tdigest
distributed
tdigest | distributed | |
---|---|---|
- | 3 | |
375 | 1,541 | |
- | 0.5% | |
0.0 | 9.6 | |
12 months ago | 6 days ago | |
Python | Python | |
MIT License | BSD 3-clause "New" or "Revised" License |
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tdigest
We haven't tracked posts mentioning tdigest yet.
Tracking mentions began in Dec 2020.
distributed
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Shuffling large data at constant memory in Dask
Thanks, if you give it a try, you can share your experience in this GitHub issue, where developers are collecting info for further improvements. https://github.com/dask/distributed/discussions/7509
- Great forward progress on squashing cluster deadlocks
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Dask – a flexible library for parallel computing in Python
I would not recommend Dask. We use it just for simple job scheduling (that is, none of its fancy data structures) and run into issues just getting the work done efficiently. This issue, for instance, keeps the cluster from actually being utilized fully: https://github.com/dask/distributed/issues/4501. I feel like I'm on crazy pills, because it seems pretty serious yet it's gotten no attention.
What are some alternatives?
t-digest - A new data structure for accurate on-line accumulation of rank-based statistics such as quantiles and trimmed means
mpire - A Python package for easy multiprocessing, but faster than multiprocessing
dpark - Python clone of Spark, a MapReduce alike framework in Python
cunumeric - An Aspiring Drop-In Replacement for NumPy at Scale
PySpark-Boilerplate - A boilerplate for writing PySpark Jobs
legate.pandas - An Aspiring Drop-In Replacement for Pandas at Scale
etl-markup-toolkit - ETL Markup Toolkit is a spark-native tool for expressing ETL transformations as configuration
go-micro - A Go microservices framework
FindTheMag - A tool to determine optimal projects for Gridcoin crunchers. Maximize your magnitude!
DataProfiler - What's in your data? Extract schema, statistics and entities from datasets
Dask - Parallel computing with task scheduling
next-runtime - The Next.js Runtime allows Next.js to run on Netlify with zero configuration