BigDL
Breeze
BigDL | Breeze | |
---|---|---|
5 | 3 | |
6,051 | 3,437 | |
17.1% | 0.1% | |
9.9 | 5.1 | |
4 days ago | 3 months ago | |
Python | Scala | |
Apache License 2.0 | Apache License 2.0 |
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BigDL
- PyTorch Library for Running LLM on Intel CPU and GPU
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LLaMA Now Goes Faster on CPUs
Any performance benchmark against intel's 'IPEX-LLM'[0] or others?
[0] - https://github.com/intel-analytics/ipex-llm
- BigDL-LLM: running LLM on your laptop using INT4
- Fast, distributed, secure AI for Big Data
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Machine learning on JVM
Intel BigDL for Spark which again is for Spark.
Breeze
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Arbitrary functions of n dimensions in Scala
Also, you can look at breeze.generic.UFunc for an inspiration.
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Data science in Scala
You can use https://github.com/scalanlp/breeze. A Scala library that's sorta a numpy/plotting equivalent. Unlike Spark which covers more use cases than just the classic Data Science workflow, Breeze is built specifically for "Data Science in Scala". The drawback is a classic one in Scala land where some major libraries abruptly get abandoned. Breeze's commits seem to have slowed down significantly and their website on their github page www.scalanlp.org is broken.
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Machine learning on JVM
I haven't checked in on this project in a long time, but Breeze is something akin to NumPy/SciPy.
What are some alternatives?
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
Spire - Powerful new number types and numeric abstractions for Scala.
Zeppelin - Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
ND4S - ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.
Axle - Axle Domain Specific Language for Scientific Cloud Computing and Visualization
deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
Smile - Statistical Machine Intelligence & Learning Engine
Saddle
PredictionIO - PredictionIO, a machine learning server for developers and ML engineers.
Numsca - numsca is numpy for scala