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liancheng please take a look
Author: tedyu <yuzhihong@gmail.com>
Closes #10906 from tedyu/master.
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This PR adds an initial implementation of bloom filter in the newly added sketch module. The implementation is based on the [`BloomFilter` class in guava](https://code.google.com/p/guava-libraries/source/browse/guava/src/com/google/common/hash/BloomFilter.java).
Some difference from the design doc:
* expose `bitSize` instead of `sizeInBytes` to user.
* always need the `expectedInsertions` parameter when create bloom filter.
Author: Wenchen Fan <wenchen@databricks.com>
Closes #10883 from cloud-fan/bloom-filter.
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This PR adds serialization support for `CountMinSketch`.
A version number is added to version the serialized binary format.
Author: Cheng Lian <lian@databricks.com>
Closes #10893 from liancheng/cms-serialization.
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This PR adds an initial implementation of count min sketch, contained in a new module spark-sketch under `common/sketch`. The implementation is based on the [`CountMinSketch` class in stream-lib][1].
As required by the [design doc][2], spark-sketch should have no external dependency.
Two classes, `Murmur3_x86_32` and `Platform` are copied to spark-sketch from spark-unsafe for hashing facilities. They'll also be used in the upcoming bloom filter implementation.
The following features will be added in future follow-up PRs:
- Serialization support
- DataFrame API integration
[1]: https://github.com/addthis/stream-lib/blob/aac6b4d23a8686b000f80baa447e0922ecac3bcb/src/main/java/com/clearspring/analytics/stream/frequency/CountMinSketch.java
[2]: https://issues.apache.org/jira/secure/attachment/12782378/BloomFilterandCount-MinSketchinSpark2.0.pdf
Author: Cheng Lian <lian@databricks.com>
Closes #10851 from liancheng/count-min-sketch.
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