CiFHER: A Chiplet-Based FHE Accelerator with a Resizable Structure
Fully homomorphic encryption (FHE) is in the spotlight as a definitive solution for privacy, but the high computational overhead of FHE poses a challenge to its practical adoption. Although prior studies have attempted to design ASIC accelerators to mitigate the overhead, their designs require exces...
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creator | Kim, Sangpyo Kim, Jongmin Choi, Jaeyoung Ahn, Jung Ho |
description | Fully homomorphic encryption (FHE) is in the spotlight as a definitive
solution for privacy, but the high computational overhead of FHE poses a
challenge to its practical adoption. Although prior studies have attempted to
design ASIC accelerators to mitigate the overhead, their designs require
excessive chip resources (e.g., areas) to contain and process massive data for
FHE operations. We propose CiFHER, a chiplet-based FHE accelerator with a
resizable structure, to tackle the challenge with a cost-effective multi-chip
module (MCM) design. First, we devise a flexible core architecture whose
configuration is adjustable to conform to the global organization of chiplets
and design constraints. Its distinctive feature is a composable functional unit
providing varying computational throughput for the number-theoretic transform,
the most dominant function in FHE. Then, we establish generalized data mapping
methodologies to minimize the interconnect overhead when organizing the chips
into the MCM package in a tiled manner, which becomes a significant bottleneck
due to the packaging constraints. This study demonstrates that a CiFHER package
composed of a number of compact chiplets provides performance comparable to
state-of-the-art monolithic ASIC accelerators while significantly reducing the
package-wide power consumption and manufacturing cost. |
doi_str_mv | 10.48550/arxiv.2308.04890 |
format | Article |
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solution for privacy, but the high computational overhead of FHE poses a
challenge to its practical adoption. Although prior studies have attempted to
design ASIC accelerators to mitigate the overhead, their designs require
excessive chip resources (e.g., areas) to contain and process massive data for
FHE operations. We propose CiFHER, a chiplet-based FHE accelerator with a
resizable structure, to tackle the challenge with a cost-effective multi-chip
module (MCM) design. First, we devise a flexible core architecture whose
configuration is adjustable to conform to the global organization of chiplets
and design constraints. Its distinctive feature is a composable functional unit
providing varying computational throughput for the number-theoretic transform,
the most dominant function in FHE. Then, we establish generalized data mapping
methodologies to minimize the interconnect overhead when organizing the chips
into the MCM package in a tiled manner, which becomes a significant bottleneck
due to the packaging constraints. This study demonstrates that a CiFHER package
composed of a number of compact chiplets provides performance comparable to
state-of-the-art monolithic ASIC accelerators while significantly reducing the
package-wide power consumption and manufacturing cost.</description><identifier>DOI: 10.48550/arxiv.2308.04890</identifier><language>eng</language><subject>Computer Science - Cryptography and Security ; Computer Science - Hardware Architecture</subject><creationdate>2023-08</creationdate><rights>http://arxiv.org/licenses/nonexclusive-distrib/1.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,780,885</link.rule.ids><linktorsrc>$$Uhttps://arxiv.org/abs/2308.04890$$EView_record_in_Cornell_University$$FView_record_in_$$GCornell_University$$Hfree_for_read</linktorsrc><backlink>$$Uhttps://doi.org/10.48550/arXiv.2308.04890$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>Kim, Sangpyo</creatorcontrib><creatorcontrib>Kim, Jongmin</creatorcontrib><creatorcontrib>Choi, Jaeyoung</creatorcontrib><creatorcontrib>Ahn, Jung Ho</creatorcontrib><title>CiFHER: A Chiplet-Based FHE Accelerator with a Resizable Structure</title><description>Fully homomorphic encryption (FHE) is in the spotlight as a definitive
solution for privacy, but the high computational overhead of FHE poses a
challenge to its practical adoption. Although prior studies have attempted to
design ASIC accelerators to mitigate the overhead, their designs require
excessive chip resources (e.g., areas) to contain and process massive data for
FHE operations. We propose CiFHER, a chiplet-based FHE accelerator with a
resizable structure, to tackle the challenge with a cost-effective multi-chip
module (MCM) design. First, we devise a flexible core architecture whose
configuration is adjustable to conform to the global organization of chiplets
and design constraints. Its distinctive feature is a composable functional unit
providing varying computational throughput for the number-theoretic transform,
the most dominant function in FHE. Then, we establish generalized data mapping
methodologies to minimize the interconnect overhead when organizing the chips
into the MCM package in a tiled manner, which becomes a significant bottleneck
due to the packaging constraints. This study demonstrates that a CiFHER package
composed of a number of compact chiplets provides performance comparable to
state-of-the-art monolithic ASIC accelerators while significantly reducing the
package-wide power consumption and manufacturing cost.</description><subject>Computer Science - Cryptography and Security</subject><subject>Computer Science - Hardware Architecture</subject><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>GOX</sourceid><recordid>eNotz8tOwzAQhWFvWKDCA7DCL5AwiWPHZpdGLUWqhNSyjybjsWopiMpxuT09UFgd6V8c6RPipoKysVrDHaaP-FbWCmwJjXVwKZZ9XG9Wu3vZyf4QjxPnYokze_lTZUfEEyfMr0m-x3yQKHc8xy8cJ5b7nE6UT4mvxEXAaebr_12I_Xr13G-K7dPDY99tCzQtFN62QY26NTV7Yt9oqxArVY0ELZjARM6YCoLWdcMusHbB8eihNhoVkVqI27_Xs2E4pviC6XP4tQxni_oGQpRDFw</recordid><startdate>20230809</startdate><enddate>20230809</enddate><creator>Kim, Sangpyo</creator><creator>Kim, Jongmin</creator><creator>Choi, Jaeyoung</creator><creator>Ahn, Jung Ho</creator><scope>AKY</scope><scope>GOX</scope></search><sort><creationdate>20230809</creationdate><title>CiFHER: A Chiplet-Based FHE Accelerator with a Resizable Structure</title><author>Kim, Sangpyo ; Kim, Jongmin ; Choi, Jaeyoung ; Ahn, Jung Ho</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a670-d87f3b5762edced4583aa131bc0706fecc96610f5524e9fe59f9ebd0265a3cc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Computer Science - Cryptography and Security</topic><topic>Computer Science - Hardware Architecture</topic><toplevel>online_resources</toplevel><creatorcontrib>Kim, Sangpyo</creatorcontrib><creatorcontrib>Kim, Jongmin</creatorcontrib><creatorcontrib>Choi, Jaeyoung</creatorcontrib><creatorcontrib>Ahn, Jung Ho</creatorcontrib><collection>arXiv Computer Science</collection><collection>arXiv.org</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Kim, Sangpyo</au><au>Kim, Jongmin</au><au>Choi, Jaeyoung</au><au>Ahn, Jung Ho</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>CiFHER: A Chiplet-Based FHE Accelerator with a Resizable Structure</atitle><date>2023-08-09</date><risdate>2023</risdate><abstract>Fully homomorphic encryption (FHE) is in the spotlight as a definitive
solution for privacy, but the high computational overhead of FHE poses a
challenge to its practical adoption. Although prior studies have attempted to
design ASIC accelerators to mitigate the overhead, their designs require
excessive chip resources (e.g., areas) to contain and process massive data for
FHE operations. We propose CiFHER, a chiplet-based FHE accelerator with a
resizable structure, to tackle the challenge with a cost-effective multi-chip
module (MCM) design. First, we devise a flexible core architecture whose
configuration is adjustable to conform to the global organization of chiplets
and design constraints. Its distinctive feature is a composable functional unit
providing varying computational throughput for the number-theoretic transform,
the most dominant function in FHE. Then, we establish generalized data mapping
methodologies to minimize the interconnect overhead when organizing the chips
into the MCM package in a tiled manner, which becomes a significant bottleneck
due to the packaging constraints. This study demonstrates that a CiFHER package
composed of a number of compact chiplets provides performance comparable to
state-of-the-art monolithic ASIC accelerators while significantly reducing the
package-wide power consumption and manufacturing cost.</abstract><doi>10.48550/arxiv.2308.04890</doi><oa>free_for_read</oa></addata></record> |
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subjects | Computer Science - Cryptography and Security Computer Science - Hardware Architecture |
title | CiFHER: A Chiplet-Based FHE Accelerator with a Resizable Structure |
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