Chiplever: Towards Effortless Extension of Chiplet-based System for FHE
By Yibo Du1,3, Ying Wang1,3, Bing Li4, Fuping Li2,3, Shengwen Liang2,3, Huawei Li2,3, Xiaowei Li2,3 and Yinhe Han1,3
1 CICS, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China
2 SKLP, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China
3 University of Chinese Academy of Sciences, Beijing, China 4Capital Normal University, Beijing, China
Fully Homomorphic Encryption (FHE) is one of the most promising privacy-preserving techniques that has drawn increasing attention from academia and industry due to its ideal security. Chiplet-based designs integrate multiple dies into the package delivering high performance and thereby are embraced by the resources-hungry FHE. Despite the chiplet-based system with various specialized accelerators, it falls short in supporting FHE with the novel polynomial operations. For a chiplet-based system that is not tailored for FHE, one common approach to support FHE is designing a new dedicated accelerator, However, this full design-and-build approach overlooks the existing abundant resources of accelerators in the system and incurs repeated customization and resource waste.
In this paper, we propose Chiplever, a framework enables effort-less extension of Chiplet-based system for FHE. We aim to fully harness the available resources in the room for efficient FHE. To achieve this, Chiplever introduces a specialized extension in I/O Chiplet guided by semantics matching and proposes an efficient allocator featuring specialized dataflow scheduling. Chiplever provides three-step mapping to achieve compiler-level to hardwarelevel support for FHE and optimizes the data communications.
To read the full article, click here
Related Chiplet
Related Technical Papers
- Effects of Poor Workload Partitioning on System Performance for Chiplet-Based Systems
- CATCH: a Cost Analysis Tool for Co-optimization of chiplet-based Heterogeneous systems
- CHICO-Agent: An LLM Agent for the Cross-layer Optimization of 2.5D and 3D Chiplet-based Systems
- Business Analysis of Chiplet-Based Systems and Technology
Latest Technical Papers
- CHICO-Agent: An LLM Agent for the Cross-layer Optimization of 2.5D and 3D Chiplet-based Systems
- A PPA-Driven 3D-IC Partitioning Selection Framework with Surrogate Models
- Fleet: Hierarchical Task-based Abstraction for Megakernels on Multi-Die GPUs
- ChipLight: Cross-Layer Optimization of Chiplet Design with Optical Interconnects for LLM Training
- ELMoE-3D: Leveraging Intrinsic Elasticity of MoE for Hybrid-Bonding-Enabled Self-Speculative Decoding in On-Premises Serving