pythainlp
transformers
pythainlp | transformers | |
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2 | 176 | |
926 | 125,021 | |
0.1% | 1.4% | |
9.5 | 10.0 | |
4 days ago | 7 days ago | |
Python | Python | |
Apache License 2.0 | 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.
pythainlp
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PyThaiNLP 2.4.0-dev0
Read more about PyThaiNLP v2.4.0-dev0: https://github.com/PyThaiNLP/pythainlp/releases/tag/v2.4.0-dev0
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Thai word tokenizers benchmark: nlpo3 vs newmm
Thanathip Suntorntip Gorlph ported Korakot Chaovavanich's Thai word tokenizer - Newmm, written in Python, to Rust called nlpo3. The nlpo3 website claimed that nlpo3 is 2X faster than Newmm. I felt that Nlpo3 must be faster than this claim because in contrast to Python's Regex engine, Rust's regex runs in the linear time since it was constrained not to support looking back/ahead. Moreover, 2X faster is ambiguous.
transformers
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AI enthusiasm #9 - A multilingual chatbot📣🈸
transformers is a package by Hugging Face, that helps you interact with models on HF Hub (GitHub)
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Maxtext: A simple, performant and scalable Jax LLM
Is t5x an encoder/decoder architecture?
Some more general options.
The Flax ecosystem
https://github.com/google/flax?tab=readme-ov-file
or dm-haiku
https://github.com/google-deepmind/dm-haiku
were some of the best developed communities in the Jax AI field
Perhaps the “trax” repo? https://github.com/google/trax
Some HF examples https://github.com/huggingface/transformers/tree/main/exampl...
Sadly it seems much of the work is proprietary these days, but one example could be Grok-1, if you customize the details. https://github.com/xai-org/grok-1/blob/main/run.py
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Lossless Acceleration of LLM via Adaptive N-Gram Parallel Decoding
The HuggingFace transformers library already has support for a similar method called prompt lookup decoding that uses the existing context to generate an ngram model: https://github.com/huggingface/transformers/issues/27722
I don't think it would be that hard to switch it out for a pretrained ngram model.
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AI enthusiasm #6 - Finetune any LLM you want💡
Most of this tutorial is based on Hugging Face course about Transformers and on Niels Rogge's Transformers tutorials: make sure to check their work and give them a star on GitHub, if you please ❤️
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Schedule-Free Learning – A New Way to Train
* Superconvergence + LR range finder + Fast AI's Ranger21 optimizer was the goto optimizer for CNNs, and worked fabulously well, but on transformers, the learning rate range finder sadi 1e-3 was the best, whilst 1e-5 was better. However, the 1 cycle learning rate stuck. https://github.com/huggingface/transformers/issues/16013
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Gemma doesn't suck anymore – 8 bug fixes
Thanks! :) I'm pushing them into transformers, pytorch-gemma and collabing with the Gemma team to resolve all the issues :)
The RoPE fix should already be in transformers 4.38.2: https://github.com/huggingface/transformers/pull/29285
My main PR for transformers which fixes most of the issues (some still left): https://github.com/huggingface/transformers/pull/29402
- HuggingFace Transformers: Qwen2
- HuggingFace Transformers Release v4.36: Mixtral, Llava/BakLlava, SeamlessM4T v2
- HuggingFace: Support for the Mixtral Moe
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Paris-Based Startup and OpenAI Competitor Mistral AI Valued at $2B
If you want to tinker with the architecture Hugging Face has a FOSS implementation in transformers: https://github.com/huggingface/transformers/blob/main/src/tr...
If you want to reproduce the training pipeline, you couldn't do that even if you wanted to because you don't have access to thousands of A100s.
What are some alternatives?
nlpo3 - Thai Natural Language Processing library in Rust, with Python and Node bindings.
fairseq - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
PyProjects - Beginner Friendly Python-Projects
sentence-transformers - Multilingual Sentence & Image Embeddings with BERT
toiro - A comparison tool of Japanese tokenizers
llama - Inference code for Llama models
google-play-scraper - Google play scraper for Python inspired by <facundoolano/google-play-scraper>
transformer-pytorch - Transformer: PyTorch Implementation of "Attention Is All You Need"
abydos - Abydos NLP/IR library for Python
text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.
uni2db - The Unified University Database (uni2db). Tools to get information about courses offered at various colleges/universities.
huggingface_hub - The official Python client for the Huggingface Hub.