AlibabaResearch / flash-llm
Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity
☆180Updated last year
Related projects ⓘ
Alternatives and complementary repositories for flash-llm
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆208Updated 3 weeks ago
- Dynamic Memory Management for Serving LLMs without PagedAttention☆238Updated last week
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆278Updated 4 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆202Updated 2 weeks ago
- ☆131Updated 3 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆147Updated 4 months ago
- Since the emergence of chatGPT in 2022, the acceleration of Large Language Model has become increasingly important. Here is a list of pap…☆175Updated 2 weeks ago
- PyTorch library for cost-effective, fast and easy serving of MoE models.☆103Updated 3 months ago
- ☆167Updated 4 months ago
- ☆70Updated 2 years ago
- Official repository for LightSeq: Sequence Level Parallelism for Distributed Training of Long Context Transformers☆195Updated 3 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆84Updated 6 months ago
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆112Updated 8 months ago
- A low-latency & high-throughput serving engine for LLMs☆245Updated 2 months ago
- ☆79Updated 2 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆241Updated last month
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆90Updated 4 months ago
- ☆46Updated 5 months ago
- ☆52Updated last week
- ☆88Updated 2 months ago
- PyTorch implementation of paper "Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline".☆74Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆87Updated last month
- ☆289Updated 7 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆51Updated 2 months ago
- This repository contains integer operators on GPUs for PyTorch.☆183Updated last year
- A collection of memory efficient attention operators implemented in the Triton language.☆219Updated 5 months ago
- nnScaler: Compiling DNN models for Parallel Training☆74Updated 3 weeks ago
- Applied AI experiments and examples for PyTorch☆166Updated 3 weeks ago
- ☆64Updated 3 months ago
- A fast communication-overlapping library for tensor parallelism on GPUs.☆224Updated 3 weeks ago