piccolo
transformers
| piccolo | transformers | |
|---|---|---|
| 7 | 178 | |
| 1,273 | 125,741 | |
| 2.1% | 2.0% | |
| 8.4 | 10.0 | |
| 23 days ago | about 24 hours ago | |
| Python | Python | |
| 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.
piccolo
- Piccolo, a Lightweight and Async Pydantic V2 Python ORM
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[Guide] A Tour Through the Python Framework Galaxy: Discovering the Stars
Try Piccolo instead of SQLAlchemy
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Python projects with best practices on Github?
One other project that I enjoyed reading - to integrate with, is Picollo ORM (https://github.com/piccolo-orm/piccolo). The code is really readable.
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Piccolo - a modern, async query builder / ORM for Postgres
Hi, I'm a big fan of Postgres, and have been working on Piccolo for the last few years.
- GitHub - piccolo-orm/piccolo: A fast, user friendly ORM and query builder which supports asyncio.
- Piccolo: Python fast, user friendly ORM and query builder with asyncio
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Piccolo, an async query builder and ORM for Python
Give Piccolo a go. It is already being used in production, and is improving at a rapid pace. If you have any feedback or questions, let us know on Github. Thanks!
transformers
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XLSTM: Extended Long Short-Term Memory
Fascinating work, very promising.
Can you summarise how the model in your paper differs from this one ?
https://github.com/huggingface/transformers/issues/27011
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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
What are some alternatives?
tortoise-orm - Familiar asyncio ORM for python, built with relations in mind
fairseq - Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
asyncpg - A fast PostgreSQL Database Client Library for Python/asyncio.
sentence-transformers - Multilingual Sentence & Image Embeddings with BERT
prisma-client-py - Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use
llama - Inference code for Llama models
piccolo_admin - A powerful web admin for your database.
transformer-pytorch - Transformer: PyTorch Implementation of "Attention Is All You Need"
django-firebird - Firebird SQL backend for Django web framework
text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.
yt-dlp-bot - Self-hosted Video Download Telegram Bot 🇺🇦
huggingface_hub - The official Python client for the Huggingface Hub.