Smart-Infinity: Fast Large Language Model Training using Near-Storage Processing on a Real System
Fuente:
arXiv
Saved in:
| Main Authors: | Jang, Hongsun, Song, Jaeyong, Jung, Jaewon, Park, Jaeyoung, Kim, Youngsok, Lee, Jinho |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMs
by: Jang, Hongsun, et al.
Published: (2025)
by: Jang, Hongsun, et al.
Published: (2025)
Piccolo: Large-Scale Graph Processing with Fine-Grained In-Memory Scatter-Gather
by: Shin, Changmin, et al.
Published: (2025)
by: Shin, Changmin, et al.
Published: (2025)
GraNNDis: Efficient Unified Distributed Training Framework for Deep GNNs on Large Clusters
by: Song, Jaeyong, et al.
Published: (2023)
by: Song, Jaeyong, et al.
Published: (2023)
PID-Comm: A Fast and Flexible Collective Communication Framework for Commodity Processing-in-DIMM Devices
by: Noh, Si Ung, et al.
Published: (2024)
by: Noh, Si Ung, et al.
Published: (2024)
LOCALUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM
by: Hong, Junguk, et al.
Published: (2026)
by: Hong, Junguk, et al.
Published: (2026)
STRAW: A Stress-Aware WL-Based Read Reclaim Technique for High-Density NAND Flash-Based SSDs
by: Chun, Myoungjun, et al.
Published: (2025)
by: Chun, Myoungjun, et al.
Published: (2025)
Flexible In-NAND Cryptographic Processing for Secure Flash Storage
by: Noh, Seock-Hwan, et al.
Published: (2025)
by: Noh, Seock-Hwan, et al.
Published: (2025)
STAR: Improving Lifetime and Performance of High-Capacity Modern SSDs Using State-Aware Randomizer
by: Kwon, Omin, et al.
Published: (2025)
by: Kwon, Omin, et al.
Published: (2025)
SCRec: A Scalable Computational Storage System with Statistical Sharding and Tensor-train Decomposition for Recommendation Models
by: Yang, Jinho, et al.
Published: (2025)
by: Yang, Jinho, et al.
Published: (2025)
Garibaldi: A Pairwise Instruction-Data Management for Enhancing Shared Last-Level Cache Performance in Server Workloads
by: Kwon, Jaewon, et al.
Published: (2025)
by: Kwon, Jaewon, et al.
Published: (2025)
Containerized In-Storage Processing and Computing-Enabled SSD Disaggregation
by: Kwon, Miryeong, et al.
Published: (2025)
by: Kwon, Miryeong, et al.
Published: (2025)
An RDMA-First Object Storage System with SmartNIC Offload
by: Zhu, Yu, et al.
Published: (2025)
by: Zhu, Yu, et al.
Published: (2025)
Pimba: A Processing-in-Memory Acceleration for Post-Transformer Large Language Model Serving
by: Kim, Wonung, et al.
Published: (2025)
by: Kim, Wonung, et al.
Published: (2025)
RecFlash: Fast Recommendation System on In-Storage Computing with Frequency-Based Data Mapping
by: Baik, Jangho, et al.
Published: (2026)
by: Baik, Jangho, et al.
Published: (2026)
RoMe: Row Granularity Access Memory System for Large Language Models
by: Nam, Hwayong, et al.
Published: (2025)
by: Nam, Hwayong, et al.
Published: (2025)
LPU: A Latency-Optimized and Highly Scalable Processor for Large Language Model Inference
by: Moon, Seungjae, et al.
Published: (2024)
by: Moon, Seungjae, et al.
Published: (2024)
Low-overhead General-purpose Near-Data Processing in CXL Memory Expanders
by: Ham, Hyungkyu, et al.
Published: (2024)
by: Ham, Hyungkyu, et al.
Published: (2024)
CiFHER: A Chiplet-Based FHE Accelerator with a Resizable Structure
by: Kim, Sangpyo, et al.
Published: (2023)
by: Kim, Sangpyo, et al.
Published: (2023)
Hecaton: Training Large Language Models with Scalable Chiplet Systems
by: Huang, Zongle, et al.
Published: (2024)
by: Huang, Zongle, et al.
Published: (2024)
A Review on Proprietary Accelerators for Large Language Models
by: Park, Sihyeong, et al.
Published: (2025)
by: Park, Sihyeong, et al.
Published: (2025)
All-rounder: A Flexible AI Accelerator with Diverse Data Format Support and Morphable Structure for Multi-DNN Processing
by: Noh, Seock-Hwan, et al.
Published: (2023)
by: Noh, Seock-Hwan, et al.
Published: (2023)
Salient Store: Enabling Smart Storage for Continuous Learning Edge Servers
by: Mishra, Cyan Subhra, et al.
Published: (2024)
by: Mishra, Cyan Subhra, et al.
Published: (2024)
Hardware-based Heterogeneous Memory Management for Large Language Model Inference
by: Hwang, Soojin, et al.
Published: (2025)
by: Hwang, Soojin, et al.
Published: (2025)
Proxima: Near-storage Acceleration for Graph-based Approximate Nearest Neighbor Search in 3D NAND
by: Xu, Weihong, et al.
Published: (2023)
by: Xu, Weihong, et al.
Published: (2023)
Mamba-X: An End-to-End Vision Mamba Accelerator for Edge Computing Devices
by: Yoon, Dongho, et al.
Published: (2025)
by: Yoon, Dongho, et al.
Published: (2025)
PreSto: An In-Storage Data Preprocessing System for Training Recommendation Models
by: Lee, Yunjae, et al.
Published: (2024)
by: Lee, Yunjae, et al.
Published: (2024)
FeNOMS: Enhancing Open Modification Spectral Library Search with In-Storage Processing on Ferroelectric NAND (FeNAND) Flash
by: Pinge, Sumukh, et al.
Published: (2025)
by: Pinge, Sumukh, et al.
Published: (2025)
APACHE: A Processing-Near-Memory Architecture for Multi-Scheme Fully Homomorphic Encryption
by: Ding, Lin, et al.
Published: (2024)
by: Ding, Lin, et al.
Published: (2024)
Bandwidth-Effective DRAM Cache for GPUs with Storage-Class Memory
by: Hong, Jeongmin, et al.
Published: (2024)
by: Hong, Jeongmin, et al.
Published: (2024)
PIM-malloc: A Fast and Scalable Dynamic Memory Allocator for Processing-In-Memory (PIM) Architectures
by: Lee, Dongjae, et al.
Published: (2025)
by: Lee, Dongjae, et al.
Published: (2025)
CXL-GPU: Pushing GPU Memory Boundaries with the Integration of CXL Technologies
by: Gouk, Donghyun, et al.
Published: (2025)
by: Gouk, Donghyun, et al.
Published: (2025)
Dissecting and Re-architecting 3D NAND Flash PIM Arrays for Efficient Single-Batch Token Generation in LLMs
by: Jang, Yongjoo, et al.
Published: (2025)
by: Jang, Yongjoo, et al.
Published: (2025)
NDSEARCH: Accelerating Graph-Traversal-Based Approximate Nearest Neighbor Search through Near Data Processing
by: Wang, Yitu, et al.
Published: (2023)
by: Wang, Yitu, et al.
Published: (2023)
CXL Topology-Aware and Expander-Driven Prefetching: Unlocking SSD Performance
by: Oh, Dongsuk, et al.
Published: (2025)
by: Oh, Dongsuk, et al.
Published: (2025)
EnergAIzer: Fast and Accurate GPU Power Estimation Framework for AI Workloads
by: Lee, Kyungmi, et al.
Published: (2026)
by: Lee, Kyungmi, et al.
Published: (2026)
Core Placement Optimization of Many-core Brain-Inspired Near-Storage Systems for Spiking Neural Network Training
by: Zhu, Xueke, et al.
Published: (2024)
by: Zhu, Xueke, et al.
Published: (2024)
HPIM: Heterogeneous Processing-In-Memory-based Accelerator for Large Language Models Inference
by: Duan, Cenlin, et al.
Published: (2025)
by: Duan, Cenlin, et al.
Published: (2025)
TriGen: NPU Architecture for End-to-End Acceleration of Large Language Models based on SW-HW Co-Design
by: Lee, Jonghun, et al.
Published: (2026)
by: Lee, Jonghun, et al.
Published: (2026)
Accelerating Multi-Scale Deformable Attention Using Near-Memory-Processing Architecture
by: Li, Huize, et al.
Published: (2026)
by: Li, Huize, et al.
Published: (2026)
Fast-OverlaPIM: A Fast Overlap-driven Mapping Framework for Processing In-Memory Neural Network Acceleration
by: Wang, Xuan, et al.
Published: (2024)
by: Wang, Xuan, et al.
Published: (2024)
Similar Items
-
A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMs
by: Jang, Hongsun, et al.
Published: (2025) -
Piccolo: Large-Scale Graph Processing with Fine-Grained In-Memory Scatter-Gather
by: Shin, Changmin, et al.
Published: (2025) -
GraNNDis: Efficient Unified Distributed Training Framework for Deep GNNs on Large Clusters
by: Song, Jaeyong, et al.
Published: (2023) -
PID-Comm: A Fast and Flexible Collective Communication Framework for Commodity Processing-in-DIMM Devices
by: Noh, Si Ung, et al.
Published: (2024) -
LOCALUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM
by: Hong, Junguk, et al.
Published: (2026)