sankeerth95

sankeerth95's Stars

• StanfordAHA/aha

  Language:Python508

• IST-DASLab/marlin

  FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.

  Language:Python60847

• HazyResearch/ThunderKittens

  Tile primitives for speedy kernels

  Language:Cuda1.6k65

• microsoft/VPTQ

  VPTQ, A Flexible and Extreme low-bit quantization algorithm

  Language:Python48527

• NVIDIA/NeMo

  A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)

  Language:Python12k2.5k

• NVIDIA/Megatron-LM

  Ongoing research training transformer models at scale

  Language:Python10.5k2.3k

• wangsiping97/FastGEMV

  High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.

  Language:Cuda863

• HanGuo97/flute

  Fast Matrix Multiplications for Lookup Table-Quantized LLMs

  Language:C++1815

• microsoft/microxcaling

  PyTorch emulation library for Microscaling (MX)-compatible data formats

  Language:Python16220

• Cornell-RelaxML/qtip

  Language:Python546

• huggingface/optimum-quanto

  A pytorch quantization backend for optimum

  Language:Python81761

• bitsandbytes-foundation/bitsandbytes

  Accessible large language models via k-bit quantization for PyTorch.

  Language:Python6.2k626

• Godofnothing/aqlm-evaluation-harness

  lm-evaluation-harness version with support of AQLM intermediate checkpoints

  Language:Python31

• lucidrains/vector-quantize-pytorch

  Vector (and Scalar) Quantization, in Pytorch

  Language:Python2.6k206

• HuangOwen/Awesome-LLM-Compression

  Awesome LLM compression research papers and tools.

  1.2k72

• 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:Python1.2k175

• Cornell-RelaxML/quip-sharp

  Language:Python50144

• facebookresearch/MobileLLM

  MobileLLM Optimizing Sub-billion Parameter Language Models for On-Device Use Cases. In ICML 2024.

  Language:Python1.1k60

• threestudio-project/threestudio

  A unified framework for 3D content generation.

  Language:Python6.3k478

• hustvl/GaussianDreamer

  GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Models (CVPR 2024)

  Language:Python67336

• gem5-graphics/gem5-graphics

  gem5 simulator with a gpgpu+graphics GPU model

  Language:C++4828

• Florian-Barthel/splatviz

  Full python interactive 3D Gaussian Splatting viewer for real-time editing and analyzing.

  Language:Python1.1k75

• horizon-research/Fov-3DGS

  Official Implementation of RTGS: Enabling Real-Time Gaussian Splatting on Mobile Devices Using Efficiency-Guided Pruning and Foveated Rendering.

  Language:Python457

• maxvfischer/DIY-CNC-machine

  How to build your own CNC machine from scratch

  1.4k88

• ocornut/imgui

  Dear ImGui: Bloat-free Graphical User interface for C++ with minimal dependencies

  Language:C++60.9k10.3k

• unixpickle/learn-ptx

  Learning about CUDA by writing PTX code.

  Language:Python29

• limacv/GaussianSplattingViewer

  Tiny Gaussian Splatting Viewer

  Language:Python31733

• dendenxu/fast-gaussian-rasterization

  A geometry-shader-based, global CUDA sorted high-performance 3D Gaussian Splatting rasterizer. Can achieve a 5-10x speedup in rendering compared to the vanialla diff-gaussian-rasterization.

  Language:Python2684

• dendenxu/diff-gaussian-rasterization

  Improved 3DGS rasterizer.

  Language:Cuda904

• EricLee0224/awesome-nerf-editing

  🧙🏻‍♂️A list of papers curated for you to dive into the Awesome Radiance Field-based 3D Editing.

  42412