Top 23 Python pretrained-model Projects

• transformers

  181 126,915 10.0 Python

  🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

  

Project mention: How to count tokens in frontend for Popular LLM Models: GPT, Claude, and Llama | dev.to | 2024-05-21

Thanks to transformers.js, we can run the tokenizer and model locally in the browser. Transformers.js is designed to be functionally equivalent to Hugging Face's transformers python library, meaning you can run the same pretrained models using a very similar API.

• pytorch-image-models

  35 30,220 9.4 Python

  The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

  

Project mention: FLaNK AI Weekly 18 March 2024 | dev.to | 2024-03-18

• Scout Monitoring

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  Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.

  

• spleeter

  230 25,067 1.5 Python

  Deezer source separation library including pretrained models.

  

Project mention: Are stems a good way of making mashups | /r/Beatmatch | 2023-12-10

virtual dj and others stem separator is shrinked model of this https://github.com/deezer/spleeter you will get better results downloading original + their large model.

• PaddleNLP

  2 11,583 9.8 Python

  👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.

  

• Qwen

  5 11,682 9.4 Python

  The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.

  

Project mention: What the heck is so great about this model? | /r/SillyTavernAI | 2023-12-07

Qwen: https://github.com/QwenLM/Qwen

• segmentation_models.pytorch

  14 8,951 4.1 Python

  Segmentation models with pretrained backbones. PyTorch.

Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09

Also, I’d suggest considering switching to the segmentation-models library - it provides U-Net models with a variety of pretrained backbones of as encoders. The author also put out a PyTorch version. https://github.com/qubvel/segmentation_models.pytorch https://github.com/qubvel/segmentation_models

• petals

  99 8,763 8.3 Python

  🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading

  

Project mention: Chameleon: Meta's New Multi-Modal LLM | news.ycombinator.com | 2024-05-21

Things like [petals](https://github.com/bigscience-workshop/petals) exist, distributed computing over willing participants. Right now corporate cash is being rammed into the space so why not snap it up while you can, but the moment it dries up projects like petals will see more of the love they deserve.

I envision a future where crypto-style booms happen over tokens useful for purchasing priority computational time, which is earned by providing said computational time. This way researchers can daisy-chain their independent smaller rigs together into something with gargantuan capabilities.

• InfluxDB

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  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.

  

• LMFlow

  10 8,062 9.7 Python

  An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.

  

Project mention: Your weekly machine learning digest | /r/learnmachinelearning | 2023-07-03

• CodeGeeX

  9 7,840 2.0 Python

  CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)

  

• EfficientNet-PyTorch

  2 7,715 0.0 Python

  A PyTorch implementation of EfficientNet and EfficientNetV2 (coming soon!)

• mmf

  2 5,425 4.8 Python

  A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)

  

• PaddleClas

  2 5,290 5.4 Python

  A treasure chest for visual classification and recognition powered by PaddlePaddle

  

• CogVLM

  16 5,355 9.0 Python

  a state-of-the-art-level open visual language model | 多模态预训练模型

  

Project mention: Mixtral: Mixture of Experts | news.ycombinator.com | 2024-01-08

CogVLM is very good in my (brief) testing: https://github.com/THUDM/CogVLM

The model weights seem to be under a non-commercial license, not true open source, but it is "open access" as you requested.

• awesome-pretrained-chinese-nlp-models

  1 4,332 8.8 Python

  Awesome Pretrained Chinese NLP Models，高质量中文预训练模型&大模型&多模态模型&大语言模型集合

• facenet-pytorch

  4 4,232 3.8 Python

  Pretrained Pytorch face detection (MTCNN) and facial recognition (InceptionResnet) models

• Efficient-AI-Backbones

  3 3,856 5.8 Python

  Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.

  

• Chinese-CLIP

  1 3,771 7.6 Python

  Chinese version of CLIP which achieves Chinese cross-modal retrieval and representation generation.

  

• PINTO_model_zoo

  5 3,351 9.7 Python

  A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.

• mmpretrain

  2 3,225 7.1 Python

  OpenMMLab Pre-training Toolbox and Benchmark

  

• Pretrained-Language-Model

  1 2,971 6.1 Python

  Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

  

• deepsparse

  21 2,902 9.4 Python

  Sparsity-aware deep learning inference runtime for CPUs

  

Project mention: Fast Llama 2 on CPUs with Sparse Fine-Tuning and DeepSparse | news.ycombinator.com | 2023-11-23

Interesting company. Yannic Kilcher interviewed Nir Shavit last year and they went into some depth: https://www.youtube.com/watch?v=0PAiQ1jTN5k DeepSparse is on GitHub: https://github.com/neuralmagic/deepsparse

• OFA

  3 2,343 2.8 Python

  Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

  

• asteroid

  2 2,135 5.5 Python

  The PyTorch-based audio source separation toolkit for researchers

  

• SaaSHub

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  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Python pretrained-models related posts

• CogAgent-18B – visual-based GUI Agent capabilities

  2 projects | news.ycombinator.com | 16 Dec 2023

• Are stems a good way of making mashups

  1 project | /r/Beatmatch | 10 Dec 2023

• What do you think. When should we expect the next SDXL version?

  1 project | /r/StableDiffusion | 10 Dec 2023

• Big News!

  1 project | /r/OnePieceMangaCut | 9 Dec 2023

• Anybody here know what AI model does Steinberg's Spectralayers use to do stem separation?

  1 project | /r/audioengineering | 8 Dec 2023

• Gemini: Google's most capable AI model yet

  2 projects | news.ycombinator.com | 6 Dec 2023

• Open-source LLMs with Image Interpretation

  1 project | /r/LocalLLaMA | 6 Dec 2023
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