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Top 22 Python huggingface-transformer Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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uform
Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️
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detoxify
Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers. For access to our API, please email us at [email protected].
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Multimodal-Toolkit
Multimodal model for text and tabular data with HuggingFace transformers as building block for text data
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SaaSHub
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finetune-gpt2xl
Guide: Finetune GPT2-XL (1.5 Billion Parameters) and finetune GPT-NEO (2.7 B) on a single GPU with Huggingface Transformers using DeepSpeed
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local-llm-function-calling
A tool for generating function arguments and choosing what function to call with local LLMs
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quickai
QuickAI is a Python library that makes it extremely easy to experiment with state-of-the-art Machine Learning models.
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monitors4codegen
Code and Data artifact for NeurIPS 2023 paper - "Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context". `multispy` is a lsp client library in Python intended to be used to build applications around language servers.
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discus
A data-centric AI package for ML/AI. Get the best high-quality data for the best results. Discord: https://discord.gg/t6ADqBKrdZ
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Extracting-Training-Data-from-Large-Langauge-Models
A re-implementation of the "Extracting Training Data from Large Language Models" paper by Carlini et al., 2020
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Deep-Punctuation-Corrector
A simple streamlit based webapp to process text and correct punctuation built using "fullstop-punctuation-multilang-large" Model from Huggingface Transformers 🤗.
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quick-deploy
Optimize, convert and deploy machine learning models as fast inference API using Triton and ORT. Currently support Hugging Face transformers, PyToch, Tensorflow, SKLearn and XGBoost models.
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fiftyone-image-captioning-plugin
Caption images across your datasets with state of the art models from Hugging Face and Replicate!
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SaaSHub
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Try this: https://github.com/refuel-ai/autolabel
Then the main challenge just becomes prompt design, which can sometimes be nebulous for NLP annotation.
There were some developments using LLMs in the timeseries domain which caught my attention.
I toyed with the Chronos forecasting toolkit [1], and the results were predictably off by wild margins [2]
What really caught my eye though was the "feel" of the predicted timeseries -- this is the first time I've seen synthetic timeseries that look like the real thing. Stock charts have a certain quality to them, once you've been looking at them long enough, you can tell more often than not whether some unlabeled data is a stock price timeseries or not. It seems the chronos LLM was able to pick up on that "nature" of the price movement, and replicate it in its forecasts. Impressive!
1: https://github.com/amazon-science/chronos-forecasting
2: https://imgur.com/a/hTRQ38d
Project mention: CatLIP: Clip Vision Accuracy with 2.7x Faster Pre-Training on Web-Scale Data | news.ycombinator.com | 2024-04-25question: any good on-device size image embedding models?
tried https://github.com/unum-cloud/uform which i do like, especially they also support languages other than English. Any recommendations on other alternatives?
Project mention: Run and create custom ChatGPT-like bots with OpenChat | news.ycombinator.com | 2023-06-07- https://github.com/r2d4/rellm
Project mention: Tell HN: OpenAI still has a moat, it's called function calling and its API | news.ycombinator.com | 2024-02-21hello? https://github.com/rizerphe/local-llm-function-calling
Project mention: Debugging Python Code in Amazon SageMaker Locally Using Visual Studio Code and PyCharm: A Step-by-Step Guide | dev.to | 2023-11-15git clone https://github.com/aws-samples/amazon-sagemaker-local-mode/ cd amazon-sagemaker-local-mode/general_pipeline_local_debug python3 -m venv .venv source .venv/bin/activate pip install jupyter jupyter lab
Project mention: Show HN: Multilspy – A library to easily use language servers to analyze code | news.ycombinator.com | 2023-11-28
Project mention: LLM-Client – Python library for seamless integration with LLMs | news.ycombinator.com | 2023-07-27
Project mention: an open source package helping developers generate data for LLMs | /r/mlops | 2023-08-02
Project mention: Simple GPT app that uses the falcon-7b-instruct model with a Flask front-end. | /r/ChatGPT | 2023-06-22
Concept Modeling Techniques: the built-in concept modeling technique in this walkthrough uses GPT-4V and some light prompting to identify each cluster's core concept. This is but one way to approach an open-ended problem. Try using image captioning and topic modeling, or create your own technique!
Project mention: AIdventure - Community Report (AKA Devlog) of December 2023 | /r/LyaaaaaGames | 2023-12-08AIdventure is a text adventure game with an AI as a storyteller. No rules, no censorship, the only limit is your imagination, not someone else's. - Steam: https://store.steampowered.com/app/2114790/AIdventure/ - Itch: https://lyaaaaaaaaaaaaaaa.itch.io/aidventure - Twitter: https://twitter.com/LyaaaaaGames - Reddit: r/LyaaaaaGames - French Reddit: r/LyaaaaaGames_FR - Youtube: https://www.youtube.com/channel/UCY9ChpG4FdZEwMoiWOjsKoQ - Website: https://www.lyaaaaagames.com - Discord: https://discord.gg/mJGSkJ3mgT
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python huggingface-transformers related posts
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CatLIP: Clip Vision Accuracy with 2.7x Faster Pre-Training on Web-Scale Data
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Multimodal Embeddings for JavaScript, Swift, and Python
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Show HN: UForm v2 Featuring Multimodal Matryoshka, Multimodal DPO, and ONNX
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UForm v1: Multimodal Chat in 1.5B Parameters
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NLP Research in the Era of LLMs
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AIdventure - Community Report (AKA Devlog) of December 2023
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AIdventure utilise un serveur (local) en Python pour faire fonctionner les IA. Pour les curieux, ce serveur est open source. Je vous invite donc à visiter la page Github et fork si vous souhaitez expérimenter.
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A note from our sponsor - InfluxDB
www.influxdata.com | 4 May 2024
Index
What are some of the best open-source huggingface-transformer projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | autolabel | 1,782 |
| 2 | chronos-forecasting | 1,644 |
| 3 | uform | 885 |
| 4 | detoxify | 839 |
| 5 | Multimodal-Toolkit | 555 |
| 6 | transformers-bloom-inference | 548 |
| 7 | rellm | 488 |
| 8 | finetune-gpt2xl | 421 |
| 9 | local-llm-function-calling | 265 |
| 10 | amazon-sagemaker-local-mode | 229 |
| 11 | quickai | 162 |
| 12 | monitors4codegen | 108 |
| 13 | llm-client-sdk | 70 |
| 14 | discus | 62 |
| 15 | tasknet | 33 |
| 16 | Extracting-Training-Data-from-Large-Langauge-Models | 26 |
| 17 | QDrant-NLP | 11 |
| 18 | Deep-Punctuation-Corrector | 9 |
| 19 | quick-deploy | 6 |
| 20 | falcongpt | 5 |
| 21 | fiftyone-image-captioning-plugin | 5 |
| 22 | AIdventure_Server | 1 |
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