Cornell-RelaxML / QuIP
Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"
☆361Updated 11 months ago
Alternatives and similar repositories for QuIP:
Users that are interested in QuIP are comparing it to the libraries listed below
- ☆524Updated 3 months ago
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆676Updated 6 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆265Updated last year
- Official PyTorch implementation of QA-LoRA☆126Updated 11 months ago
- GPTQ inference Triton kernel☆295Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆332Updated 6 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆342Updated 2 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆729Updated 5 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆408Updated last month
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆229Updated this week
- ☆217Updated 8 months ago
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆193Updated 3 months ago
- A high-throughput and memory-efficient inference and serving engine for LLMs☆259Updated 4 months ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆767Updated 4 months ago
- scalable and robust tree-based speculative decoding algorithm☆332Updated 3 weeks ago
- Large Context Attention☆682Updated 3 weeks ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆295Updated 7 months ago
- QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving☆496Updated this week
- PB-LLM: Partially Binarized Large Language Models☆151Updated last year
- ☆539Updated 2 months ago
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".☆767Updated 6 months ago
- Explorations into some recent techniques surrounding speculative decoding☆240Updated last month
- Fast low-bit matmul kernels in Triton☆236Updated this week
- Reorder-based post-training quantization for large language model☆184Updated last year
- This repository contains the experimental PyTorch native float8 training UX☆221Updated 6 months ago
- ☆192Updated 2 months ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆523Updated last week
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆175Updated 10 months ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆748Updated this week
- The official implementation of the EMNLP 2023 paper LLM-FP4☆184Updated last year