Breeze VS BigDL

Compare Breeze vs BigDL and see what are their differences.

Breeze

Breeze is a numerical processing library for Scala. (by scalanlp)
Science and Data analysis
Source Code
scalanlp.org
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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, Ollama, HuggingFace, LangChain, LlamaIndex, DeepSpeed, vLLM, FastChat, etc. (by intel-analytics)
Science and Data analysis Spark Tensorflow Keras Pytorch bigdl analytics-zoo distributed-deep-learning Python Scala llm Transformers
Source Code
ipex-llm.readthedocs.io
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Breeze BigDL
3 5
3,437 5,957
0.3% 19.8%
5.1 9.9
3 months ago 1 day ago
Scala Python
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

Breeze

Posts with mentions or reviews of Breeze. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-11-05.
  • Arbitrary functions of n dimensions in Scala
    1 project | /r/scala | 23 Jan 2023
    Also, you can look at breeze.generic.UFunc for an inspiration.
  • Data science in Scala
    5 projects | /r/scala | 5 Nov 2022
    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.
  • Machine learning on JVM
    6 projects | /r/scala | 5 Apr 2021
    I haven't checked in on this project in a long time, but Breeze is something akin to NumPy/SciPy.

BigDL

Posts with mentions or reviews of BigDL. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-31.

What are some alternatives?

When comparing Breeze and BigDL you can also consider the following projects:

ND4S - ND4S: N-Dimensional Arrays for Scala. Scientific Computing a la Numpy. Based on ND4J.

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.

Axle - Axle Domain Specific Language for Scientific Cloud Computing and Visualization

Smile - Statistical Machine Intelligence & Learning Engine

deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

Saddle

PredictionIO - PredictionIO, a machine learning server for developers and ML engineers.

Breeze vs ND4S BigDL vs Apache Spark Breeze vs Spire BigDL vs Zeppelin Breeze vs Apache Spark BigDL vs Axle Breeze vs Smile BigDL vs deequ Breeze vs Saddle BigDL vs Spire Breeze vs Zeppelin BigDL vs PredictionIO