LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

15 August 2022

Tim Dettmers

M. Lewis

Younes Belkada

Luke Zettlemoyer

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Papers citing "LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale"

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Title
Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes Lucio Dery Steven Kolawole Jean-Francois Kagey Virginia Smith Graham Neubig Ameet Talwalkar 39 27 0 08 Feb 2024
Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding Zack Ankner Rishab Parthasarathy Aniruddha Nrusimha Christopher Rinard Jonathan Ragan-Kelley William Brandon 17 24 0 07 Feb 2024
TQCompressor: improving tensor decomposition methods in neural networks via permutations V. Abronin A. Naumov D. Mazur D. Bystrov K. Tsarova Ar. Melnikov Ivan V. Oseledets S. Dolgov R. Brasher M. Perelshtein 28 6 0 29 Jan 2024
Evaluating Gender Bias in Large Language Models via Chain-of-Thought Prompting Masahiro Kaneko Danushka Bollegala Naoaki Okazaki Timothy Baldwin LRM 25 27 0 28 Jan 2024
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads Tianle Cai Yuhong Li Zhengyang Geng Hongwu Peng Jason D. Lee De-huai Chen Tri Dao 29 246 0 19 Jan 2024
FFSplit: Split Feed-Forward Network For Optimizing Accuracy-Efficiency Trade-off in Language Model Inference Zirui Liu Qingquan Song Q. Xiao Sathiya Keerthi Selvaraj Rahul Mazumder Aman Gupta Xia Hu 16 4 0 08 Jan 2024
CBQ: Cross-Block Quantization for Large Language Models Xin Ding Xiaoyu Liu Zhijun Tu Yun-feng Zhang Wei Li ... Hanting Chen Yehui Tang Zhiwei Xiong Baoqun Yin Yunhe Wang MQ 27 11 0 13 Dec 2023
Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge Xuan Shen Peiyan Dong Lei Lu Zhenglun Kong Zhengang Li Ming Lin Chao Wu Yanzhi Wang MQ 31 22 0 09 Dec 2023
Splitwise: Efficient generative LLM inference using phase splitting Pratyush Patel Esha Choukse Chaojie Zhang Aashaka Shah Íñigo Goiri Saeed Maleki Ricardo Bianchini 36 196 0 30 Nov 2023
Efficient Stitchable Task Adaptation Haoyu He Zizheng Pan Jing Liu Jianfei Cai Bohan Zhuang 24 3 0 29 Nov 2023
LQ-LoRA: Low-rank Plus Quantized Matrix Decomposition for Efficient Language Model Finetuning Han Guo P. Greengard Eric P. Xing Yoon Kim MQ 28 43 0 20 Nov 2023
The Ups and Downs of Large Language Model Inference with Vocabulary Trimming by Language Heuristics Nikolay Bogoychev Pinzhen Chen Barry Haddow Alexandra Birch 28 0 0 16 Nov 2023
Secure Transformer Inference Protocol Mu Yuan Lan Zhang Xiang-Yang Li 25 3 0 14 Nov 2023
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction Nicholas Walker Stefan Ultes Pierre Lison LM&Ro 43 1 0 03 Nov 2023
Mind the instructions: a holistic evaluation of consistency and interactions in prompt-based learning Lucas Weber Elia Bruni Dieuwke Hupkes 28 24 0 20 Oct 2023
Matrix Compression via Randomized Low Rank and Low Precision Factorization R. Saha Varun Srivastava Mert Pilanci 13 19 0 17 Oct 2023
VLIS: Unimodal Language Models Guide Multimodal Language Generation Jiwan Chung Youngjae Yu VLM 22 1 0 15 Oct 2023
Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLMs Yu-xin Zhang Lirui Zhao Mingbao Lin Yunyun Sun Yiwu Yao Xingjia Han Jared Tanner Shiwei Liu Rongrong Ji SyDa 29 40 0 13 Oct 2023
LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models Huiqiang Jiang Qianhui Wu Chin-Yew Lin Yuqing Yang Lili Qiu 24 100 0 09 Oct 2023
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity Lu Yin You Wu Zhenyu (Allen) Zhang Cheng-Yu Hsieh Yaqing Wang ... Mykola Pechenizkiy Yi Liang Michael Bendersky Zhangyang Wang Shiwei Liu 20 78 0 08 Oct 2023
Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models Jung Hwan Heo Jeonghoon Kim Beomseok Kwon Byeongwook Kim Se Jung Kwon Dongsoo Lee MQ 38 9 0 27 Sep 2023
Small-scale proxies for large-scale Transformer training instabilities Mitchell Wortsman Peter J. Liu Lechao Xiao Katie Everett A. Alemi ... Jascha Narain Sohl-Dickstein Kelvin Xu Jaehoon Lee Justin Gilmer Simon Kornblith 35 80 0 25 Sep 2023
Norm Tweaking: High-performance Low-bit Quantization of Large Language Models Liang Li Qingyuan Li Bo-Wen Zhang Xiangxiang Chu MQ 30 28 0 06 Sep 2023
DTrOCR: Decoder-only Transformer for Optical Character Recognition Masato Fujitake 35 35 0 30 Aug 2023
Uncovering the Hidden Cost of Model Compression Diganta Misra Muawiz Chaudhary Agam Goyal Bharat Runwal Pin-Yu Chen VLM 24 0 0 29 Aug 2023
RecycleGPT: An Autoregressive Language Model with Recyclable Module Yu Jiang Qiaozhi He Xiaomin Zhuang Zhihua Wu Kunpeng Wang Wenlai Zhao Guangwen Yang KELM 23 3 0 07 Aug 2023
Local Large Language Models for Complex Structured Medical Tasks V. Bumgardner Aaron D. Mullen Samuel E. Armstrong Caylin D. Hickey Jeffrey A. Talbert 14 5 0 03 Aug 2023
QuIP: 2-Bit Quantization of Large Language Models With Guarantees Jerry Chee Yaohui Cai Volodymyr Kuleshov Chris De Sa MQ 20 186 0 25 Jul 2023
A Simple and Effective Pruning Approach for Large Language Models Mingjie Sun Zhuang Liu Anna Bair J. Zico Kolter 50 353 0 20 Jun 2023
LLM-QAT: Data-Free Quantization Aware Training for Large Language Models Zechun Liu Barlas Oğuz Changsheng Zhao Ernie Chang Pierre Stock Yashar Mehdad Yangyang Shi Raghuraman Krishnamoorthi Vikas Chandra MQ 42 187 0 29 May 2023
Dynamic Context Pruning for Efficient and Interpretable Autoregressive Transformers Sotiris Anagnostidis Dario Pavllo Luca Biggio Lorenzo Noci Aurélien Lucchi Thomas Hofmann 32 53 0 25 May 2023
Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization Jeonghoon Kim J. H. Lee Sungdong Kim Joonsuk Park Kang Min Yoo S. Kwon Dongsoo Lee MQ 36 97 0 23 May 2023
Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline Zangwei Zheng Xiaozhe Ren Fuzhao Xue Yang Luo Xin Jiang Yang You 24 54 0 22 May 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 27 81 0 19 May 2023
Language Models Meet World Models: Embodied Experiences Enhance Language Models Jiannan Xiang Tianhua Tao Yi Gu Tianmin Shu Zirui Wang Zichao Yang Zhiting Hu ALM LLMAG LM&Ro CLL 27 94 0 18 May 2023
Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Models Emilio Ferrara SILM 17 247 0 07 Apr 2023
RPTQ: Reorder-based Post-training Quantization for Large Language Models Zhihang Yuan Lin Niu Jia-Wen Liu Wenyu Liu Xinggang Wang Yuzhang Shang Guangyu Sun Qiang Wu Jiaxiang Wu Bingzhe Wu MQ 25 76 0 03 Apr 2023
FP8 versus INT8 for efficient deep learning inference M. V. Baalen Andrey Kuzmin Suparna S. Nair Yuwei Ren E. Mahurin ... Sundar Subramanian Sanghyuk Lee Markus Nagel Joseph B. Soriaga Tijmen Blankevoort MQ 18 44 0 31 Mar 2023
CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X Qinkai Zheng Xiao Xia Xu Zou Yuxiao Dong Shanshan Wang ... Andi Wang Yang Li Teng Su Zhilin Yang Jie Tang ELM ALM SyDa 50 314 0 30 Mar 2023
Training-Free Acceleration of ViTs with Delayed Spatial Merging J. Heo Seyedarmin Azizi A. Fayyazi Massoud Pedram 36 3 0 04 Mar 2023
Blind Judgement: Agent-Based Supreme Court Modelling With GPT S. Hamilton LLMAG ELM 11 37 0 12 Jan 2023
Self-Destructing Models: Increasing the Costs of Harmful Dual Uses of Foundation Models Peter Henderson E. Mitchell Christopher D. Manning Dan Jurafsky Chelsea Finn 16 47 0 27 Nov 2022
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models Guangxuan Xiao Ji Lin Mickael Seznec Hao Wu Julien Demouth Song Han MQ 29 728 0 18 Nov 2022
Efficiently Scaling Transformer Inference Reiner Pope Sholto Douglas Aakanksha Chowdhery Jacob Devlin James Bradbury Anselm Levskaya Jonathan Heek Kefan Xiao Shivani Agrawal J. Dean 21 292 0 09 Nov 2022
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 68 2,301 0 09 Nov 2022
Too Brittle To Touch: Comparing the Stability of Quantization and Distillation Towards Developing Lightweight Low-Resource MT Models Harshita Diddee Sandipan Dandapat Monojit Choudhury T. Ganu Kalika Bali 27 5 0 27 Oct 2022
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 19 24 0 19 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 245 1,071 0 05 Oct 2022
Outliers Dimensions that Disrupt Transformers Are Driven by Frequency Giovanni Puccetti Anna Rogers Aleksandr Drozd F. Dell’Orletta 71 42 0 23 May 2022
Towards Efficient Post-training Quantization of Pre-trained Language Models Haoli Bai Lu Hou Lifeng Shang Xin Jiang Irwin King M. Lyu MQ 59 47 0 30 Sep 2021