siwooyong

siwooyong's Stars

• tianyi-lab/Reflection_Tuning

  [ACL'24] Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning

  Language:Python31027

• affjljoo3581/GPT2

  PyTorch Implementation of OpenAI GPT-2

  Language:Python27756

• bbaaii/DreamDiffusion

  Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”

  Language:Python45555

• prajwalsingh/EEG2Image

  EEG2IMAGE: Image Reconstruction from EEG Brain Signals. [ICASSP 2023]

  Language:Python599

• Ki6an/fastT5

  ⚡ boost inference speed of T5 models by 5x & reduce the model size by 3x.

  Language:Python56272

• Zheng-Chong/CatVTON

  CatVTON is a simple and efficient virtual try-on diffusion model with 1) Lightweight Network (899.06M parameters totally), 2) Parameter-Efficient Training (49.57M parameters trainable) and 3) Simplified Inference (< 8G VRAM for 1024X768 resolution).

  Language:Python74085

• mit-han-lab/llm-awq

  [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

  Language:Python2.3k177

• openvinotoolkit/openvino

  OpenVINO™ is an open-source toolkit for optimizing and deploying AI inference

  Language:C++6.9k2.2k

• casper-hansen/AutoAWQ

  AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:

  Language:Python1.6k196

• Vahe1994/AQLM

  Official Pytorch repository for Extreme Compression of Large Language Models via Additive Quantization https://arxiv.org/pdf/2401.06118.pdf and PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression https://arxiv.org/abs/2405.14852

  Language:Python1.1k173

• huggingface/optimum-quanto

  A pytorch quantization backend for optimum

  Language:Python76055

• IST-DASLab/gptq

  Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".

  Language:Python1.9k150

• Project-MONAI/MONAI

  AI Toolkit for Healthcare Imaging

  Language:Python5.7k1k

• NVIDIA/TensorRT-LLM

  TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines.

  Language:C++8.2k910

• microsoft/human-pose-estimation.pytorch

  The project is an official implement of our ECCV2018 paper "Simple Baselines for Human Pose Estimation and Tracking(https://arxiv.org/abs/1804.06208)"

  Language:Python2.9k604

• pytorch/TensorRT

  PyTorch/TorchScript/FX compiler for NVIDIA GPUs using TensorRT

  Language:Python2.5k346

• NVIDIA/TensorRT-Model-Optimizer

  TensorRT Model Optimizer is a unified library of state-of-the-art model optimization techniques such as quantization, sparsity, distillation, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM or TensorRT to optimize inference speed on NVIDIA GPUs.

  Language:Python44227

• openvinotoolkit/nncf

  Neural Network Compression Framework for enhanced OpenVINO™ inference

  Language:Python911227

• pytorch/ao

  PyTorch native quantization and sparsity for training and inference

  Language:Python75095

• NVIDIA/TensorRT

  NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.

  Language:C++10.6k2.1k

• intel/neural-compressor

  SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime

  Language:Python2.2k252

• megvii-research/FQ-ViT

  [IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer

  Language:Python30248

• artidoro/qlora

  QLoRA: Efficient Finetuning of Quantized LLMs

  Language:Jupyter Notebook9.9k817

• clovaai/CutMix-PyTorch

  Official Pytorch implementation of CutMix regularizer

  Language:Python1.2k160

• ds-wook/web-ctr-prediction

  🏆1st solution in web ad CTR predict competition🏆

  Language:Python12

• baaivision/EVA

  EVA Series: Visual Representation Fantasies from BAAI

  Language:Python2.2k162

• Locutusque/TPU-Alignment

  Fully fine-tune large models like Mistral, Llama-2-13B, or Qwen-14B completely for free

  Language:Jupyter Notebook21722

• KindXiaoming/pykan

  Kolmogorov Arnold Networks

  Language:Jupyter Notebook14.6k1.3k

• IRCSS/MatrixVFX

  A realtime Matrix VFX Shader in Unity 3D

  Language:ShaderLab48361

• rrmina/fast-neural-style-pytorch

  Fast Neural Style Transfer implementation in PyTorch :art: :art: :art:

  Language:Python31577