thu-nics / qllm-evalView external linksLinks
Code Repository of Evaluating Quantized Large Language Models
☆135Sep 8, 2024Updated last year
Alternatives and similar repositories for qllm-eval
Users that are interested in qllm-eval are comparing it to the libraries listed below
Sorting:
- Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs☆23Nov 11, 2025Updated 3 months ago
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆75Mar 17, 2025Updated 10 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆211Nov 25, 2025Updated 2 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆482Nov 26, 2024Updated last year
- [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.☆675Nov 19, 2025Updated 2 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆812Mar 6, 2025Updated 11 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆356Nov 20, 2025Updated 2 months ago
- some docs for rookies in nics-efc☆22Mar 17, 2022Updated 3 years ago
- Model Compression Toolbox for Large Language Models and Diffusion Models☆753Aug 14, 2025Updated 6 months ago
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆50Oct 21, 2023Updated 2 years ago
- [DATE'23] The official code for paper <CLAP: Locality Aware and Parallel Triangle Counting with Content Addressable Memory>☆23Jan 19, 2026Updated 3 weeks ago
- A quantization algorithm for LLM☆148Jun 21, 2024Updated last year
- [ICML 2025] SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models☆51Aug 9, 2024Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆180Oct 3, 2024Updated last year
- [COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎：https://zhuanlan.zhihu.c…☆29Mar 5, 2025Updated 11 months ago
- [ECCV24] MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization☆49Nov 27, 2024Updated last year
- A framework to compare low-bit integer and float-point formats☆66Feb 6, 2026Updated last week
- The official implementation of the EMNLP 2023 paper LLM-FP4☆220Dec 15, 2023Updated 2 years ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆37Sep 24, 2024Updated last year
- The official implementation of the ICML 2023 paper OFQ-ViT☆37Oct 3, 2023Updated 2 years ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆336Jul 2, 2024Updated last year
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆123Jul 4, 2025Updated 7 months ago
- aw_nas: A Modularized and Extensible NAS Framework☆252Nov 25, 2025Updated 2 months ago
- ☆28Dec 2, 2024Updated last year
- An efficient spatial accelerator enabling hybrid sparse attention mechanisms for long sequences☆31Mar 7, 2024Updated last year
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆322Mar 4, 2025Updated 11 months ago
- The official implementation of the DAC 2024 paper GQA-LUT☆20Dec 20, 2024Updated last year
- [WSDM'24 Oral] The official implementation of paper <DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting>☆23Mar 11, 2024Updated last year
- [TMLR] Official PyTorch implementation of paper "Efficient Quantization-aware Training with Adaptive Coreset Selection"☆37Aug 20, 2024Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆68Mar 7, 2024Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆81Jul 28, 2025Updated 6 months ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆184Apr 16, 2024Updated last year
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆44Aug 14, 2024Updated last year
- [ICCV'25] The official code of paper "Combining Similarity and Importance for Video Token Reduction on Large Visual Language Models"☆69Jan 13, 2026Updated last month
- [NeurIPS'25] The official code implementation for paper "R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Tok…☆78Updated this week
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆372Jul 10, 2025Updated 7 months ago
- Awesome LLM compression research papers and tools.☆1,776Nov 10, 2025Updated 3 months ago
- [HPCA 2026 Best Paper Candidate] Official implementation of "Focus: A Streaming Concentration Architecture for Efficient Vision-Language …☆29Updated this week
- [NAACL'25 🏆 SAC Award] Official code for "Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert…☆14Feb 4, 2025Updated last year