CUTHERMO: Understanding GPU Memory Inefficiencies with Heat Map Profiling
Fuente:
arXiv
Saved in:
| Main Authors: | Zhao, Yanbo, Cui, Jinku, Li, Zecheng, Jiao, Shuyin, Liu, Xu, Li, Jiajia |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Profiling and optimization of multi-card GPU machine learning jobs
by: Lawenda, Marcin, et al.
Published: (2025)
by: Lawenda, Marcin, et al.
Published: (2025)
Data-Driven Analysis to Understand GPU Hardware Resource Usage of Optimizations
by: Islam, Tanzima Z., et al.
Published: (2024)
by: Islam, Tanzima Z., et al.
Published: (2024)
Dissecting CPU-GPU Unified Physical Memory on AMD MI300A APUs
by: Wahlgren, Jacob, et al.
Published: (2025)
by: Wahlgren, Jacob, et al.
Published: (2025)
Efficient GPU-Centered Singular Value Decomposition Using the Divide-and-Conquer Method
by: Liu, Shifang, et al.
Published: (2025)
by: Liu, Shifang, et al.
Published: (2025)
Understanding Power Consumption Metric on Heterogeneous Memory Systems
by: Proaño, Andrès Rubio, et al.
Published: (2024)
by: Proaño, Andrès Rubio, et al.
Published: (2024)
HybridGen: Efficient LLM Generative Inference via CPU-GPU Hybrid Computing
by: Lin, Mao, et al.
Published: (2026)
by: Lin, Mao, et al.
Published: (2026)
Unleashing the Power of Preemptive Priority-based Scheduling for Real-Time GPU Tasks
by: Wang, Yidi, et al.
Published: (2024)
by: Wang, Yidi, et al.
Published: (2024)
Scalable GPU Performance Variability Analysis framework
by: Lahiry, Ankur, et al.
Published: (2025)
by: Lahiry, Ankur, et al.
Published: (2025)
On the Partitioning of GPU Power among Multi-Instances
by: Vamja, Tirth, et al.
Published: (2025)
by: Vamja, Tirth, et al.
Published: (2025)
The Energy Cost of Execution-Idle in GPU Clusters
by: Lei, Yiran, et al.
Published: (2026)
by: Lei, Yiran, et al.
Published: (2026)
Disaggregated Design for GPU-Based Volumetric Data Structures
by: Meneghin, Massimiliano, et al.
Published: (2025)
by: Meneghin, Massimiliano, et al.
Published: (2025)
Taking GPU Programming Models to Task for Performance Portability
by: Davis, Joshua H., et al.
Published: (2024)
by: Davis, Joshua H., et al.
Published: (2024)
GPUVM: GPU-driven Unified Virtual Memory
by: Nazaraliyev, Nurlan, et al.
Published: (2024)
by: Nazaraliyev, Nurlan, et al.
Published: (2024)
KEET: Explaining Performance of GPU Kernels Using LLM Agents
by: Davis, Joshua H., et al.
Published: (2026)
by: Davis, Joshua H., et al.
Published: (2026)
Opt4GPTQ: Co-Optimizing Memory and Computation for 4-bit GPTQ Quantized LLM Inference on Heterogeneous Platforms
by: Zhang, Yaozheng, et al.
Published: (2025)
by: Zhang, Yaozheng, et al.
Published: (2025)
Efficient allocation of image recognition and LLM tasks on multi-GPU system
by: Lawenda, Marcin, et al.
Published: (2025)
by: Lawenda, Marcin, et al.
Published: (2025)
High-Performance Portable GPU Primitives for Arbitrary Types and Operators in Julia
by: Pilliat, Emmanuel
Published: (2026)
by: Pilliat, Emmanuel
Published: (2026)
Minos: Systematically Classifying Performance and Power Characteristics of GPU Workloads on HPC Clusters
by: Jain, Rutwik, et al.
Published: (2026)
by: Jain, Rutwik, et al.
Published: (2026)
Fast and Scalable Mixed Precision Euclidean Distance Calculations Using GPU Tensor Cores
by: Curless, Brian, et al.
Published: (2025)
by: Curless, Brian, et al.
Published: (2025)
LEO: Tracing GPU Stall Root Causes via Cross-Vendor Backward Slicing
by: Xia, Yuning, et al.
Published: (2026)
by: Xia, Yuning, et al.
Published: (2026)
Towards Portability at Scale: A Cross-Architecture Performance Evaluation of a GPU-enabled Shallow Water Solver
by: Villalobos, Johansell, et al.
Published: (2025)
by: Villalobos, Johansell, et al.
Published: (2025)
Extrae.jl: Julia bindings for the Extrae HPC Profiler
by: Sanchez-Ramirez, Sergio, et al.
Published: (2025)
by: Sanchez-Ramirez, Sergio, et al.
Published: (2025)
A Precision Emulation Approach to the GPU Acceleration of Ab Initio Electronic Structure Calculations
by: Liu, Hang, et al.
Published: (2026)
by: Liu, Hang, et al.
Published: (2026)
Can Tensor Cores Benefit Memory-Bound Kernels? (No!)
by: Zhang, Lingqi, et al.
Published: (2025)
by: Zhang, Lingqi, et al.
Published: (2025)
Cache Blocking of Distributed-Memory Parallel Matrix Power Kernels
by: Lacey, Dane C., et al.
Published: (2024)
by: Lacey, Dane C., et al.
Published: (2024)
Efficient Serverless Cold Start: Reducing Library Loading Overhead by Profile-guided Optimization
by: Tariq, Syed Salauddin Mohammad, et al.
Published: (2025)
by: Tariq, Syed Salauddin Mohammad, et al.
Published: (2025)
Collaborative Processing for Multi-Tenant Inference on Memory-Constrained Edge TPUs
by: Ng, Nathan, et al.
Published: (2026)
by: Ng, Nathan, et al.
Published: (2026)
A Pilot Study on Tunable Precision Emulation via Automatic BLAS Offloading
by: Liu, Hang, et al.
Published: (2025)
by: Liu, Hang, et al.
Published: (2025)
Understanding Inference Scaling for LLMs: Bottlenecks, Trade-offs, and Performance Principles
by: Arif, Moiz, et al.
Published: (2026)
by: Arif, Moiz, et al.
Published: (2026)
Serving Chain-structured Jobs with Large Memory Footprints with Application to Large Foundation Model Serving
by: Sun, Tingyang, et al.
Published: (2026)
by: Sun, Tingyang, et al.
Published: (2026)
xMem: A CPU-Based Approach for Accurate Estimation of GPU Memory in Deep Learning Training Workloads
by: Shi, Jiabo, et al.
Published: (2025)
by: Shi, Jiabo, et al.
Published: (2025)
Accelerating Mobile Inference through Fine-Grained CPU-GPU Co-Execution
by: Li, Zhuojin, et al.
Published: (2025)
by: Li, Zhuojin, et al.
Published: (2025)
MultiPath Memory Access: Breaking Host-GPU Bandwidth Bottlenecks in LLM Services
by: Tang, Lingfeng, et al.
Published: (2025)
by: Tang, Lingfeng, et al.
Published: (2025)
Arkade: k-Nearest Neighbor Search With Non-Euclidean Distances using GPU Ray Tracing
by: Mandarapu, Durga, et al.
Published: (2023)
by: Mandarapu, Durga, et al.
Published: (2023)
GigaAPI for GPU Parallelization
by: Suvarna, M., et al.
Published: (2025)
by: Suvarna, M., et al.
Published: (2025)
The Landscape of GPU-Centric Communication
by: Unat, Didem, et al.
Published: (2024)
by: Unat, Didem, et al.
Published: (2024)
HeteGen: Heterogeneous Parallel Inference for Large Language Models on Resource-Constrained Devices
by: Zhao, Xuanlei, et al.
Published: (2024)
by: Zhao, Xuanlei, et al.
Published: (2024)
An Experimental Study of Different Aggregation Schemes in Semi-Asynchronous Federated Learning
by: Li, Yunbo, et al.
Published: (2024)
by: Li, Yunbo, et al.
Published: (2024)
Parallelizing a modern GPU simulator
by: Huerta, Rodrigo, et al.
Published: (2025)
by: Huerta, Rodrigo, et al.
Published: (2025)
Optimal Parallel Scheduling under Concave Speedup Functions
by: Li, Chengzhang, et al.
Published: (2025)
by: Li, Chengzhang, et al.
Published: (2025)
Similar Items
-
Profiling and optimization of multi-card GPU machine learning jobs
by: Lawenda, Marcin, et al.
Published: (2025) -
Data-Driven Analysis to Understand GPU Hardware Resource Usage of Optimizations
by: Islam, Tanzima Z., et al.
Published: (2024) -
Dissecting CPU-GPU Unified Physical Memory on AMD MI300A APUs
by: Wahlgren, Jacob, et al.
Published: (2025) -
Efficient GPU-Centered Singular Value Decomposition Using the Divide-and-Conquer Method
by: Liu, Shifang, et al.
Published: (2025) -
Understanding Power Consumption Metric on Heterogeneous Memory Systems
by: Proaño, Andrès Rubio, et al.
Published: (2024)