tensor_parallel
Stanza
| tensor_parallel | Stanza | |
|---|---|---|
| 3 | 8 | |
| 576 | 7,064 | |
| - | 0.7% | |
| 8.5 | 9.8 | |
| 5 months ago | 1 day ago | |
| Python | Python | |
| MIT License | GNU General Public License v3.0 or later |
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tensor_parallel
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How to finetune a LoRA with Data parallelism?
I've had some success with the wrappers here: https://github.com/BlackSamorez/tensor_parallel
- Make a PyTorch model tensor-parallel in one line of code
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[P] tensor_parallel: one-line multi-GPU training for PyTorch
Hi all! We made a PyTorch library that makes your model tensor-parallel in one line of code.
Stanza
- Down and Out in the Magic Kingdom
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Parts of speech tagged for German
I use Python's spacy library: https://spacy.io/models/de or stanza: https://stanfordnlp.github.io/stanza/ each with their respective language models.
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Off the shelf sentence parsers?
stanza has a constituency parser. There's a model compatible with the dev branch with an accuracy of 95.8 on PTB, using Roberta as a bottom layer, so it's pretty decent at this point. (The currently released model is not as accurate, but it's easy to get the better model to you.) There's also Tregex as a Java addon which can very easily search for a noun phrase highest up in the tree: NP !>> NP will search for a noun phrase which is not dominated by any higher up noun phrase.
- The Spacy NER model for Spanish is terrible
- Spacy vs NLTK for Spanish Language Statistical Tasks
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Stanza not tokenising sentences as expected
I am using Stanza to tokenise the sentences:
- Stanza – A Python NLP Package for Many Human Languages
What are some alternatives?
PyTorch-NLP - Basic Utilities for PyTorch Natural Language Processing (NLP)
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
NLTK - NLTK Source
thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
BERT-NER - Pytorch-Named-Entity-Recognition-with-BERT
squirrel-core - A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:
Jieba - 结巴中文分词
flair - A very simple framework for state-of-the-art Natural Language Processing (NLP)
pytext - A natural language modeling framework based on PyTorch
polyglot - Multilingual text (NLP) processing toolkit
trankit - Trankit is a Light-Weight Transformer-based Python Toolkit for Multilingual Natural Language Processing