axle
Breeze
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axle | Breeze | |
---|---|---|
2 | 3 | |
596 | 3,433 | |
- | 0.2% | |
9.1 | 5.1 | |
10 days ago | 2 months ago | |
C | Scala | |
MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
axle
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Axle OS
One thing I just realised it's worthwhile to show: the POSIX interfaces I mentioned above are just wrappers around message-passing.
For example, read() is a function implemented in an optional userspace library that's available for programs to link against. When invoked, it constructs and sends a message with the right parameters to the filesystem server, and awaits its response: https://github.com/codyd51/axle/blob/paging-demo/programs/su...
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?
OpenMOLE - Workflow engine for exploration of simulation models using high throughput computing
ND4S - ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.
BigDL - Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, Baichuan, Mixtral, Gemma, etc.) on Intel CPU and GPU (e.g., local PC with iGPU, discrete GPU such as Arc, Flex and Max). A PyTorch LLM library that seamlessly integrates with llama.cpp, HuggingFace, LangChain, LlamaIndex, DeepSpeed, vLLM, FastChat, ModelScope, etc.
Spire - Powerful new number types and numeric abstractions for Scala.
Squants - The Scala API for Quantities, Units of Measure and Dimensional Analysis
Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing
Smile - Statistical Machine Intelligence & Learning Engine
Saddle
Zeppelin - Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
Numsca - numsca is numpy for scala
Algebird - Abstract Algebra for Scala