thu-ml / 2by4-pretrain-acc-examplesLinks
Code for "Accelerating Transformer Pre-training with 2:4 Sparsity"
☆25Updated 11 months ago
Alternatives and similar repositories for 2by4-pretrain-acc-examples
Users that are interested in 2by4-pretrain-acc-examples are comparing it to the libraries listed below
Sorting:
- Efficient 2:4 sparse training algorithms and implementations☆57Updated 11 months ago
- ☆58Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆173Updated last year
- Code Repository of Evaluating Quantized Large Language Models☆135Updated last year
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆81Updated 7 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆344Updated 3 months ago
- A sparse attention kernel supporting mix sparse patterns☆355Updated 8 months ago
- 16-fold memory access reduction with nearly no loss☆106Updated 7 months ago
- This repository contains integer operators on GPUs for PyTorch.☆221Updated 2 years ago
- [COLM 2024] SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models☆24Updated last year
- ☆43Updated 3 years ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆183Updated 3 weeks ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆255Updated 3 weeks ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆144Updated 8 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆244Updated 3 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆162Updated last week
- ☆60Updated 11 months ago
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆59Updated 7 months ago
- Repo for SpecEE: Accelerating Large Language Model Inference with Speculative Early Exiting (ISCA25)☆66Updated 6 months ago
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆245Updated 4 months ago
- A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆61Updated 2 weeks ago
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆70Updated 3 months ago
- ☆80Updated last year
- 🎓Automatically Update circult-eda-mlsys-tinyml Papers Daily using Github Actions (Update Every 8th hours)☆10Updated this week
- ☆58Updated last year
- A Survey of Efficient Attention Methods: Hardware-efficient, Sparse, Compact, and Linear Attention☆212Updated 2 months ago
- Code release for AdapMoE accepted by ICCAD 2024☆34Updated 6 months ago
- ☆83Updated 9 months ago
- A collection of research papers on low-precision training methods☆42Updated 5 months ago
- ☆345Updated last year