transformers

Metric depth estimation from a single image

Multilingual Automatic Speech Recognition with word-level timestamps and confidence

A Unified Library for Parameter-Efficient and Modular Transfer Learning

Optical character recognition for Japanese text, with the main focus being Japanese manga

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)

Build a modern LLM from scratch. Every line commented. Explained like we are five.

streamline the fine-tuning process for multimodal models: PaliGemma 2, Florence-2, and Qwen2.5-VL

Implementation of AudioLM, a SOTA Language Modeling Approach to Audio Generation out of Google Research, in Pytorch

⭐️ NLP Algorithms with transformers lib. Supporting Text-Classification, Text-Generation, Information-Extraction, Text-Matching, RLHF, SFT etc.

LeetCode for PyTorch — 65 ML/AI interview problems from real interviews at Google, Meta, Anthropic. Jupyter notebooks, an auto-grader, and an MCP AI tutor.

[ICLR 2025] From anything to mesh like human artists. Official impl. of "MeshAnything: Artist-Created Mesh Generation with Autoregressive Transformers"

TransmogrifAI (pronounced trăns-mŏgˈrə-fī) is an AutoML library for building modular, reusable, strongly typed machine learning workflows on Apache Spark with minimal hand-tuning

A lightweight framework for building LLM-based agents

Lumina-T2X is a unified framework for Text to Any Modality Generation

[CVPR 2025] Official PyTorch Implementation of MambaVision: A Hybrid Mamba-Transformer Vision Backbone

Reformer, the efficient Transformer, in Pytorch

EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

Russian GPT3 models.

A collection of 🤗 Transformers.js demos and example applications