 KB / 8 KB
Results:
- average chunk size (effective): 2.86 KB
- dedup chunk size (uncompressed): 9.09 GB (16.26%)
test 3
Dataset: linux.git
Rabin fingerprint parameters:
- prime: 3
- window_size: 48
- chunk size (min/avg/max): 512 B / 1 KB / 8 KB
Results:
- average chunk size (effective): 1.72 KB
- dedup chunk size (uncompressed): 6.49 GB (11.60%)
test 4
Dataset: random sample 0.1%
Rabin fingerprint parameters:
- prime: 3
- window_size: 48
- chunk size (min/avg/max): 512 B / 1 KB / 8 KB
Results:
- average chunk size (effective): 1.56 KB
- dedup chunk size (uncompressed): 244.09 GB (85.05%)
References
- LBFS
- Hailstorm
- DCT
- ScanCode tokenizer
- Pcompres chunking (linked from casync)