ModelTC / llmc
[EMNLP 2024 Industry Track] This is the official PyTorch implementation of "LLMC: Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit".
☆434Updated last week
Alternatives and similar repositories for llmc:
Users that are interested in llmc are comparing it to the libraries listed below
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆415Updated 6 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆611Updated 2 weeks ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆361Updated 3 months ago
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆431Updated 7 months ago
- Official PyTorch implementation of FlatQuant: Flatness Matters for LLM Quantization☆110Updated 2 months ago
- FlagScale is a large model toolkit based on open-sourced projects.☆253Updated this week
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆278Updated 2 weeks ago
- A quantization algorithm for LLM☆136Updated 9 months ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆108Updated last week
- Awesome list for LLM quantization☆186Updated 2 months ago
- ☆310Updated 11 months ago
- A collection of memory efficient attention operators implemented in the Triton language.☆253Updated 9 months ago
- FlagGems is an operator library for large language models implemented in Triton Language.☆457Updated this week
- DashInfer is a native LLM inference engine aiming to deliver industry-leading performance atop various hardware architectures, including …☆237Updated 2 weeks ago
- Fast inference from large lauguage models via speculative decoding☆692Updated 7 months ago
- USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference☆452Updated this week
- Code Repository of Evaluating Quantized Large Language Models☆119Updated 6 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆298Updated 8 months ago
- Disaggregated serving system for Large Language Models (LLMs).☆507Updated 7 months ago
- ☆127Updated 3 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆236Updated last month
- ☆139Updated 11 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆771Updated 6 months ago
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆241Updated this week
- ☆180Updated 5 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆191Updated last year
- An easy-to-use package for implementing SmoothQuant for LLMs☆95Updated 10 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).