Comments (2)
Thanks for the suggestion!
AFAIK, there is no comparable graph processing library for Ray, making it less ideal when processing large scale datasets for clustering, which can be a bottleneck for minhash deduplication.
In data juicer's code, the clustering is done with a union find algorithm executed in one place, which is based on an older version of BigCode's codebase. We have moved away from that because of the scalability issue.
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Stale issue message
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Related Issues (20)
- Fingerprint computation
- Clustering
- Little refactor to allow imports from python instead of cli/subprocess HOT 3
- no module named numpy._typing HOT 2
- Failed to install using `pip install text-dedup`, but succeeded using `pip install -e .` HOT 1
- minhash_spark.py [UNABLE_TO_INFER_SCHEMA] HOT 3
- 数据读取失败 HOT 5
- OSError: Memory mapping file failed: Cannot allocate memory HOT 4
- Deduplication results vary depending on whether Spark is used or not. HOT 6
- Can we consider using dask for distributed deduplication HOT 1
- Can we use it for Arabic text? HOT 2
- text-dedup 去重效果怎么样 HOT 2
- Run MinHash dedup on Multi-Nodes HOT 5
- AttributeError: 'DatasetDict' object has no attribute 'shard' when running SimHash deduplication HOT 2
- When I run
- Output Detail HOT 2
- text-dedup HOT 5
- Improve the interpretability of the scripts and results
- Improve the readability of the documentation
- Improve the usability of the scripts
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