Late Breaking Results: PyAIE: A Python-based Programming Framework for Versal ACAP Platforms

In order to satisfy the exploding demand from various computation-intensive applications, AMD-Xilinx released Versal, a heterogeneous Adaptive Compute Acceleration Platform (ACAP) with powerful heterogeneous acceleration capabilities. Most AI/ML applications use Python as their primary programming l...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:2023 60th ACM/IEEE Design Automation Conference (DAC) s. 1 - 2
Hlavní autoři: Tian, Hongzheng, Yang, Shining, Cha, Yoonha, Huang, Sitao
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 09.07.2023
Témata:
Artificial intelligence
Codes
Computer architecture
Engines
Kernel
Programming
Python
System analysis and design
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract In order to satisfy the exploding demand from various computation-intensive applications, AMD-Xilinx released Versal, a heterogeneous Adaptive Compute Acceleration Platform (ACAP) with powerful heterogeneous acceleration capabilities. Most AI/ML applications use Python as their primary programming language these days; yet, AI engine codes as well as numerous Versal ACAP-based acceleration projects must be written in C/C++ with low-level intrinsics in order to take advantage of the Versal ACAP platform. To fill the gap of programming abstractions of applications and Versal ACAP platforms, we propose PyAIE, a Python-based programming framework specifically targeting Versal ACAP architecture. PyAIE allows users to focus on algorithm-level designs without knowledge of the underlying low-level details. PyAIE automatically translates Python code into the optimized C/C++ code for AI Engine kernels, PL kernels, and host, along with configuration script files, thereby completing the entire AI Engine-based system design. To the best of our knowledge, this is the first Python-based programming and compilation flow designed specifically for Versal ACAP platforms.
AbstractList In order to satisfy the exploding demand from various computation-intensive applications, AMD-Xilinx released Versal, a heterogeneous Adaptive Compute Acceleration Platform (ACAP) with powerful heterogeneous acceleration capabilities. Most AI/ML applications use Python as their primary programming language these days; yet, AI engine codes as well as numerous Versal ACAP-based acceleration projects must be written in C/C++ with low-level intrinsics in order to take advantage of the Versal ACAP platform. To fill the gap of programming abstractions of applications and Versal ACAP platforms, we propose PyAIE, a Python-based programming framework specifically targeting Versal ACAP architecture. PyAIE allows users to focus on algorithm-level designs without knowledge of the underlying low-level details. PyAIE automatically translates Python code into the optimized C/C++ code for AI Engine kernels, PL kernels, and host, along with configuration script files, thereby completing the entire AI Engine-based system design. To the best of our knowledge, this is the first Python-based programming and compilation flow designed specifically for Versal ACAP platforms.
Author Tian, Hongzheng
Huang, Sitao
Yang, Shining
Cha, Yoonha
Author_xml – sequence: 1
  givenname: Hongzheng
  surname: Tian
  fullname: Tian, Hongzheng
– sequence: 2
  givenname: Shining
  surname: Yang
  fullname: Yang, Shining
– sequence: 3
  givenname: Yoonha
  surname: Cha
  fullname: Cha, Yoonha
– sequence: 4
  givenname: Sitao
  surname: Huang
  fullname: Huang, Sitao
BookMark eNo1kF1LwzAYhSMoqLP_QCR_oDOfTbK7WjcdFCyiXgkj6d7Msn5IUhn791bUq_NweDgX5xKd9kMPCN1QMqeUmNv7vJCZYWbOCONzSphQWvATlBhlNJeEMy40PUdJjI0jGZFakExcoPfSjoDvAth90-_wM8SvdowLXB3z9XKB8wnGj6FPnY2wxVUYdsF23Y-6mgAOQ9hjPwT8BiHaFudFXuGqtePUdfEKnXnbRkj-coZeV8uX4jEtnx7WRV6mlmVsTLcic4rVznkJUjCwGZXaeyoNZU4wDaZW3ClKKPdKgVHMa-25trUTylPHZ-j6d7cBgM1naDobjpv_E_g3zG9UBA
ContentType Conference Proceeding
DBID 6IE
6IH
CBEJK
RIE
RIO
DOI 10.1109/DAC56929.2023.10247843
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Proceedings Order Plan (POP) 1998-present by volume
IEEE Xplore All Conference Proceedings
IEEE Electronic Library (IEL)
IEEE Proceedings Order Plans (POP) 1998-present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
EISBN 9798350323481
EndPage 2
ExternalDocumentID 10247843
Genre orig-research
GroupedDBID 6IE
6IH
ACM
ALMA_UNASSIGNED_HOLDINGS
CBEJK
RIE
RIO
ID FETCH-LOGICAL-a262t-d46b72cbbf5e542ea6158ff15912b428e9c73b71013f77e972f88f38acb47f1b3
IEDL.DBID RIE
ISICitedReferencesCount 2
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001073487300157&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
IngestDate Wed Aug 27 02:49:38 EDT 2025
IsPeerReviewed false
IsScholarly true
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-a262t-d46b72cbbf5e542ea6158ff15912b428e9c73b71013f77e972f88f38acb47f1b3
PageCount 2
ParticipantIDs ieee_primary_10247843
PublicationCentury 2000
PublicationDate 2023-July-9
PublicationDateYYYYMMDD 2023-07-09
PublicationDate_xml – month: 07
  year: 2023
  text: 2023-July-9
  day: 09
PublicationDecade 2020
PublicationTitle 2023 60th ACM/IEEE Design Automation Conference (DAC)
PublicationTitleAbbrev DAC
PublicationYear 2023
Publisher IEEE
Publisher_xml – name: IEEE
SSID ssib060584064
Score 2.239252
Snippet In order to satisfy the exploding demand from various computation-intensive applications, AMD-Xilinx released Versal, a heterogeneous Adaptive Compute...
SourceID ieee
SourceType Publisher
StartPage 1
SubjectTerms Artificial intelligence
Codes
Computer architecture
Engines
Kernel
Programming
Python
System analysis and design
Title Late Breaking Results: PyAIE: A Python-based Programming Framework for Versal ACAP Platforms
URI https://ieeexplore.ieee.org/document/10247843
WOSCitedRecordID wos001073487300157&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NSwMxEA22ePCkYsVvcvC6tZvNJtneam1RKGURhR6EkmQnINRWulvBf-_MtlU8ePAWQoZAJuG9TOZlGLs2MaRKd3TkhSsiaZTDMydCBAIK44Q3hayFwiM9HpvJJMs3YvVaCwMAdfIZtKlZv-UXC7-iUBmecCG1kUmDNbRWa7HWdvPQ8x6Ck9yogONOdnPX66cK4b9NJcLbW-NfZVRqFBnu_3P-A9b60ePx_BtpDtkOzI_YywhpIr9F0kfRbv4I5WpWlV2ef_YeBl3ewwb9CxARThVkTnlYbzR0uE3I4shYOUXM7IyjT3Kez2xFLLZssefh4Kl_H21qJURWKFFFhVROC-9cSCGVAiwyFRMCkpVYOLxiQOZ14pBOxEnQGjL0hzEhMdY7qUPskmPWnC_mcMK4sJZ4TaZCEkuQhRWd4DNjU8DLTRKrU9aipZm-r7_DmG5X5eyP_nO2Rw6oc1yzC9asliu4ZLv-o3otl1e1E78APWOccg
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlZ3fS8MwEMeDTkGfVJz42zz42rmmaZPubc6NDesoMmEPwkjSCwzmJmsn-N976VbFBx98C6WBkmu4z13umyPkVvoQRqIpPMN05nEZadxzzHrAIJOaGZnxUiiciOFQjsdxuhGrl1oYACiLz6DhhuVZfrYwK5cqwx3OuJA82CY7IcfAZy3Xqn4fd8CH7olvdMB-M757aHfCCAGg4ZqEN6rpvxqplH6kd_DPLzgk9R9FHk2_fc0R2YL5MXlNEBTpPWKfy3fTZ8hXsyJv0fSzPei2aBsH7mYAz3mqzE13lVhv7tVeVZJFkVmpy5mpGUWrpDSdqcJxbF4nL73uqNP3Nt0SPMUiVngZj7RgRmsbQsgZKGQVaS3iis80BhkQGxFoBAo_sEJAjBaR0gZSGc2F9XVwQmrzxRxOCWVKObKJIxv4HHimWNOaWKoQMLwJ_OiM1N3STN7XF2JMqlU5_-P5Ddnrj56SSTIYPl6QfWeMsuI1viS1YrmCK7JrPoppvrwuDfoFkmafuQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2023+60th+ACM%2FIEEE+Design+Automation+Conference+%28DAC%29&rft.atitle=Late+Breaking+Results%3A+PyAIE%3A+A+Python-based+Programming+Framework+for+Versal+ACAP+Platforms&rft.au=Tian%2C+Hongzheng&rft.au=Yang%2C+Shining&rft.au=Cha%2C+Yoonha&rft.au=Huang%2C+Sitao&rft.date=2023-07-09&rft.pub=IEEE&rft.spage=1&rft.epage=2&rft_id=info:doi/10.1109%2FDAC56929.2023.10247843&rft.externalDocID=10247843