Guangxuan-Xiao / torch-intLinks
This repository contains integer operators on GPUs for PyTorch.
☆218Updated 2 years ago
Alternatives and similar repositories for torch-int
Users that are interested in torch-int are comparing it to the libraries listed below
Sorting:
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆320Updated last year
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆265Updated 2 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆170Updated this week
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆429Updated 10 months ago
- A collection of memory efficient attention operators implemented in the Triton language.☆279Updated last year
- Code for the NeurIPS 2022 paper "Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning".☆129Updated 2 years ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆239Updated 3 weeks ago
- ☆161Updated 2 years ago
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆221Updated 2 years ago
- ☆338Updated last year
- Code Repository of Evaluating Quantized Large Language Models☆131Updated last year
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆315Updated 7 months ago
- PyTorch bindings for CUTLASS grouped GEMM.☆123Updated 4 months ago
- ☆71Updated last year
- ☆151Updated last year
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆330Updated 7 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆215Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆140Updated last month
- An easy-to-use package for implementing SmoothQuant for LLMs☆106Updated 5 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆383Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆66Updated last year
- ☆238Updated last year
- ☆241Updated 2 years ago
- ☆159Updated 2 years ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆150Updated 4 months ago
- ☆42Updated 2 years ago
- PyTorch emulation library for Microscaling (MX)-compatible data formats☆303Updated 3 months ago
- ☆82Updated 8 months ago
- PyTorch bindings for CUTLASS grouped GEMM.☆152Updated last month
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆118Updated last year