nbasyl / LLM-FP4
The official implementation of the EMNLP 2023 paper LLM-FP4
☆198Updated last year
Alternatives and similar repositories for LLM-FP4:
Users that are interested in LLM-FP4 are comparing it to the libraries listed below
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆308Updated 10 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆348Updated 8 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆284Updated 2 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆248Updated 6 months ago
- Reorder-based post-training quantization for large language model☆188Updated last year
- This repository contains integer operators on GPUs for PyTorch.☆204Updated last year
- ☆147Updated last year
- GPTQ inference Triton kernel☆298Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆121Updated last month
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆383Updated 5 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆161Updated 9 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆111Updated 11 months ago
- Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆124Updated last month
- ☆241Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆131Updated 3 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆295Updated 3 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆270Updated 2 months ago
- ☆128Updated 2 months ago
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆182Updated 3 months ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆184Updated 2 months ago
- ☆221Updated 10 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆54Updated 10 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆189Updated 2 weeks ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆73Updated 8 months ago
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆263Updated 2 weeks ago
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆206Updated last year
- An easy-to-use package for implementing SmoothQuant for LLMs☆97Updated last month
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆168Updated last month
- ☆188Updated this week
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆276Updated 5 months ago