spaGO
prose
spaGO | prose | |
---|---|---|
11 | 1 | |
1,693 | 2,924 | |
- | - | |
0.0 | 1.9 | |
4 months ago | almost 2 years ago | |
Go | Go | |
BSD 2-clause "Simplified" License | MIT License |
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spaGO
- Machine Learning
-
ml for text
Take a look into https://github.com/nlpodyssey/spago. If you don't need GPU processing it could fit your needs
- SpaGO: A ML library in pure Go
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Why can't Go be popular for machine learning?
CGO? Too much overhead in calling C functions (in which you can wrap libtorch or TF C++ code). And too much struggling woth CUDA (actually all GPU stuff). But, there are interesting attempts: https://github.com/gorgonia/gorgonia (I love it most), https://github.com/sugarme/gotch (bindings to libtorch), https://github.com/nlpodyssey/spago.
- Run Hugging Face Models in Go
- Self-Contained Machine Learning and Natural Language Processing Library in Go
- Spice.ai – open-source, time series AI for developers
- Show HN: Experiments on Machine Translation in Pure Go
- Experiments on Machine Translation in pure Go!
prose
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Go+: Go designed for data science
Apart from Gonum[1] numerical libraries, I haven't found specific data science related Go libraries in my search for it for some hobby projects when compared to Python ecosystem.
Interestingly Prose[2] A Go library for text processing yielded better results for named-entity extraction when compared to NLTK in my tests in terms of accuracy and obviously performance.
Perhaps Go is not being applied enough in the Data Science/ML and for fields where it's applied (Network) Math in the standard library seems to be sufficient.
[1] https://github.com/gonum/gonum
[2] https://github.com/jdkato/prose
What are some alternatives?
go-nlp
gse - Go efficient multilingual NLP and text segmentation; support English, Chinese, Japanese and others.
universal-translator - :speech_balloon: i18n Translator for Go/Golang using CLDR data + pluralization rules
go-i18n - Translate your Go program into multiple languages.
textcat - A Go package for n-gram based text categorization, with support for utf-8 and raw text
paicehusk - Golang implementation of the Paice/Husk Stemming Algorithm
porter2 - High Performance Porter2 Stemmer
dpar - Neural network transition-based dependency parser (in Rust)
gojieba - "结巴"中文分词的Golang版本
segment - A Go library for performing Unicode Text Segmentation as described in Unicode Standard Annex #29
go-mystem - CGo bindings to Yandex.Mystem