Cover Image

Cost-Performance Analysis: A Comparative Study of CPU-Based Serverless and GPU-Based Training Architectures

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Barrak, Amine, Petrillo, Fabio, Jaafar, Fehmi
Format:	Preprint
Published:	2025
Subjects:	Distributed, Parallel, and Cluster Computing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Scalable and Cost-Efficient ML Inference: Parallel Batch Processing with Serverless Functions
by: Barrak, Amine, et al.
Published: (2025)

Shard the Gradient, Scale the Model: Serverless Federated Aggregation via Gradient Partitioning
by: Barrak, Amine
Published: (2026)

A Study of Performance Programming of CPU, GPU accelerated Computers and SIMD Architecture
by: Yi, Xinyao
Published: (2024)

A Unified CPU-GPU Protocol for GNN Training
by: Lin, Yi-Chien, et al.
Published: (2024)

Towards Affordable, Adaptive and Automatic GNN Training on CPU-GPU Heterogeneous Platforms
by: Qiao, Tong, et al.
Published: (2025)

Frenzy: A Memory-Aware Serverless LLM Training System for Heterogeneous GPU Clusters
by: Chang, Zihan, et al.
Published: (2024)

A Distributed-memory Tridiagonal Solver Based on a Specialised Data Structure Optimised for CPU and GPU Architectures
by: Akkurt, Semih, et al.
Published: (2024)

TURNIP: A "Nondeterministic" GPU Runtime with CPU RAM Offload
by: Ding, Zhimin, et al.
Published: (2024)

Combining GPU and CPU for accelerating evolutionary computing workloads
by: Eynaliyev, Rustam, et al.
Published: (2025)

Breaking the Memory Wall: A Study of I/O Patterns and GPU Memory Utilization for Hybrid CPU-GPU Offloaded Optimizers
by: Maurya, Avinash, et al.
Published: (2024)

New Kids: An Architecture and Performance Investigation of Second-Generation Serverless Platforms
by: Schirmer, Trever, et al.
Published: (2026)

Towards Fast Setup and High Throughput of GPU Serverless Computing
by: Zhao, Han, et al.
Published: (2024)

ODIN-Based CPU-GPU Architecture with Replay-Driven Simulation and Emulation
by: Dorairaj, Nij, et al.
Published: (2026)

Serverless Computing: Architecture, Concepts, and Applications
by: Ghorbian, Mohsen, et al.
Published: (2025)

Efficient Graph Embedding at Scale: Optimizing CPU-GPU-SSD Integration
by: Li, Zhonggen, et al.
Published: (2025)

HeteroSTA: A CPU-GPU Heterogeneous Static Timing Analysis Engine with Holistic Industrial Design Support
by: Guo, Zizheng, et al.
Published: (2025)

FaaSTube: Optimizing GPU-oriented Data Transfer for Serverless Computing
by: Wu, Hao, et al.
Published: (2024)

HAS-GPU: Efficient Hybrid Auto-scaling with Fine-grained GPU Allocation for SLO-aware Serverless Inferences
by: Gu, Jianfeng, et al.
Published: (2025)

Taming GPU Underutilization via Static Partitioning and Fine-grained CPU Offloading
by: Schieffer, Gabin, et al.
Published: (2026)

ServerlessLoRA: Minimizing Latency and Cost in Serverless Inference for LoRA-Based LLMs
by: Sui, Yifan, et al.
Published: (2025)

Torpor: GPU-Enabled Serverless Computing for Low-Latency, Resource-Efficient Inference
by: Yu, Minchen, et al.
Published: (2023)

Comparing CPU and GPU compute of PERMANOVA on MI300A
by: Sfiligoi, Igor
Published: (2025)

Making Serverless Computing Extensible: A Case Study of Serverless Data Analytics
by: Yu, Minchen, et al.
Published: (2025)

Evaluating HPC-Style CPU Performance and Cost in Virtualized Cloud Infrastructures
by: Tharwani, Jay, et al.
Published: (2025)

APEX: Asynchronous Parallel CPU-GPU Execution for Online LLM Inference on Constrained GPUs
by: Fan, Jiakun, et al.
Published: (2025)

Co-Design and Evaluation of a CPU-Free MPI GPU Communication Abstraction and Implementation
by: Bridges, Patrick G., et al.
Published: (2026)

Serving Hybrid LLM Loads with SLO Guarantees Using CPU-GPU Attention Piggybacking
by: Mo, Zizhao, et al.
Published: (2026)

Dilu: Enabling GPU Resourcing-on-Demand for Serverless DL Serving via Introspective Elasticity
by: Lv, Cunchi, et al.
Published: (2025)

WebAssembly and Unikernels: A Comparative Study for Serverless at the Edge
by: Besozzi, Valerio, et al.
Published: (2025)

Serverless Everywhere: A Comparative Analysis of WebAssembly Workflows Across Browser, Edge, and Cloud
by: Colosi, Mario, et al.
Published: (2025)

Trabant: A Serverless Architecture for Multi-Tenant Orbital Edge Computing
by: Pfandzelter, Tobias, et al.
Published: (2025)

Efficient CPU-GPU Collaborative Inference for MoE-based LLMs on Memory-Limited Systems
by: Huang, En-Ming, et al.
Published: (2025)

SiPipe: Bridging the CPU-GPU Utilization Gap for Efficient Pipeline-Parallel LLM Inference
by: He, Yongchao, et al.
Published: (2025)

Harnessing Integrated CPU-GPU System Memory for HPC: a first look into Grace Hopper
by: Schieffer, Gabin, et al.
Published: (2024)

Cosmos: A Cost Model for Serverless Workflows in the 3D Compute Continuum
by: Marcelino, Cynthia, et al.
Published: (2025)

xMem: A CPU-Based Approach for Accurate Estimation of GPU Memory in Deep Learning Training Workloads
by: Shi, Jiabo, et al.
Published: (2025)

PipeBoost: Resilient Pipelined Architecture for Fast Serverless LLM Scaling
by: Liu, Chongpeng, et al.
Published: (2025)

Evaluation of Programming Models and Performance for Stencil Computation on Current GPU Architectures
by: Shan, Baodi, et al.
Published: (2024)

Roadrunner: Accelerating Data Delivery to WebAssembly-Based Serverless Functions
by: Marcelino, Cynthia, et al.
Published: (2025)

Orchestrated Co-scheduling, Resource Partitioning, and Power Capping on CPU-GPU Heterogeneous Systems via Machine Learning
by: Saba, Issa, et al.
Published: (2024)