Project Catapult

A Configurable Cloud-Scale DNN Processor for Real-Time AI

Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Todd Massengill, Ming Liu, Daniel Lo, Shlomi Alkalay, Michael Haselman, Logan Adams, Mahdi Ghandi, Stephen Heil, Prerak Patel, Adam Sapek, Gabriel Weisz, Lisa Woods, Sitaram Lanka, Steve Reinhardt, Adrian Caulfield, Eric Chung, Doug Burger

Proceedings of the 45th International Symposium on Computer Architecture, 2018 | June 2018

Publication Project

Azure Accelerated Networking: SmartNICs in the Public Cloud

Daniel Firestone, Andrew Putnam, Hari Angepat, Derek Chiou, Adrian Caulfield, Eric Chung, Matt Humphrey, Kalin Ovtcharov, Jitu Padhye, Doug Burger, Dave Maltz, Albert Greenberg, Sambhrama Mundkur, Alireza Dabagh, Mike Andrewartha, Vivek Bhanu, Harish Kumar Chandrappa, Somesh Chaturmohta, Jack Lavier, Norman Lam, Fengfen Liu, Gautham Popuri, Shachar Raindel, Tejas Sapre, Mark Shaw, Gabriel Silva, Madhan Sivakumar, Nisheeth Srivastava, Anshuman Verma, Qasim Zuhair, Deepak Bansal, Kushagra Vaid, David A. Maltz

15th USENIX Symposium on Networked Systems Design and Implementation (NSDI) | April 2018

Publication Project

Serving DNNs in Real Time at Datacenter Scale with Project Brainwave

Eric Chung, Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Adrian Caulfield, Todd Massengill, Ming Liu, Mahdi Ghandi, Daniel Lo, Steve Reinhardt, Shlomi Alkalay, Hari Angepat, Derek Chiou, Alessandro Forin, Doug Burger, Lisa Woods, Gabriel Weisz, Michael Haselman, Dan Zhang

IEEE Micro | March 2018, Vol 38: pp. 8-20

Publication Project Project Project

A Cloud-Scale Acceleration Architecture

Adrian Caulfield, Eric Chung, Andrew Putnam, Hari Angepat, Jeremy Fowers, Michael Haselman, Stephen Heil, Matt Humphrey, Puneet Kaur, Joo-Young Kim, Daniel Lo, Todd Massengill, Kalin Ovtcharov, Michael Papamichael, Lisa Woods, Sitaram Lanka, Derek Chiou, Doug Burger

Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture | October 2016

Publication

Toward Accelerating Deep Learning at Scale Using Specialized Hardware in the Datacenter

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

Proceedings of the 27th IEEE HotChips Symposium on High-Performance Chips (HotChips 2015) | August 2015

Publication

A Scalable High-Bandwidth Architecture for Lossless Compression on FPGAs

Jeremy Fowers, Joo-Young Kim, Doug Burger, Scott Hauck

The 23rd IEEE International Symposium on Field-Programmable Custom Computing Machines | May 2015

Publication Project

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

February 2015

Publication

A Reconfigurable Fabric for Accelerating Large-Scale Datacenter Services

Andrew Putnam, Adrian Caulfield, Eric Chung, Derek Chiou, Kypros Constantinides, John Demme, Hadi Esmaeilzadeh, Jeremy Fowers, Jan Gray, Michael Haselman, Scott Hauck, Stephen Heil, Amir Hormati, Joo-Young Kim, Sitaram Lanka, Eric Peterson, Aaron Smith, Jason Thong, Phillip Yi Xiao, Doug Burger, Jim Larus, Gopi Prashanth Gopal, Simon Pope

Proceeding of the 41st Annual International Symposium on Computer Architecuture (ISCA) | June 2014

ISBN: 978-1-4799-4394-4

Selected as an IEEE Micro TopPick

Publication Publication Video

A Configurable Cloud-Scale DNN Processor for Real-Time AI

Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Todd Massengill, Ming Liu, Daniel Lo, Shlomi Alkalay, Michael Haselman, Logan Adams, Mahdi Ghandi, Stephen Heil, Prerak Patel, Adam Sapek, Gabriel Weisz, Lisa Woods, Sitaram Lanka, Steve Reinhardt, Adrian Caulfield, Eric Chung, Doug Burger

Proceedings of the 45th International Symposium on Computer Architecture, 2018 | June 2018

Publication Project

Serving DNNs in Real Time at Datacenter Scale with Project Brainwave

Eric Chung, Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Adrian Caulfield, Todd Massengill, Ming Liu, Mahdi Ghandi, Daniel Lo, Steve Reinhardt, Shlomi Alkalay, Hari Angepat, Derek Chiou, Alessandro Forin, Doug Burger, Lisa Woods, Gabriel Weisz, Michael Haselman, Dan Zhang

IEEE Micro | March 2018, Vol 38: pp. 8-20

Publication Project Project Project

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

February 2015

Publication

A Configurable Cloud-Scale DNN Processor for Real-Time AI

Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Todd Massengill, Ming Liu, Daniel Lo, Shlomi Alkalay, Michael Haselman, Logan Adams, Mahdi Ghandi, Stephen Heil, Prerak Patel, Adam Sapek, Gabriel Weisz, Lisa Woods, Sitaram Lanka, Steve Reinhardt, Adrian Caulfield, Eric Chung, Doug Burger

Proceedings of the 45th International Symposium on Computer Architecture, 2018 | June 2018

Publication Project

Azure Accelerated Networking: SmartNICs in the Public Cloud

Daniel Firestone, Andrew Putnam, Hari Angepat, Derek Chiou, Adrian Caulfield, Eric Chung, Matt Humphrey, Kalin Ovtcharov, Jitu Padhye, Doug Burger, Dave Maltz, Albert Greenberg, Sambhrama Mundkur, Alireza Dabagh, Mike Andrewartha, Vivek Bhanu, Harish Kumar Chandrappa, Somesh Chaturmohta, Jack Lavier, Norman Lam, Fengfen Liu, Gautham Popuri, Shachar Raindel, Tejas Sapre, Mark Shaw, Gabriel Silva, Madhan Sivakumar, Nisheeth Srivastava, Anshuman Verma, Qasim Zuhair, Deepak Bansal, Kushagra Vaid, David A. Maltz

15th USENIX Symposium on Networked Systems Design and Implementation (NSDI) | April 2018

Publication Project

Serving DNNs in Real Time at Datacenter Scale with Project Brainwave

Eric Chung, Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Adrian Caulfield, Todd Massengill, Ming Liu, Mahdi Ghandi, Daniel Lo, Steve Reinhardt, Shlomi Alkalay, Hari Angepat, Derek Chiou, Alessandro Forin, Doug Burger, Lisa Woods, Gabriel Weisz, Michael Haselman, Dan Zhang

IEEE Micro | March 2018, Vol 38: pp. 8-20

Publication Project Project Project

A Cloud-Scale Acceleration Architecture

Adrian Caulfield, Eric Chung, Andrew Putnam, Hari Angepat, Jeremy Fowers, Michael Haselman, Stephen Heil, Matt Humphrey, Puneet Kaur, Joo-Young Kim, Daniel Lo, Todd Massengill, Kalin Ovtcharov, Michael Papamichael, Lisa Woods, Sitaram Lanka, Derek Chiou, Doug Burger

Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture | October 2016

Publication

Toward Accelerating Deep Learning at Scale Using Specialized Hardware in the Datacenter

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

Proceedings of the 27th IEEE HotChips Symposium on High-Performance Chips (HotChips 2015) | August 2015

Publication

A Scalable High-Bandwidth Architecture for Lossless Compression on FPGAs

Jeremy Fowers, Joo-Young Kim, Doug Burger, Scott Hauck

The 23rd IEEE International Symposium on Field-Programmable Custom Computing Machines | May 2015

Publication Project

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

February 2015

Publication

Azure Accelerated Networking: SmartNICs in the Public Cloud

Daniel Firestone, Andrew Putnam, Hari Angepat, Derek Chiou, Adrian Caulfield, Eric Chung, Matt Humphrey, Kalin Ovtcharov, Jitu Padhye, Doug Burger, Dave Maltz, Albert Greenberg, Sambhrama Mundkur, Alireza Dabagh, Mike Andrewartha, Vivek Bhanu, Harish Kumar Chandrappa, Somesh Chaturmohta, Jack Lavier, Norman Lam, Fengfen Liu, Gautham Popuri, Shachar Raindel, Tejas Sapre, Mark Shaw, Gabriel Silva, Madhan Sivakumar, Nisheeth Srivastava, Anshuman Verma, Qasim Zuhair, Deepak Bansal, Kushagra Vaid, David A. Maltz

15th USENIX Symposium on Networked Systems Design and Implementation (NSDI) | April 2018

Publication Project

A Cloud-Scale Acceleration Architecture

Adrian Caulfield, Eric Chung, Andrew Putnam, Hari Angepat, Jeremy Fowers, Michael Haselman, Stephen Heil, Matt Humphrey, Puneet Kaur, Joo-Young Kim, Daniel Lo, Todd Massengill, Kalin Ovtcharov, Michael Papamichael, Lisa Woods, Sitaram Lanka, Derek Chiou, Doug Burger

Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture | October 2016

Publication

Toward Accelerating Deep Learning at Scale Using Specialized Hardware in the Datacenter

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

Proceedings of the 27th IEEE HotChips Symposium on High-Performance Chips (HotChips 2015) | August 2015

Publication

A Scalable High-Bandwidth Architecture for Lossless Compression on FPGAs

Jeremy Fowers, Joo-Young Kim, Doug Burger, Scott Hauck

The 23rd IEEE International Symposium on Field-Programmable Custom Computing Machines | May 2015

Publication Project

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

February 2015

Publication

A Reconfigurable Fabric for Accelerating Large-Scale Datacenter Services

Andrew Putnam, Adrian Caulfield, Eric Chung, Derek Chiou, Kypros Constantinides, John Demme, Hadi Esmaeilzadeh, Jeremy Fowers, Jan Gray, Michael Haselman, Scott Hauck, Stephen Heil, Amir Hormati, Joo-Young Kim, Sitaram Lanka, Eric Peterson, Aaron Smith, Jason Thong, Phillip Yi Xiao, Doug Burger, Jim Larus, Gopi Prashanth Gopal, Simon Pope

Proceeding of the 41st Annual International Symposium on Computer Architecuture (ISCA) | June 2014

ISBN: 978-1-4799-4394-4

Selected as an IEEE Micro TopPick

Publication Publication Video

A Scalable High-Bandwidth Architecture for Lossless Compression on FPGAs

Jeremy Fowers, Joo-Young Kim, Doug Burger, Scott Hauck

The 23rd IEEE International Symposium on Field-Programmable Custom Computing Machines | May 2015

Publication Project

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

February 2015

Publication

A Reconfigurable Fabric for Accelerating Large-Scale Datacenter Services

Andrew Putnam, Adrian Caulfield, Eric Chung, Derek Chiou, Kypros Constantinides, John Demme, Hadi Esmaeilzadeh, Jeremy Fowers, Jan Gray, Michael Haselman, Scott Hauck, Stephen Heil, Amir Hormati, Joo-Young Kim, Sitaram Lanka, Eric Peterson, Aaron Smith, Jason Thong, Phillip Yi Xiao, Doug Burger, Jim Larus, Gopi Prashanth Gopal, Simon Pope

Proceeding of the 41st Annual International Symposium on Computer Architecuture (ISCA) | June 2014

ISBN: 978-1-4799-4394-4

Selected as an IEEE Micro TopPick

Publication Publication Video

A Configurable Cloud-Scale DNN Processor for Real-Time AI

Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Todd Massengill, Ming Liu, Daniel Lo, Shlomi Alkalay, Michael Haselman, Logan Adams, Mahdi Ghandi, Stephen Heil, Prerak Patel, Adam Sapek, Gabriel Weisz, Lisa Woods, Sitaram Lanka, Steve Reinhardt, Adrian Caulfield, Eric Chung, Doug Burger

Proceedings of the 45th International Symposium on Computer Architecture, 2018 | June 2018

Publication Project

Azure Accelerated Networking: SmartNICs in the Public Cloud

Daniel Firestone, Andrew Putnam, Hari Angepat, Derek Chiou, Adrian Caulfield, Eric Chung, Matt Humphrey, Kalin Ovtcharov, Jitu Padhye, Doug Burger, Dave Maltz, Albert Greenberg, Sambhrama Mundkur, Alireza Dabagh, Mike Andrewartha, Vivek Bhanu, Harish Kumar Chandrappa, Somesh Chaturmohta, Jack Lavier, Norman Lam, Fengfen Liu, Gautham Popuri, Shachar Raindel, Tejas Sapre, Mark Shaw, Gabriel Silva, Madhan Sivakumar, Nisheeth Srivastava, Anshuman Verma, Qasim Zuhair, Deepak Bansal, Kushagra Vaid, David A. Maltz

15th USENIX Symposium on Networked Systems Design and Implementation (NSDI) | April 2018

Publication Project

A Cloud-Scale Acceleration Architecture

Adrian Caulfield, Eric Chung, Andrew Putnam, Hari Angepat, Jeremy Fowers, Michael Haselman, Stephen Heil, Matt Humphrey, Puneet Kaur, Joo-Young Kim, Daniel Lo, Todd Massengill, Kalin Ovtcharov, Michael Papamichael, Lisa Woods, Sitaram Lanka, Derek Chiou, Doug Burger

Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture | October 2016

Publication

Toward Accelerating Deep Learning at Scale Using Specialized Hardware in the Datacenter

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

Proceedings of the 27th IEEE HotChips Symposium on High-Performance Chips (HotChips 2015) | August 2015

Publication

A Scalable High-Bandwidth Architecture for Lossless Compression on FPGAs

Jeremy Fowers, Joo-Young Kim, Doug Burger, Scott Hauck

The 23rd IEEE International Symposium on Field-Programmable Custom Computing Machines | May 2015

Publication Project

A Reconfigurable Fabric for Accelerating Large-Scale Datacenter Services

Andrew Putnam, Adrian Caulfield, Eric Chung, Derek Chiou, Kypros Constantinides, John Demme, Hadi Esmaeilzadeh, Jeremy Fowers, Jan Gray, Michael Haselman, Scott Hauck, Stephen Heil, Amir Hormati, Joo-Young Kim, Sitaram Lanka, Eric Peterson, Aaron Smith, Jason Thong, Phillip Yi Xiao, Doug Burger, Jim Larus, Gopi Prashanth Gopal, Simon Pope

Proceeding of the 41st Annual International Symposium on Computer Architecuture (ISCA) | June 2014

ISBN: 978-1-4799-4394-4

Selected as an IEEE Micro TopPick

Publication Publication Video

Serving DNNs in Real Time at Datacenter Scale with Project Brainwave

Eric Chung, Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Adrian Caulfield, Todd Massengill, Ming Liu, Mahdi Ghandi, Daniel Lo, Steve Reinhardt, Shlomi Alkalay, Hari Angepat, Derek Chiou, Alessandro Forin, Doug Burger, Lisa Woods, Gabriel Weisz, Michael Haselman, Dan Zhang

IEEE Micro | March 2018, Vol 38: pp. 8-20

Publication Project Project Project

Accelerating Deep Convolutional Neural Networks Using Specialized Hardware

Kalin Ovtcharov, Olatunji Ruwase, Joo-Young Kim, Jeremy Fowers, Karin Strauss, Eric Chung

February 2015

Publication